warning: commands will be executed using /bin/sh job 2130 at Sat Mar 22 03:25:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse20-140314/YutaMouse20-140314/YutaMouse20-140314 ElecNo 3 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 Loaded 851668 data points of dimension 30. meanDims = 30 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 283889 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15189 members Mstep: Class 2 contains 14852 members Mstep: Class 3 contains 14971 members Mstep: Class 4 contains 15024 members Mstep: Class 5 contains 14974 members Mstep: Class 6 contains 15008 members Mstep: Class 7 contains 15009 members Mstep: Class 8 contains 14999 members Mstep: Class 9 contains 14844 members Mstep: Class 10 contains 14874 members Mstep: Class 11 contains 15059 members Mstep: Class 12 contains 14718 members Mstep: Class 13 contains 14790 members Mstep: Class 14 contains 14871 members Mstep: Class 15 contains 14809 members Mstep: Class 16 contains 14960 members Mstep: Class 17 contains 15032 members Mstep: Class 18 contains 14983 members Mstep: Class 19 contains 14923 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 930.011353 but Gain 3113.968750 Score: -32199780.000000 Penalty: 56051.496094 Iteration 0F: 19 clusters Score -3.219978e+07 nChanged 266640 Entering Unmasked Mstep Mstep: Class 0 contains 126 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 9085 members Mstep: Class 3 contains 11057 members Mstep: Class 4 contains 17294 members Mstep: Class 5 contains 26892 members Mstep: Class 6 contains 9428 members Mstep: Class 7 contains 9860 members Mstep: Class 8 contains 44704 members Mstep: Class 9 contains 22854 members Mstep: Class 10 contains 10348 members Mstep: Class 11 contains 5406 members Mstep: Class 12 contains 7959 members Mstep: Class 14 contains 6858 members Mstep: Class 15 contains 11671 members Mstep: Class 16 contains 17477 members Mstep: Class 17 contains 17742 members Mstep: Class 18 contains 41095 members Mstep: Class 19 contains 8440 members Entering Unmasked Estep ConsiderDeletion Score: -32840898.000000 Penalty: 56051.496094 Iteration 1F: 19 clusters Score -3.28409e+07 nChanged 112941 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 5732 members Mstep: Class 3 contains 7123 members Mstep: Class 4 contains 12304 members Mstep: Class 5 contains 29556 members Mstep: Class 6 contains 7320 members Mstep: Class 7 contains 7669 members Mstep: Class 8 contains 58791 members Mstep: Class 9 contains 19267 members Mstep: Class 10 contains 6946 members Mstep: Class 11 contains 5121 members Mstep: Class 12 contains 5995 members Mstep: Class 14 contains 4572 members Mstep: Class 15 contains 7678 members Mstep: Class 16 contains 22525 members Mstep: Class 17 contains 13323 members Mstep: Class 18 contains 60325 members Mstep: Class 19 contains 5228 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 2986.220947 but Gain 3113.972656 Score: -33093764.000000 Penalty: 52937.523438 Iteration 2F: 18 clusters Score -3.309376e+07 nChanged 79007 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 5535 members Mstep: Class 3 contains 5543 members Mstep: Class 4 contains 9182 members Mstep: Class 5 contains 34762 members Mstep: Class 6 contains 5411 members Mstep: Class 7 contains 7314 members Mstep: Class 8 contains 64947 members Mstep: Class 9 contains 15459 members Mstep: Class 10 contains 3173 members Mstep: Class 11 contains 5695 members Mstep: Class 12 contains 4052 members Mstep: Class 14 contains 3599 members Mstep: Class 15 contains 5929 members Mstep: Class 16 contains 31467 members Mstep: Class 17 contains 9749 members Mstep: Class 18 contains 68142 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 2081.175537 but Gain 3113.972656 Score: -33224078.000000 Penalty: 49823.550781 Iteration 3F: 17 clusters Score -3.322408e+07 nChanged 52911 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 5827 members Mstep: Class 3 contains 5152 members Mstep: Class 4 contains 7153 members Mstep: Class 5 contains 38683 members Mstep: Class 6 contains 4793 members Mstep: Class 7 contains 7567 members Mstep: Class 8 contains 66477 members Mstep: Class 9 contains 12777 members Mstep: Class 11 contains 6766 members Mstep: Class 12 contains 2573 members Mstep: Class 14 contains 3691 members Mstep: Class 15 contains 4962 members Mstep: Class 16 contains 40410 members Mstep: Class 17 contains 7175 members Mstep: Class 18 contains 66061 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2269.156738 but Gain 3113.972656 Score: -33291342.000000 Penalty: 46709.578125 Iteration 4F: 16 clusters Score -3.329134e+07 nChanged 38879 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 5720 members Mstep: Class 3 contains 5274 members Mstep: Class 4 contains 5698 members Mstep: Class 5 contains 39731 members Mstep: Class 6 contains 4867 members Mstep: Class 7 contains 8386 members Mstep: Class 8 contains 67679 members Mstep: Class 9 contains 12078 members Mstep: Class 11 contains 7711 members Mstep: Class 14 contains 4630 members Mstep: Class 15 contains 4377 members Mstep: Class 16 contains 48120 members Mstep: Class 17 contains 5715 members Mstep: Class 18 contains 59480 members Entering Unmasked Estep ConsiderDeletion Score: -33332382.000000 Penalty: 46709.578125 Iteration 5F: 16 clusters Score -3.333238e+07 nChanged 31315 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 5245 members Mstep: Class 3 contains 5465 members Mstep: Class 4 contains 4539 members Mstep: Class 5 contains 39344 members Mstep: Class 6 contains 5316 members Mstep: Class 7 contains 9323 members Mstep: Class 8 contains 68261 members Mstep: Class 9 contains 11790 members Mstep: Class 11 contains 8162 members Mstep: Class 14 contains 5466 members Mstep: Class 15 contains 3839 members Mstep: Class 16 contains 56863 members Mstep: Class 17 contains 4866 members Mstep: Class 18 contains 50443 members Entering Unmasked Estep ConsiderDeletion Score: -33360842.000000 Penalty: 46709.578125 Iteration 6F: 16 clusters Score -3.336084e+07 nChanged 26708 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 4798 members Mstep: Class 3 contains 5627 members Mstep: Class 4 contains 3783 members Mstep: Class 5 contains 38827 members Mstep: Class 6 contains 5959 members Mstep: Class 7 contains 10137 members Mstep: Class 8 contains 68494 members Mstep: Class 9 contains 11655 members Mstep: Class 11 contains 8385 members Mstep: Class 14 contains 6112 members Mstep: Class 15 contains 3494 members Mstep: Class 16 contains 65534 members Mstep: Class 17 contains 4452 members Mstep: Class 18 contains 41426 members Entering Unmasked Estep ConsiderDeletion Score: -33383302.000000 Penalty: 46709.578125 Iteration 7F: 16 clusters Score -3.33833e+07 nChanged 22207 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 4387 members Mstep: Class 3 contains 5765 members Mstep: Class 4 contains 3365 members Mstep: Class 5 contains 38388 members Mstep: Class 6 contains 6514 members Mstep: Class 7 contains 10638 members Mstep: Class 8 contains 68109 members Mstep: Class 9 contains 11485 members Mstep: Class 11 contains 8521 members Mstep: Class 14 contains 6552 members Mstep: Class 15 contains 3287 members Mstep: Class 16 contains 73261 members Mstep: Class 17 contains 4339 members Mstep: Class 18 contains 33920 members Entering Unmasked Estep ConsiderDeletion Score: -33400874.000000 Penalty: 46709.578125 Iteration 8F: 16 clusters Score -3.340087e+07 nChanged 18694 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 3987 members Mstep: Class 3 contains 5897 members Mstep: Class 4 contains 3105 members Mstep: Class 5 contains 37961 members Mstep: Class 6 contains 6891 members Mstep: Class 7 contains 10932 members Mstep: Class 8 contains 67112 members Mstep: Class 9 contains 11264 members Mstep: Class 11 contains 8633 members Mstep: Class 14 contains 6872 members Mstep: Class 15 contains 3264 members Mstep: Class 16 contains 79972 members Mstep: Class 17 contains 4452 members Mstep: Class 18 contains 28031 members Entering Unmasked Estep ConsiderDeletion Score: -33416312.000000 Penalty: 46709.578125 Iteration 9F: 16 clusters Score -3.341631e+07 nChanged 15735 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 3713 members Mstep: Class 3 contains 6060 members Mstep: Class 4 contains 2937 members Mstep: Class 5 contains 37493 members Mstep: Class 6 contains 7112 members Mstep: Class 7 contains 11136 members Mstep: Class 8 contains 65590 members Mstep: Class 9 contains 11102 members Mstep: Class 11 contains 8755 members Mstep: Class 14 contains 7055 members Mstep: Class 15 contains 3327 members Mstep: Class 16 contains 85667 members Mstep: Class 17 contains 4689 members Mstep: Class 18 contains 23531 members Entering Unmasked Estep ConsiderDeletion Score: -33430270.000000 Penalty: 46709.578125 Iteration 10F: 16 clusters Score -3.343027e+07 nChanged 13371 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 3520 members Mstep: Class 3 contains 6198 members Mstep: Class 4 contains 2826 members Mstep: Class 5 contains 37070 members Mstep: Class 6 contains 7195 members Mstep: Class 7 contains 11332 members Mstep: Class 8 contains 63552 members Mstep: Class 9 contains 10981 members Mstep: Class 11 contains 8818 members Mstep: Class 14 contains 7227 members Mstep: Class 15 contains 3504 members Mstep: Class 16 contains 90604 members Mstep: Class 17 contains 4953 members Mstep: Class 18 contains 20134 members Entering Unmasked Estep ConsiderDeletion Score: -33442650.000000 Penalty: 46709.578125 Iteration 11Q: 16 clusters Score -3.344265e+07 nChanged 11122 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 3383 members Mstep: Class 3 contains 6328 members Mstep: Class 4 contains 2683 members Mstep: Class 5 contains 36808 members Mstep: Class 6 contains 7179 members Mstep: Class 7 contains 11557 members Mstep: Class 8 contains 61340 members Mstep: Class 9 contains 10797 members Mstep: Class 11 contains 8850 members Mstep: Class 14 contains 7297 members Mstep: Class 15 contains 3817 members Mstep: Class 16 contains 94611 members Mstep: Class 17 contains 5207 members Mstep: Class 18 contains 17726 members Entering Unmasked Estep ConsiderDeletion Score: -33454002.000000 Penalty: 46709.578125 Iteration 12Q: 16 clusters Score -3.3454e+07 nChanged 9352 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 3236 members Mstep: Class 3 contains 6426 members Mstep: Class 4 contains 2563 members Mstep: Class 5 contains 36740 members Mstep: Class 6 contains 7087 members Mstep: Class 7 contains 11838 members Mstep: Class 8 contains 59224 members Mstep: Class 9 contains 10544 members Mstep: Class 11 contains 8830 members Mstep: Class 14 contains 7292 members Mstep: Class 15 contains 4301 members Mstep: Class 16 contains 97592 members Mstep: Class 17 contains 5438 members Mstep: Class 18 contains 16089 members Entering Unmasked Estep ConsiderDeletion Score: -33463736.000000 Penalty: 46709.578125 Iteration 13Q: 16 clusters Score -3.346374e+07 nChanged 7656 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 3047 members Mstep: Class 3 contains 6419 members Mstep: Class 4 contains 2503 members Mstep: Class 5 contains 36723 members Mstep: Class 6 contains 6947 members Mstep: Class 7 contains 12105 members Mstep: Class 8 contains 57638 members Mstep: Class 9 contains 10308 members Mstep: Class 11 contains 8827 members Mstep: Class 14 contains 7213 members Mstep: Class 15 contains 5009 members Mstep: Class 16 contains 99440 members Mstep: Class 17 contains 5575 members Mstep: Class 18 contains 14977 members Entering Unmasked Estep ConsiderDeletion Score: -33470862.000000 Penalty: 46709.578125 Iteration 14Q: 16 clusters Score -3.347086e+07 nChanged 6161 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 2890 members Mstep: Class 3 contains 6310 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 36684 members Mstep: Class 6 contains 6819 members Mstep: Class 7 contains 12378 members Mstep: Class 8 contains 56541 members Mstep: Class 9 contains 10046 members Mstep: Class 11 contains 8820 members Mstep: Class 14 contains 7056 members Mstep: Class 15 contains 5905 members Mstep: Class 16 contains 100468 members Mstep: Class 17 contains 5645 members Mstep: Class 18 contains 14220 members Entering Unmasked Estep ConsiderDeletion Score: -33475712.000000 Penalty: 46709.578125 Iteration 15Q: 16 clusters Score -3.347571e+07 nChanged 4967 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 2791 members Mstep: Class 3 contains 6174 members Mstep: Class 4 contains 2434 members Mstep: Class 5 contains 36616 members Mstep: Class 6 contains 6747 members Mstep: Class 7 contains 12592 members Mstep: Class 8 contains 55826 members Mstep: Class 9 contains 9725 members Mstep: Class 11 contains 8818 members Mstep: Class 14 contains 6884 members Mstep: Class 15 contains 6767 members Mstep: Class 16 contains 101033 members Mstep: Class 17 contains 5710 members Mstep: Class 18 contains 13688 members Entering Unmasked Estep ConsiderDeletion Score: -33478622.000000 Penalty: 46709.578125 Iteration 16Q: 16 clusters Score -3.347862e+07 nChanged 4000 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8343 members Mstep: Class 2 contains 2712 members Mstep: Class 3 contains 5972 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 36538 members Mstep: Class 6 contains 6695 members Mstep: Class 7 contains 12816 members Mstep: Class 8 contains 55425 members Mstep: Class 9 contains 9397 members Mstep: Class 11 contains 8822 members Mstep: Class 14 contains 6751 members Mstep: Class 15 contains 7594 members Mstep: Class 16 contains 101375 members Mstep: Class 17 contains 5718 members Mstep: Class 18 contains 13277 members Entering Unmasked Estep ConsiderDeletion Score: -33480440.000000 Penalty: 46709.578125 Iteration 17Q: 16 clusters Score -3.348044e+07 nChanged 3203 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 2678 members Mstep: Class 3 contains 5770 members Mstep: Class 4 contains 2420 members Mstep: Class 5 contains 36513 members Mstep: Class 6 contains 6659 members Mstep: Class 7 contains 13033 members Mstep: Class 8 contains 55181 members Mstep: Class 9 contains 9044 members Mstep: Class 11 contains 8820 members Mstep: Class 14 contains 6624 members Mstep: Class 15 contains 8296 members Mstep: Class 16 contains 101626 members Mstep: Class 17 contains 5715 members Mstep: Class 18 contains 12955 members Entering Unmasked Estep ConsiderDeletion Score: -33482022.000000 Penalty: 46709.578125 Iteration 18Q: 16 clusters Score -3.348202e+07 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8645 members Mstep: Class 2 contains 2653 members Mstep: Class 3 contains 5584 members Mstep: Class 4 contains 2454 members Mstep: Class 5 contains 36499 members Mstep: Class 6 contains 6635 members Mstep: Class 7 contains 13243 members Mstep: Class 8 contains 55023 members Mstep: Class 9 contains 8734 members Mstep: Class 11 contains 8788 members Mstep: Class 14 contains 6534 members Mstep: Class 15 contains 8910 members Mstep: Class 16 contains 101791 members Mstep: Class 17 contains 5693 members Mstep: Class 18 contains 12664 members Entering Unmasked Estep ConsiderDeletion Score: -33483216.000000 Penalty: 46709.578125 Iteration 19Q: 16 clusters Score -3.348322e+07 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 2624 members Mstep: Class 3 contains 5422 members Mstep: Class 4 contains 2472 members Mstep: Class 5 contains 36453 members Mstep: Class 6 contains 6604 members Mstep: Class 7 contains 13461 members Mstep: Class 8 contains 54928 members Mstep: Class 9 contains 8450 members Mstep: Class 11 contains 8759 members Mstep: Class 14 contains 6500 members Mstep: Class 15 contains 9402 members Mstep: Class 16 contains 101936 members Mstep: Class 17 contains 5669 members Mstep: Class 18 contains 12440 members Entering Unmasked Estep ConsiderDeletion Score: -33486010.000000 Penalty: 46709.578125 Iteration 20F: 16 clusters Score -3.348601e+07 nChanged 2788 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8760 members Mstep: Class 2 contains 2282 members Mstep: Class 3 contains 5272 members Mstep: Class 4 contains 2505 members Mstep: Class 5 contains 36400 members Mstep: Class 6 contains 6583 members Mstep: Class 7 contains 13625 members Mstep: Class 8 contains 54845 members Mstep: Class 9 contains 8057 members Mstep: Class 11 contains 8708 members Mstep: Class 14 contains 6270 members Mstep: Class 15 contains 10687 members Mstep: Class 16 contains 102055 members Mstep: Class 17 contains 5668 members Mstep: Class 18 contains 12133 members Entering Unmasked Estep ConsiderDeletion Score: -33488888.000000 Penalty: 46709.578125 Iteration 21Q: 16 clusters Score -3.348889e+07 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 2096 members Mstep: Class 3 contains 5084 members Mstep: Class 4 contains 2607 members Mstep: Class 5 contains 36359 members Mstep: Class 6 contains 6555 members Mstep: Class 7 contains 13813 members Mstep: Class 8 contains 54869 members Mstep: Class 9 contains 7630 members Mstep: Class 11 contains 8658 members Mstep: Class 14 contains 6133 members Mstep: Class 15 contains 11607 members Mstep: Class 16 contains 102140 members Mstep: Class 17 contains 5629 members Mstep: Class 18 contains 11859 members Entering Unmasked Estep ConsiderDeletion Score: -33491450.000000 Penalty: 46709.578125 Iteration 22Q: 16 clusters Score -3.349145e+07 nChanged 2635 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 2059 members Mstep: Class 3 contains 4874 members Mstep: Class 4 contains 2706 members Mstep: Class 5 contains 36307 members Mstep: Class 6 contains 6554 members Mstep: Class 7 contains 13989 members Mstep: Class 8 contains 54892 members Mstep: Class 9 contains 7237 members Mstep: Class 11 contains 8622 members Mstep: Class 14 contains 6042 members Mstep: Class 15 contains 12262 members Mstep: Class 16 contains 102194 members Mstep: Class 17 contains 5625 members Mstep: Class 18 contains 11623 members Entering Unmasked Estep ConsiderDeletion Score: -33493500.000000 Penalty: 46709.578125 Iteration 23Q: 16 clusters Score -3.34935e+07 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 2134 members Mstep: Class 3 contains 4630 members Mstep: Class 4 contains 2824 members Mstep: Class 5 contains 36285 members Mstep: Class 6 contains 6543 members Mstep: Class 7 contains 14155 members Mstep: Class 8 contains 54919 members Mstep: Class 9 contains 6889 members Mstep: Class 11 contains 8602 members Mstep: Class 14 contains 5957 members Mstep: Class 15 contains 12674 members Mstep: Class 16 contains 102260 members Mstep: Class 17 contains 5631 members Mstep: Class 18 contains 11450 members Entering Unmasked Estep ConsiderDeletion Score: -33494870.000000 Penalty: 46709.578125 Iteration 24Q: 16 clusters Score -3.349487e+07 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8924 members Mstep: Class 2 contains 2286 members Mstep: Class 3 contains 4402 members Mstep: Class 4 contains 2931 members Mstep: Class 5 contains 36250 members Mstep: Class 6 contains 6541 members Mstep: Class 7 contains 14333 members Mstep: Class 8 contains 54936 members Mstep: Class 9 contains 6625 members Mstep: Class 11 contains 8587 members Mstep: Class 14 contains 5901 members Mstep: Class 15 contains 12854 members Mstep: Class 16 contains 102329 members Mstep: Class 17 contains 5617 members Mstep: Class 18 contains 11334 members Entering Unmasked Estep ConsiderDeletion Score: -33495942.000000 Penalty: 46709.578125 Iteration 25Q: 16 clusters Score -3.349594e+07 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 2468 members Mstep: Class 3 contains 4223 members Mstep: Class 4 contains 3026 members Mstep: Class 5 contains 36183 members Mstep: Class 6 contains 6534 members Mstep: Class 7 contains 14455 members Mstep: Class 8 contains 54951 members Mstep: Class 9 contains 6424 members Mstep: Class 11 contains 8574 members Mstep: Class 14 contains 5877 members Mstep: Class 15 contains 12905 members Mstep: Class 16 contains 102400 members Mstep: Class 17 contains 5612 members Mstep: Class 18 contains 11263 members Entering Unmasked Estep ConsiderDeletion Score: -33496444.000000 Penalty: 46709.578125 Iteration 26Q: 16 clusters Score -3.349644e+07 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8975 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4055 members Mstep: Class 4 contains 3083 members Mstep: Class 5 contains 36127 members Mstep: Class 6 contains 6512 members Mstep: Class 7 contains 14565 members Mstep: Class 8 contains 54963 members Mstep: Class 9 contains 6250 members Mstep: Class 11 contains 8564 members Mstep: Class 14 contains 5867 members Mstep: Class 15 contains 12951 members Mstep: Class 16 contains 102468 members Mstep: Class 17 contains 5623 members Mstep: Class 18 contains 11211 members Entering Unmasked Estep ConsiderDeletion Score: -33496760.000000 Penalty: 46709.578125 Iteration 27Q: 16 clusters Score -3.349676e+07 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 2788 members Mstep: Class 3 contains 3937 members Mstep: Class 4 contains 3144 members Mstep: Class 5 contains 36065 members Mstep: Class 6 contains 6492 members Mstep: Class 7 contains 14667 members Mstep: Class 8 contains 54966 members Mstep: Class 9 contains 6125 members Mstep: Class 11 contains 8541 members Mstep: Class 14 contains 5860 members Mstep: Class 15 contains 12962 members Mstep: Class 16 contains 102510 members Mstep: Class 17 contains 5627 members Mstep: Class 18 contains 11180 members Entering Unmasked Estep ConsiderDeletion Score: -33497130.000000 Penalty: 46709.578125 Iteration 28Q: 16 clusters Score -3.349713e+07 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 2896 members Mstep: Class 3 contains 3836 members Mstep: Class 4 contains 3204 members Mstep: Class 5 contains 36012 members Mstep: Class 6 contains 6468 members Mstep: Class 7 contains 14742 members Mstep: Class 8 contains 54964 members Mstep: Class 9 contains 6027 members Mstep: Class 11 contains 8523 members Mstep: Class 14 contains 5856 members Mstep: Class 15 contains 12973 members Mstep: Class 16 contains 102575 members Mstep: Class 17 contains 5632 members Mstep: Class 18 contains 11148 members Entering Unmasked Estep ConsiderDeletion Score: -33497286.000000 Penalty: 46709.578125 Iteration 29Q: 16 clusters Score -3.349729e+07 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9007 members Mstep: Class 2 contains 2975 members Mstep: Class 3 contains 3771 members Mstep: Class 4 contains 3238 members Mstep: Class 5 contains 35944 members Mstep: Class 6 contains 6469 members Mstep: Class 7 contains 14810 members Mstep: Class 8 contains 54949 members Mstep: Class 9 contains 5937 members Mstep: Class 11 contains 8506 members Mstep: Class 14 contains 5862 members Mstep: Class 15 contains 12993 members Mstep: Class 16 contains 102617 members Mstep: Class 17 contains 5648 members Mstep: Class 18 contains 11124 members Entering Unmasked Estep ConsiderDeletion Score: -33497358.000000 Penalty: 46709.578125 Iteration 30Q: 16 clusters Score -3.349736e+07 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9013 members Mstep: Class 2 contains 3038 members Mstep: Class 3 contains 3706 members Mstep: Class 4 contains 3270 members Mstep: Class 5 contains 35892 members Mstep: Class 6 contains 6488 members Mstep: Class 7 contains 14866 members Mstep: Class 8 contains 54944 members Mstep: Class 9 contains 5852 members Mstep: Class 11 contains 8488 members Mstep: Class 14 contains 5866 members Mstep: Class 15 contains 13013 members Mstep: Class 16 contains 102662 members Mstep: Class 17 contains 5657 members Mstep: Class 18 contains 11095 members Entering Unmasked Estep ConsiderDeletion Score: -33497514.000000 Penalty: 46709.578125 Iteration 31Q: 16 clusters Score -3.349751e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 3099 members Mstep: Class 3 contains 3643 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 35857 members Mstep: Class 6 contains 6504 members Mstep: Class 7 contains 14920 members Mstep: Class 8 contains 54938 members Mstep: Class 9 contains 5776 members Mstep: Class 11 contains 8481 members Mstep: Class 14 contains 5861 members Mstep: Class 15 contains 13015 members Mstep: Class 16 contains 102702 members Mstep: Class 17 contains 5670 members Mstep: Class 18 contains 11069 members Entering Unmasked Estep ConsiderDeletion Score: -33497616.000000 Penalty: 46709.578125 Iteration 32Q: 16 clusters Score -3.349762e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9021 members Mstep: Class 2 contains 3153 members Mstep: Class 3 contains 3598 members Mstep: Class 4 contains 3317 members Mstep: Class 5 contains 35793 members Mstep: Class 6 contains 6522 members Mstep: Class 7 contains 14972 members Mstep: Class 8 contains 54929 members Mstep: Class 9 contains 5711 members Mstep: Class 11 contains 8476 members Mstep: Class 14 contains 5865 members Mstep: Class 15 contains 13031 members Mstep: Class 16 contains 102727 members Mstep: Class 17 contains 5688 members Mstep: Class 18 contains 11047 members Entering Unmasked Estep ConsiderDeletion Score: -33497738.000000 Penalty: 46709.578125 Iteration 33Q: 16 clusters Score -3.349774e+07 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 3202 members Mstep: Class 3 contains 3557 members Mstep: Class 4 contains 3343 members Mstep: Class 5 contains 35721 members Mstep: Class 6 contains 6542 members Mstep: Class 7 contains 15026 members Mstep: Class 8 contains 54915 members Mstep: Class 9 contains 5648 members Mstep: Class 11 contains 8464 members Mstep: Class 14 contains 5867 members Mstep: Class 15 contains 13043 members Mstep: Class 16 contains 102748 members Mstep: Class 17 contains 5712 members Mstep: Class 18 contains 11032 members Entering Unmasked Estep ConsiderDeletion Score: -33497798.000000 Penalty: 46709.578125 Iteration 34Q: 16 clusters Score -3.34978e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 3245 members Mstep: Class 3 contains 3527 members Mstep: Class 4 contains 3362 members Mstep: Class 5 contains 35665 members Mstep: Class 6 contains 6560 members Mstep: Class 7 contains 15073 members Mstep: Class 8 contains 54914 members Mstep: Class 9 contains 5588 members Mstep: Class 11 contains 8456 members Mstep: Class 14 contains 5864 members Mstep: Class 15 contains 13043 members Mstep: Class 16 contains 102778 members Mstep: Class 17 contains 5720 members Mstep: Class 18 contains 11019 members Entering Unmasked Estep ConsiderDeletion Score: -33497846.000000 Penalty: 46709.578125 Iteration 35Q: 16 clusters Score -3.349785e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 3296 members Mstep: Class 3 contains 3476 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 35614 members Mstep: Class 6 contains 6581 members Mstep: Class 7 contains 15104 members Mstep: Class 8 contains 54907 members Mstep: Class 9 contains 5529 members Mstep: Class 11 contains 8438 members Mstep: Class 14 contains 5860 members Mstep: Class 15 contains 13052 members Mstep: Class 16 contains 102840 members Mstep: Class 17 contains 5720 members Mstep: Class 18 contains 11007 members Entering Unmasked Estep ConsiderDeletion Score: -33497912.000000 Penalty: 46709.578125 Iteration 36Q: 16 clusters Score -3.349791e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 3341 members Mstep: Class 3 contains 3436 members Mstep: Class 4 contains 3408 members Mstep: Class 5 contains 35576 members Mstep: Class 6 contains 6602 members Mstep: Class 7 contains 15123 members Mstep: Class 8 contains 54900 members Mstep: Class 9 contains 5486 members Mstep: Class 11 contains 8426 members Mstep: Class 14 contains 5859 members Mstep: Class 15 contains 13053 members Mstep: Class 16 contains 102873 members Mstep: Class 17 contains 5722 members Mstep: Class 18 contains 10991 members Entering Unmasked Estep ConsiderDeletion Score: -33498002.000000 Penalty: 46709.578125 Iteration 37Q: 16 clusters Score -3.3498e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 3388 members Mstep: Class 3 contains 3399 members Mstep: Class 4 contains 3420 members Mstep: Class 5 contains 35551 members Mstep: Class 6 contains 6624 members Mstep: Class 7 contains 15154 members Mstep: Class 8 contains 54893 members Mstep: Class 9 contains 5444 members Mstep: Class 11 contains 8412 members Mstep: Class 14 contains 5855 members Mstep: Class 15 contains 13056 members Mstep: Class 16 contains 102892 members Mstep: Class 17 contains 5725 members Mstep: Class 18 contains 10980 members Entering Unmasked Estep ConsiderDeletion Score: -33498122.000000 Penalty: 46709.578125 Iteration 38Q: 16 clusters Score -3.349812e+07 nChanged 288 Entering ConstructFrom: Score: -33498122.000000 Penalty: 46709.578125 Entering ConstructFrom: Trying to split cluster 1 (9062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9062 members Entering Unmasked Estep Score: -1078004.875000 Penalty: 2259.737549 Iteration 0F: 2 clusters Score -1078005 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1070919.625000 Penalty: 4519.475098 Iteration 0F: 3 clusters Score -1070920 nChanged 3744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1072921.750000 Penalty: 4519.475098 Iteration 1F: 3 clusters Score -1072922 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -1073310.625000 Penalty: 4519.475098 Iteration 2F: 3 clusters Score -1073311 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1073737.625000 Penalty: 4519.475098 Iteration 3F: 3 clusters Score -1073738 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1074263.750000 Penalty: 4519.475098 Iteration 4F: 3 clusters Score -1074264 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1074824.750000 Penalty: 4519.475098 Iteration 5F: 3 clusters Score -1074825 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -1075390.750000 Penalty: 4519.475098 Iteration 6F: 3 clusters Score -1075391 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1075859.250000 Penalty: 4519.475098 Iteration 7F: 3 clusters Score -1075859 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -1076200.125000 Penalty: 4519.475098 Iteration 8F: 3 clusters Score -1076200 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1076411.250000 Penalty: 4519.475098 Iteration 9Q: 3 clusters Score -1076411 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1076546.750000 Penalty: 4519.475098 Iteration 10Q: 3 clusters Score -1076547 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1076633.500000 Penalty: 4519.475098 Iteration 11Q: 3 clusters Score -1076634 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1076679.875000 Penalty: 4519.475098 Iteration 12Q: 3 clusters Score -1076680 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1076704.250000 Penalty: 4519.475098 Iteration 13Q: 3 clusters Score -1076704 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1076715.500000 Penalty: 4519.475098 Iteration 14Q: 3 clusters Score -1076716 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1076723.000000 Penalty: 4519.475098 Iteration 15Q: 3 clusters Score -1076723 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1076731.875000 Penalty: 4519.475098 Iteration 16Q: 3 clusters Score -1076732 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1076735.375000 Penalty: 4519.475098 Iteration 17Q: 3 clusters Score -1076735 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1076738.625000 Penalty: 4519.475098 Iteration 18Q: 3 clusters Score -1076739 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1076741.750000 Penalty: 4519.475098 Iteration 19Q: 3 clusters Score -1076742 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1076743.625000 Penalty: 4519.475098 Iteration 20F: 3 clusters Score -1076744 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1076749.500000 Penalty: 4519.475098 Iteration 21Q: 3 clusters Score -1076750 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -1076750.875000 Penalty: 4519.475098 Iteration 22Q: 3 clusters Score -1076751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -1076751.000000 Penalty: 4519.475098 Iteration 23Q: 3 clusters Score -1076751 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1076752.500000 Penalty: 4519.475098 Iteration 24Q: 3 clusters Score -1076752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -1076752.625000 Penalty: 4519.475098 Iteration 25Q: 3 clusters Score -1076753 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1076752.875000 Penalty: 4519.475098 Iteration 26Q: 3 clusters Score -1076753 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1076753.250000 Penalty: 4519.475098 Iteration 27Q: 3 clusters Score -1076753 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1076753.250000 Penalty: 4519.475098 Iteration 28F: 3 clusters Score -1076753 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Entering Unmasked Estep Score: -389193.781250 Penalty: 2018.146729 Iteration 0F: 2 clusters Score -389193.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -385933.187500 Penalty: 4036.293457 Iteration 0F: 3 clusters Score -385933.2 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -387658.250000 Penalty: 4036.293457 Iteration 1F: 3 clusters Score -387658.2 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -389069.062500 Penalty: 4036.293457 Iteration 2F: 3 clusters Score -389069.1 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -389875.000000 Penalty: 4036.293457 Iteration 3F: 3 clusters Score -389875 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -390100.375000 Penalty: 4036.293457 Iteration 4F: 3 clusters Score -390100.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -390163.562500 Penalty: 4036.293457 Iteration 5Q: 3 clusters Score -390163.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -390187.187500 Penalty: 4036.293457 Iteration 6Q: 3 clusters Score -390187.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -390195.500000 Penalty: 4036.293457 Iteration 7Q: 3 clusters Score -390195.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -390199.625000 Penalty: 4036.293457 Iteration 8Q: 3 clusters Score -390199.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -390202.031250 Penalty: 4036.293457 Iteration 9Q: 3 clusters Score -390202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -390204.375000 Penalty: 4036.293457 Iteration 10Q: 3 clusters Score -390204.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -390206.687500 Penalty: 4036.293457 Iteration 11Q: 3 clusters Score -390206.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -390206.687500 Penalty: 4036.293457 Iteration 12F: 3 clusters Score -390206.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 2826 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 3430 members Mstep: Class 5 contains 35530 members Mstep: Class 6 contains 6644 members Mstep: Class 7 contains 15183 members Mstep: Class 8 contains 54889 members Mstep: Class 9 contains 5408 members Mstep: Class 10 contains 595 members Mstep: Class 11 contains 8403 members Mstep: Class 14 contains 5852 members Mstep: Class 15 contains 13057 members Mstep: Class 16 contains 102902 members Mstep: Class 17 contains 5736 members Mstep: Class 18 contains 10972 members Entering Unmasked Estep Score: -33498112.000000 Penalty: 49823.550781 Splitting cluster 2 changes total score from -33498122.000000 to -33498112.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (3361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Entering Unmasked Estep Score: -394674.875000 Penalty: 2013.758545 Iteration 0F: 2 clusters Score -394674.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -391178.406250 Penalty: 4027.517090 Iteration 0F: 3 clusters Score -391178.4 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -391935.125000 Penalty: 4027.517090 Iteration 1F: 3 clusters Score -391935.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -392112.687500 Penalty: 4027.517090 Iteration 2F: 3 clusters Score -392112.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -392222.625000 Penalty: 4027.517090 Iteration 3Q: 3 clusters Score -392222.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -392314.750000 Penalty: 4027.517090 Iteration 4Q: 3 clusters Score -392314.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -392392.000000 Penalty: 4027.517090 Iteration 5Q: 3 clusters Score -392392 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -392460.093750 Penalty: 4027.517090 Iteration 6Q: 3 clusters Score -392460.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -392530.406250 Penalty: 4027.517090 Iteration 7Q: 3 clusters Score -392530.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -392600.843750 Penalty: 4027.517090 Iteration 8Q: 3 clusters Score -392600.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -392684.843750 Penalty: 4027.517090 Iteration 9Q: 3 clusters Score -392684.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -392766.093750 Penalty: 4027.517090 Iteration 10Q: 3 clusters Score -392766.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -392832.281250 Penalty: 4027.517090 Iteration 11Q: 3 clusters Score -392832.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -392886.625000 Penalty: 4027.517090 Iteration 12Q: 3 clusters Score -392886.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -392914.593750 Penalty: 4027.517090 Iteration 13Q: 3 clusters Score -392914.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -392935.375000 Penalty: 4027.517090 Iteration 14Q: 3 clusters Score -392935.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -392960.093750 Penalty: 4027.517090 Iteration 15Q: 3 clusters Score -392960.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -392982.656250 Penalty: 4027.517090 Iteration 16Q: 3 clusters Score -392982.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -393005.093750 Penalty: 4027.517090 Iteration 17Q: 3 clusters Score -393005.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -393022.031250 Penalty: 4027.517090 Iteration 18Q: 3 clusters Score -393022 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -393032.750000 Penalty: 4027.517090 Iteration 19Q: 3 clusters Score -393032.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -393043.312500 Penalty: 4027.517090 Iteration 20F: 3 clusters Score -393043.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -393057.750000 Penalty: 4027.517090 Iteration 21Q: 3 clusters Score -393057.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -393070.000000 Penalty: 4027.517090 Iteration 22Q: 3 clusters Score -393070 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -393078.562500 Penalty: 4027.517090 Iteration 23Q: 3 clusters Score -393078.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -393085.687500 Penalty: 4027.517090 Iteration 24Q: 3 clusters Score -393085.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -393095.281250 Penalty: 4027.517090 Iteration 25Q: 3 clusters Score -393095.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -393105.468750 Penalty: 4027.517090 Iteration 26Q: 3 clusters Score -393105.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -393112.562500 Penalty: 4027.517090 Iteration 27Q: 3 clusters Score -393112.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -393118.937500 Penalty: 4027.517090 Iteration 28Q: 3 clusters Score -393118.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -393122.500000 Penalty: 4027.517090 Iteration 29Q: 3 clusters Score -393122.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -393125.843750 Penalty: 4027.517090 Iteration 30Q: 3 clusters Score -393125.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -393129.593750 Penalty: 4027.517090 Iteration 31Q: 3 clusters Score -393129.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -393134.093750 Penalty: 4027.517090 Iteration 32Q: 3 clusters Score -393134.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -393135.031250 Penalty: 4027.517090 Iteration 33Q: 3 clusters Score -393135 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -393135.031250 Penalty: 4027.517090 Iteration 34F: 3 clusters Score -393135 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Entering Unmasked Estep Score: -404540.843750 Penalty: 2018.798340 Iteration 0F: 2 clusters Score -404540.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -401017.437500 Penalty: 4037.596680 Iteration 0F: 3 clusters Score -401017.4 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -401743.343750 Penalty: 4037.596680 Iteration 1F: 3 clusters Score -401743.3 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -401923.468750 Penalty: 4037.596680 Iteration 2F: 3 clusters Score -401923.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -402024.031250 Penalty: 4037.596680 Iteration 3Q: 3 clusters Score -402024 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -402085.656250 Penalty: 4037.596680 Iteration 4Q: 3 clusters Score -402085.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -402132.562500 Penalty: 4037.596680 Iteration 5Q: 3 clusters Score -402132.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -402162.062500 Penalty: 4037.596680 Iteration 6Q: 3 clusters Score -402162.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -402188.500000 Penalty: 4037.596680 Iteration 7Q: 3 clusters Score -402188.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -402209.187500 Penalty: 4037.596680 Iteration 8Q: 3 clusters Score -402209.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -402226.187500 Penalty: 4037.596680 Iteration 9Q: 3 clusters Score -402226.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -402244.406250 Penalty: 4037.596680 Iteration 10Q: 3 clusters Score -402244.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -402262.312500 Penalty: 4037.596680 Iteration 11Q: 3 clusters Score -402262.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -402275.656250 Penalty: 4037.596680 Iteration 12Q: 3 clusters Score -402275.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -402283.718750 Penalty: 4037.596680 Iteration 13Q: 3 clusters Score -402283.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -402296.937500 Penalty: 4037.596680 Iteration 14Q: 3 clusters Score -402296.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -402310.406250 Penalty: 4037.596680 Iteration 15Q: 3 clusters Score -402310.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -402322.468750 Penalty: 4037.596680 Iteration 16Q: 3 clusters Score -402322.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -402330.500000 Penalty: 4037.596680 Iteration 17Q: 3 clusters Score -402330.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -402338.812500 Penalty: 4037.596680 Iteration 18Q: 3 clusters Score -402338.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -402347.906250 Penalty: 4037.596680 Iteration 19Q: 3 clusters Score -402347.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -402358.625000 Penalty: 4037.596680 Iteration 20F: 3 clusters Score -402358.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -402369.375000 Penalty: 4037.596680 Iteration 21Q: 3 clusters Score -402369.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -402378.937500 Penalty: 4037.596680 Iteration 22Q: 3 clusters Score -402378.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -402386.718750 Penalty: 4037.596680 Iteration 23Q: 3 clusters Score -402386.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -402396.593750 Penalty: 4037.596680 Iteration 24Q: 3 clusters Score -402396.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -402405.250000 Penalty: 4037.596680 Iteration 25Q: 3 clusters Score -402405.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -402413.468750 Penalty: 4037.596680 Iteration 26Q: 3 clusters Score -402413.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -402422.250000 Penalty: 4037.596680 Iteration 27Q: 3 clusters Score -402422.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -402429.406250 Penalty: 4037.596680 Iteration 28Q: 3 clusters Score -402429.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -402433.156250 Penalty: 4037.596680 Iteration 29Q: 3 clusters Score -402433.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -402435.375000 Penalty: 4037.596680 Iteration 30Q: 3 clusters Score -402435.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -402438.000000 Penalty: 4037.596680 Iteration 31Q: 3 clusters Score -402438 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -402440.968750 Penalty: 4037.596680 Iteration 32Q: 3 clusters Score -402441 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -402447.000000 Penalty: 4037.596680 Iteration 33Q: 3 clusters Score -402447 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -402452.656250 Penalty: 4037.596680 Iteration 34Q: 3 clusters Score -402452.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -402455.406250 Penalty: 4037.596680 Iteration 35Q: 3 clusters Score -402455.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -402458.375000 Penalty: 4037.596680 Iteration 36Q: 3 clusters Score -402458.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -402463.656250 Penalty: 4037.596680 Iteration 37Q: 3 clusters Score -402463.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -402467.812500 Penalty: 4037.596680 Iteration 38Q: 3 clusters Score -402467.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -402472.062500 Penalty: 4037.596680 Iteration 39Q: 3 clusters Score -402472.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -402477.312500 Penalty: 4037.596680 Iteration 40F: 3 clusters Score -402477.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -402483.531250 Penalty: 4037.596680 Iteration 41Q: 3 clusters Score -402483.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -402488.437500 Penalty: 4037.596680 Iteration 42Q: 3 clusters Score -402488.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -402490.468750 Penalty: 4037.596680 Iteration 43Q: 3 clusters Score -402490.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -402496.281250 Penalty: 4037.596680 Iteration 44Q: 3 clusters Score -402496.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -402498.218750 Penalty: 4037.596680 Iteration 45Q: 3 clusters Score -402498.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -402501.125000 Penalty: 4037.596680 Iteration 46Q: 3 clusters Score -402501.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -402502.812500 Penalty: 4037.596680 Iteration 47Q: 3 clusters Score -402502.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -402505.031250 Penalty: 4037.596680 Iteration 48Q: 3 clusters Score -402505 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -402505.437500 Penalty: 4037.596680 Iteration 49Q: 3 clusters Score -402505.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -402505.937500 Penalty: 4037.596680 Iteration 50Q: 3 clusters Score -402505.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -402508.312500 Penalty: 4037.596680 Iteration 51Q: 3 clusters Score -402508.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -402509.375000 Penalty: 4037.596680 Iteration 52Q: 3 clusters Score -402509.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -402510.718750 Penalty: 4037.596680 Iteration 53Q: 3 clusters Score -402510.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -402511.656250 Penalty: 4037.596680 Iteration 54Q: 3 clusters Score -402511.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -402511.656250 Penalty: 4037.596680 Iteration 55F: 3 clusters Score -402511.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (35530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35530 members Entering Unmasked Estep Score: -4295175.000000 Penalty: 2598.576904 Iteration 0F: 2 clusters Score -4295175 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17720 members Mstep: Class 2 contains 17810 members Entering Unmasked Estep Score: -4271123.000000 Penalty: 5197.153809 Iteration 0F: 3 clusters Score -4271123 nChanged 16098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17146 members Mstep: Class 2 contains 18384 members Entering Unmasked Estep Score: -4280129.000000 Penalty: 5197.153809 Iteration 1F: 3 clusters Score -4280129 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16785 members Mstep: Class 2 contains 18745 members Entering Unmasked Estep Score: -4281134.500000 Penalty: 5197.153809 Iteration 2F: 3 clusters Score -4281134 nChanged 2186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 19201 members Entering Unmasked Estep Score: -4282667.500000 Penalty: 5197.153809 Iteration 3F: 3 clusters Score -4282668 nChanged 2515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15528 members Mstep: Class 2 contains 20002 members Entering Unmasked Estep Score: -4284755.000000 Penalty: 5197.153809 Iteration 4F: 3 clusters Score -4284755 nChanged 2828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 21106 members Entering Unmasked Estep Score: -4287334.000000 Penalty: 5197.153809 Iteration 5F: 3 clusters Score -4287334 nChanged 2856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13186 members Mstep: Class 2 contains 22344 members Entering Unmasked Estep Score: -4290188.000000 Penalty: 5197.153809 Iteration 6F: 3 clusters Score -4290188 nChanged 2490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 23362 members Entering Unmasked Estep Score: -4292954.000000 Penalty: 5197.153809 Iteration 7F: 3 clusters Score -4292954 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11567 members Mstep: Class 2 contains 23963 members Entering Unmasked Estep Score: -4295295.000000 Penalty: 5197.153809 Iteration 8F: 3 clusters Score -4295295 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 24253 members Entering Unmasked Estep Score: -4296674.000000 Penalty: 5197.153809 Iteration 9Q: 3 clusters Score -4296674 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11190 members Mstep: Class 2 contains 24340 members Entering Unmasked Estep Score: -4297287.000000 Penalty: 5197.153809 Iteration 10Q: 3 clusters Score -4297287 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 24391 members Entering Unmasked Estep Score: -4297473.000000 Penalty: 5197.153809 Iteration 11Q: 3 clusters Score -4297473 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 24415 members Entering Unmasked Estep Score: -4297519.500000 Penalty: 5197.153809 Iteration 12Q: 3 clusters Score -4297520 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 24437 members Entering Unmasked Estep Score: -4297538.500000 Penalty: 5197.153809 Iteration 13Q: 3 clusters Score -4297538 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 24447 members Entering Unmasked Estep Score: -4297551.500000 Penalty: 5197.153809 Iteration 14Q: 3 clusters Score -4297552 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11079 members Mstep: Class 2 contains 24451 members Entering Unmasked Estep Score: -4297559.500000 Penalty: 5197.153809 Iteration 15Q: 3 clusters Score -4297560 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 24454 members Entering Unmasked Estep Score: -4297562.500000 Penalty: 5197.153809 Iteration 16Q: 3 clusters Score -4297562 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 24456 members Entering Unmasked Estep Score: -4297567.000000 Penalty: 5197.153809 Iteration 17Q: 3 clusters Score -4297567 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11073 members Mstep: Class 2 contains 24457 members Entering Unmasked Estep Score: -4297568.500000 Penalty: 5197.153809 Iteration 18Q: 3 clusters Score -4297568 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11072 members Mstep: Class 2 contains 24458 members Entering Unmasked Estep Score: -4297574.000000 Penalty: 5197.153809 Iteration 19Q: 3 clusters Score -4297574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 24460 members Entering Unmasked Estep Score: -4297574.500000 Penalty: 5197.153809 Iteration 20F: 3 clusters Score -4297574 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11067 members Mstep: Class 2 contains 24463 members Entering Unmasked Estep Score: -4297576.500000 Penalty: 5197.153809 Iteration 21Q: 3 clusters Score -4297576 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 24468 members Entering Unmasked Estep Score: -4297580.500000 Penalty: 5197.153809 Iteration 22Q: 3 clusters Score -4297580 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Mstep: Class 2 contains 24473 members Entering Unmasked Estep Score: -4297579.500000 Penalty: 5197.153809 Iteration 23Q: 3 clusters Score -4297580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11055 members Mstep: Class 2 contains 24475 members Entering Unmasked Estep Score: -4297579.500000 Penalty: 5197.153809 Iteration 24Q: 3 clusters Score -4297580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 24476 members Entering Unmasked Estep Score: -4297577.500000 Penalty: 5197.153809 Iteration 25Q: 3 clusters Score -4297578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11053 members Mstep: Class 2 contains 24477 members Entering Unmasked Estep Score: -4297579.000000 Penalty: 5197.153809 Iteration 26Q: 3 clusters Score -4297579 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11052 members Mstep: Class 2 contains 24478 members Entering Unmasked Estep Score: -4297576.500000 Penalty: 5197.153809 Iteration 27Q: 3 clusters Score -4297576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11051 members Mstep: Class 2 contains 24479 members Entering Unmasked Estep Score: -4297581.000000 Penalty: 5197.153809 Iteration 28Q: 3 clusters Score -4297581 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11051 members Mstep: Class 2 contains 24479 members Entering Unmasked Estep Score: -4297581.000000 Penalty: 5197.153809 Iteration 29F: 3 clusters Score -4297581 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 3421 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 3430 members Mstep: Class 5 contains 11051 members Mstep: Class 6 contains 6644 members Mstep: Class 7 contains 15183 members Mstep: Class 8 contains 54889 members Mstep: Class 9 contains 5408 members Mstep: Class 10 contains 24479 members Mstep: Class 11 contains 8403 members Mstep: Class 14 contains 5852 members Mstep: Class 15 contains 13057 members Mstep: Class 16 contains 102902 members Mstep: Class 17 contains 5736 members Mstep: Class 18 contains 10972 members Entering Unmasked Estep Score: -33499932.000000 Penalty: 49823.550781 Splitting cluster 5 changes total score from -33498122.000000 to -33499932.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 6 (6644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Entering Unmasked Estep Score: -802482.437500 Penalty: 2182.764404 Iteration 0F: 2 clusters Score -802482.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -796887.437500 Penalty: 4365.528809 Iteration 0F: 3 clusters Score -796887.4 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -798365.937500 Penalty: 4365.528809 Iteration 1F: 3 clusters Score -798365.9 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -798636.687500 Penalty: 4365.528809 Iteration 2F: 3 clusters Score -798636.7 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -798850.062500 Penalty: 4365.528809 Iteration 3F: 3 clusters Score -798850.1 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -799058.625000 Penalty: 4365.528809 Iteration 4Q: 3 clusters Score -799058.6 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -799277.687500 Penalty: 4365.528809 Iteration 5Q: 3 clusters Score -799277.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -799548.750000 Penalty: 4365.528809 Iteration 6Q: 3 clusters Score -799548.8 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -799825.937500 Penalty: 4365.528809 Iteration 7Q: 3 clusters Score -799825.9 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -800073.437500 Penalty: 4365.528809 Iteration 8Q: 3 clusters Score -800073.4 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -800294.187500 Penalty: 4365.528809 Iteration 9Q: 3 clusters Score -800294.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -800495.250000 Penalty: 4365.528809 Iteration 10Q: 3 clusters Score -800495.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -800674.312500 Penalty: 4365.528809 Iteration 11Q: 3 clusters Score -800674.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -800812.750000 Penalty: 4365.528809 Iteration 12Q: 3 clusters Score -800812.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -800922.875000 Penalty: 4365.528809 Iteration 13Q: 3 clusters Score -800922.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -800997.625000 Penalty: 4365.528809 Iteration 14Q: 3 clusters Score -800997.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -801056.375000 Penalty: 4365.528809 Iteration 15Q: 3 clusters Score -801056.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -801108.250000 Penalty: 4365.528809 Iteration 16Q: 3 clusters Score -801108.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -801151.000000 Penalty: 4365.528809 Iteration 17Q: 3 clusters Score -801151 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -801191.312500 Penalty: 4365.528809 Iteration 18Q: 3 clusters Score -801191.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -801218.000000 Penalty: 4365.528809 Iteration 19Q: 3 clusters Score -801218 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -801243.750000 Penalty: 4365.528809 Iteration 20F: 3 clusters Score -801243.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -801262.937500 Penalty: 4365.528809 Iteration 21Q: 3 clusters Score -801262.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -801276.562500 Penalty: 4365.528809 Iteration 22Q: 3 clusters Score -801276.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -801286.500000 Penalty: 4365.528809 Iteration 23Q: 3 clusters Score -801286.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -801288.500000 Penalty: 4365.528809 Iteration 24Q: 3 clusters Score -801288.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -801293.062500 Penalty: 4365.528809 Iteration 25Q: 3 clusters Score -801293.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -801294.750000 Penalty: 4365.528809 Iteration 26Q: 3 clusters Score -801294.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -801293.750000 Penalty: 4365.528809 Iteration 27Q: 3 clusters Score -801293.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -801295.750000 Penalty: 4365.528809 Iteration 28Q: 3 clusters Score -801295.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -801295.812500 Penalty: 4365.528809 Iteration 29Q: 3 clusters Score -801295.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -801296.562500 Penalty: 4365.528809 Iteration 30Q: 3 clusters Score -801296.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -801296.687500 Penalty: 4365.528809 Iteration 31Q: 3 clusters Score -801296.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -801296.687500 Penalty: 4365.528809 Iteration 32F: 3 clusters Score -801296.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (15183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15183 members Entering Unmasked Estep Score: -1820463.000000 Penalty: 2387.727051 Iteration 0F: 2 clusters Score -1820463 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -1809545.750000 Penalty: 4775.454102 Iteration 0F: 3 clusters Score -1809546 nChanged 6516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -1812985.500000 Penalty: 4775.454102 Iteration 1F: 3 clusters Score -1812986 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7498 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -1813373.125000 Penalty: 4775.454102 Iteration 2F: 3 clusters Score -1813373 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -1813726.750000 Penalty: 4775.454102 Iteration 3F: 3 clusters Score -1813727 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -1814033.375000 Penalty: 4775.454102 Iteration 4Q: 3 clusters Score -1814033 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -1814303.250000 Penalty: 4775.454102 Iteration 5Q: 3 clusters Score -1814303 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7708 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -1814526.750000 Penalty: 4775.454102 Iteration 6Q: 3 clusters Score -1814527 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -1814791.375000 Penalty: 4775.454102 Iteration 7Q: 3 clusters Score -1814791 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -1815112.250000 Penalty: 4775.454102 Iteration 8Q: 3 clusters Score -1815112 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -1815491.875000 Penalty: 4775.454102 Iteration 9Q: 3 clusters Score -1815492 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -1815912.000000 Penalty: 4775.454102 Iteration 10Q: 3 clusters Score -1815912 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -1816410.750000 Penalty: 4775.454102 Iteration 11Q: 3 clusters Score -1816411 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -1816949.375000 Penalty: 4775.454102 Iteration 12Q: 3 clusters Score -1816949 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -1817391.500000 Penalty: 4775.454102 Iteration 13Q: 3 clusters Score -1817392 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -1817759.125000 Penalty: 4775.454102 Iteration 14Q: 3 clusters Score -1817759 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9796 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1818071.250000 Penalty: 4775.454102 Iteration 15Q: 3 clusters Score -1818071 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10149 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1818426.625000 Penalty: 4775.454102 Iteration 16Q: 3 clusters Score -1818427 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1818829.250000 Penalty: 4775.454102 Iteration 17Q: 3 clusters Score -1818829 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -1819263.500000 Penalty: 4775.454102 Iteration 18Q: 3 clusters Score -1819264 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1819667.375000 Penalty: 4775.454102 Iteration 19Q: 3 clusters Score -1819667 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -1820032.875000 Penalty: 4775.454102 Iteration 20F: 3 clusters Score -1820033 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11593 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1820299.125000 Penalty: 4775.454102 Iteration 21Q: 3 clusters Score -1820299 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1820499.000000 Penalty: 4775.454102 Iteration 22Q: 3 clusters Score -1820499 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -1820619.125000 Penalty: 4775.454102 Iteration 23Q: 3 clusters Score -1820619 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11863 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -1820680.125000 Penalty: 4775.454102 Iteration 24Q: 3 clusters Score -1820680 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1820703.000000 Penalty: 4775.454102 Iteration 25Q: 3 clusters Score -1820703 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11918 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -1820715.250000 Penalty: 4775.454102 Iteration 26Q: 3 clusters Score -1820715 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1820717.875000 Penalty: 4775.454102 Iteration 27Q: 3 clusters Score -1820718 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11935 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1820715.000000 Penalty: 4775.454102 Iteration 28Q: 3 clusters Score -1820715 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1820717.500000 Penalty: 4775.454102 Iteration 29Q: 3 clusters Score -1820718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11941 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -1820715.000000 Penalty: 4775.454102 Iteration 30Q: 3 clusters Score -1820715 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1820714.875000 Penalty: 4775.454102 Iteration 31Q: 3 clusters Score -1820715 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -1820717.125000 Penalty: 4775.454102 Iteration 32Q: 3 clusters Score -1820717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11945 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1820716.625000 Penalty: 4775.454102 Iteration 33Q: 3 clusters Score -1820717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1820715.250000 Penalty: 4775.454102 Iteration 34Q: 3 clusters Score -1820715 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1820715.250000 Penalty: 4775.454102 Iteration 35F: 3 clusters Score -1820715 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 3421 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 3430 members Mstep: Class 5 contains 11051 members Mstep: Class 6 contains 6644 members Mstep: Class 7 contains 11944 members Mstep: Class 8 contains 54889 members Mstep: Class 9 contains 5408 members Mstep: Class 10 contains 24479 members Mstep: Class 11 contains 8403 members Mstep: Class 12 contains 3239 members Mstep: Class 14 contains 5852 members Mstep: Class 15 contains 13057 members Mstep: Class 16 contains 102902 members Mstep: Class 17 contains 5736 members Mstep: Class 18 contains 10972 members Entering Unmasked Estep Score: -33499478.000000 Penalty: 52937.523438 Splitting cluster 7 changes total score from -33498122.000000 to -33499478.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 8 (54889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54889 members Entering Unmasked Estep Score: -6671523.500000 Penalty: 2706.440918 Iteration 0F: 2 clusters Score -6671524 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27368 members Mstep: Class 2 contains 27521 members Entering Unmasked Estep Score: -6634622.000000 Penalty: 5412.881836 Iteration 0F: 3 clusters Score -6634622 nChanged 25420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27298 members Mstep: Class 2 contains 27591 members Entering Unmasked Estep Score: -6648984.000000 Penalty: 5412.881836 Iteration 1F: 3 clusters Score -6648984 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27626 members Mstep: Class 2 contains 27263 members Entering Unmasked Estep Score: -6649833.000000 Penalty: 5412.881836 Iteration 2Q: 3 clusters Score -6649833 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28228 members Mstep: Class 2 contains 26661 members Entering Unmasked Estep Score: -6651074.000000 Penalty: 5412.881836 Iteration 3Q: 3 clusters Score -6651074 nChanged 3106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29120 members Mstep: Class 2 contains 25769 members Entering Unmasked Estep Score: -6652594.500000 Penalty: 5412.881836 Iteration 4F: 3 clusters Score -6652594 nChanged 3414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30220 members Mstep: Class 2 contains 24669 members Entering Unmasked Estep Score: -6654394.500000 Penalty: 5412.881836 Iteration 5F: 3 clusters Score -6654394 nChanged 3418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31420 members Mstep: Class 2 contains 23469 members Entering Unmasked Estep Score: -6656231.000000 Penalty: 5412.881836 Iteration 6F: 3 clusters Score -6656231 nChanged 3195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32653 members Mstep: Class 2 contains 22236 members Entering Unmasked Estep Score: -6657697.500000 Penalty: 5412.881836 Iteration 7F: 3 clusters Score -6657698 nChanged 2777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33854 members Mstep: Class 2 contains 21035 members Entering Unmasked Estep Score: -6658896.500000 Penalty: 5412.881836 Iteration 8F: 3 clusters Score -6658896 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35008 members Mstep: Class 2 contains 19881 members Entering Unmasked Estep Score: -6659725.500000 Penalty: 5412.881836 Iteration 9Q: 3 clusters Score -6659726 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36230 members Mstep: Class 2 contains 18659 members Entering Unmasked Estep Score: -6660339.000000 Penalty: 5412.881836 Iteration 10Q: 3 clusters Score -6660339 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37364 members Mstep: Class 2 contains 17525 members Entering Unmasked Estep Score: -6660824.500000 Penalty: 5412.881836 Iteration 11Q: 3 clusters Score -6660824 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38584 members Mstep: Class 2 contains 16305 members Entering Unmasked Estep Score: -6661285.500000 Penalty: 5412.881836 Iteration 12Q: 3 clusters Score -6661286 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39886 members Mstep: Class 2 contains 15003 members Entering Unmasked Estep Score: -6661657.500000 Penalty: 5412.881836 Iteration 13Q: 3 clusters Score -6661658 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41219 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -6662130.000000 Penalty: 5412.881836 Iteration 14Q: 3 clusters Score -6662130 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42698 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -6662701.500000 Penalty: 5412.881836 Iteration 15Q: 3 clusters Score -6662702 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44300 members Mstep: Class 2 contains 10589 members Entering Unmasked Estep Score: -6663399.500000 Penalty: 5412.881836 Iteration 16Q: 3 clusters Score -6663400 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45920 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -6664136.000000 Penalty: 5412.881836 Iteration 17Q: 3 clusters Score -6664136 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47498 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -6664867.500000 Penalty: 5412.881836 Iteration 18Q: 3 clusters Score -6664868 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48895 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -6665633.500000 Penalty: 5412.881836 Iteration 19Q: 3 clusters Score -6665634 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50157 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -6666323.500000 Penalty: 5412.881836 Iteration 20F: 3 clusters Score -6666324 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51265 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -6667007.000000 Penalty: 5412.881836 Iteration 21Q: 3 clusters Score -6667007 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52156 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -6667572.000000 Penalty: 5412.881836 Iteration 22Q: 3 clusters Score -6667572 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52902 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -6668073.000000 Penalty: 5412.881836 Iteration 23Q: 3 clusters Score -6668073 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53428 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -6668436.500000 Penalty: 5412.881836 Iteration 24Q: 3 clusters Score -6668436 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53785 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -6668748.000000 Penalty: 5412.881836 Iteration 25Q: 3 clusters Score -6668748 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53991 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -6668927.000000 Penalty: 5412.881836 Iteration 26Q: 3 clusters Score -6668927 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54113 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -6669009.500000 Penalty: 5412.881836 Iteration 27Q: 3 clusters Score -6669010 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54203 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -6669089.500000 Penalty: 5412.881836 Iteration 28Q: 3 clusters Score -6669090 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54249 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -6669133.000000 Penalty: 5412.881836 Iteration 29Q: 3 clusters Score -6669133 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54277 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -6669164.500000 Penalty: 5412.881836 Iteration 30Q: 3 clusters Score -6669164 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54298 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -6669187.500000 Penalty: 5412.881836 Iteration 31Q: 3 clusters Score -6669188 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54311 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -6669190.000000 Penalty: 5412.881836 Iteration 32Q: 3 clusters Score -6669190 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54323 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -6669203.000000 Penalty: 5412.881836 Iteration 33Q: 3 clusters Score -6669203 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54337 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -6669212.000000 Penalty: 5412.881836 Iteration 34Q: 3 clusters Score -6669212 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54346 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -6669234.500000 Penalty: 5412.881836 Iteration 35Q: 3 clusters Score -6669234 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54360 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -6669249.500000 Penalty: 5412.881836 Iteration 36Q: 3 clusters Score -6669250 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54370 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -6669260.000000 Penalty: 5412.881836 Iteration 37Q: 3 clusters Score -6669260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54375 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -6669269.500000 Penalty: 5412.881836 Iteration 38Q: 3 clusters Score -6669270 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54381 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -6669280.000000 Penalty: 5412.881836 Iteration 39Q: 3 clusters Score -6669280 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54387 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -6669290.000000 Penalty: 5412.881836 Iteration 40F: 3 clusters Score -6669290 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54390 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -6669292.500000 Penalty: 5412.881836 Iteration 41Q: 3 clusters Score -6669292 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54394 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -6669300.000000 Penalty: 5412.881836 Iteration 42Q: 3 clusters Score -6669300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54398 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -6669297.000000 Penalty: 5412.881836 Iteration 43Q: 3 clusters Score -6669297 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54401 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -6669303.500000 Penalty: 5412.881836 Iteration 44Q: 3 clusters Score -6669304 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54404 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -6669299.000000 Penalty: 5412.881836 Iteration 45Q: 3 clusters Score -6669299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54407 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -6669289.000000 Penalty: 5412.881836 Iteration 46Q: 3 clusters Score -6669289 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54408 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -6669299.000000 Penalty: 5412.881836 Iteration 47Q: 3 clusters Score -6669299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54411 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -6669296.000000 Penalty: 5412.881836 Iteration 48Q: 3 clusters Score -6669296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54412 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -6669296.500000 Penalty: 5412.881836 Iteration 49Q: 3 clusters Score -6669296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54411 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -6669300.500000 Penalty: 5412.881836 Iteration 50Q: 3 clusters Score -6669300 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54412 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -6669303.000000 Penalty: 5412.881836 Iteration 51Q: 3 clusters Score -6669303 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54410 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -6669301.500000 Penalty: 5412.881836 Iteration 52Q: 3 clusters Score -6669302 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54411 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -6669303.500000 Penalty: 5412.881836 Iteration 53Q: 3 clusters Score -6669304 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54412 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -6669306.500000 Penalty: 5412.881836 Iteration 54Q: 3 clusters Score -6669306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54412 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -6669306.500000 Penalty: 5412.881836 Iteration 55F: 3 clusters Score -6669306 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Entering Unmasked Estep Score: -644687.937500 Penalty: 2131.717285 Iteration 0F: 2 clusters Score -644687.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -640006.250000 Penalty: 4263.434570 Iteration 0F: 3 clusters Score -640006.2 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -641342.812500 Penalty: 4263.434570 Iteration 1F: 3 clusters Score -641342.8 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -641693.437500 Penalty: 4263.434570 Iteration 2F: 3 clusters Score -641693.4 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -641949.250000 Penalty: 4263.434570 Iteration 3F: 3 clusters Score -641949.2 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -642156.687500 Penalty: 4263.434570 Iteration 4F: 3 clusters Score -642156.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -642327.312500 Penalty: 4263.434570 Iteration 5Q: 3 clusters Score -642327.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -642449.437500 Penalty: 4263.434570 Iteration 6Q: 3 clusters Score -642449.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -642537.312500 Penalty: 4263.434570 Iteration 7Q: 3 clusters Score -642537.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -642603.187500 Penalty: 4263.434570 Iteration 8Q: 3 clusters Score -642603.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -642670.562500 Penalty: 4263.434570 Iteration 9Q: 3 clusters Score -642670.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -642725.250000 Penalty: 4263.434570 Iteration 10Q: 3 clusters Score -642725.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -642781.312500 Penalty: 4263.434570 Iteration 11Q: 3 clusters Score -642781.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -642827.625000 Penalty: 4263.434570 Iteration 12Q: 3 clusters Score -642827.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -642863.562500 Penalty: 4263.434570 Iteration 13Q: 3 clusters Score -642863.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -642888.812500 Penalty: 4263.434570 Iteration 14Q: 3 clusters Score -642888.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -642903.000000 Penalty: 4263.434570 Iteration 15Q: 3 clusters Score -642903 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -642929.812500 Penalty: 4263.434570 Iteration 16Q: 3 clusters Score -642929.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -642948.687500 Penalty: 4263.434570 Iteration 17Q: 3 clusters Score -642948.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -642968.062500 Penalty: 4263.434570 Iteration 18Q: 3 clusters Score -642968.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -642984.625000 Penalty: 4263.434570 Iteration 19Q: 3 clusters Score -642984.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -643000.562500 Penalty: 4263.434570 Iteration 20F: 3 clusters Score -643000.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -643009.937500 Penalty: 4263.434570 Iteration 21Q: 3 clusters Score -643009.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -643018.187500 Penalty: 4263.434570 Iteration 22Q: 3 clusters Score -643018.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -643024.625000 Penalty: 4263.434570 Iteration 23Q: 3 clusters Score -643024.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -643030.125000 Penalty: 4263.434570 Iteration 24Q: 3 clusters Score -643030.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -643034.625000 Penalty: 4263.434570 Iteration 25Q: 3 clusters Score -643034.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -643040.250000 Penalty: 4263.434570 Iteration 26Q: 3 clusters Score -643040.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -643042.125000 Penalty: 4263.434570 Iteration 27Q: 3 clusters Score -643042.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -643047.000000 Penalty: 4263.434570 Iteration 28Q: 3 clusters Score -643047 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -643051.437500 Penalty: 4263.434570 Iteration 29Q: 3 clusters Score -643051.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -643056.000000 Penalty: 4263.434570 Iteration 30Q: 3 clusters Score -643056 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -643057.687500 Penalty: 4263.434570 Iteration 31Q: 3 clusters Score -643057.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -643060.875000 Penalty: 4263.434570 Iteration 32Q: 3 clusters Score -643060.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -643065.375000 Penalty: 4263.434570 Iteration 33Q: 3 clusters Score -643065.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -643067.750000 Penalty: 4263.434570 Iteration 34Q: 3 clusters Score -643067.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -643072.250000 Penalty: 4263.434570 Iteration 35Q: 3 clusters Score -643072.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -643074.750000 Penalty: 4263.434570 Iteration 36Q: 3 clusters Score -643074.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -643077.187500 Penalty: 4263.434570 Iteration 37Q: 3 clusters Score -643077.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -643076.500000 Penalty: 4263.434570 Iteration 38Q: 3 clusters Score -643076.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -643076.500000 Penalty: 4263.434570 Iteration 39Q: 3 clusters Score -643076.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -643076.500000 Penalty: 4263.434570 Iteration 40F: 3 clusters Score -643076.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (8403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Entering Unmasked Estep Score: -1003732.750000 Penalty: 2241.013428 Iteration 0F: 2 clusters Score -1003733 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -997025.937500 Penalty: 4482.026855 Iteration 0F: 3 clusters Score -997025.9 nChanged 3418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -998923.625000 Penalty: 4482.026855 Iteration 1F: 3 clusters Score -998923.6 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -999270.250000 Penalty: 4482.026855 Iteration 2F: 3 clusters Score -999270.2 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -999644.812500 Penalty: 4482.026855 Iteration 3F: 3 clusters Score -999644.8 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -1000028.562500 Penalty: 4482.026855 Iteration 4F: 3 clusters Score -1000029 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -1000411.000000 Penalty: 4482.026855 Iteration 5F: 3 clusters Score -1000411 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1000725.125000 Penalty: 4482.026855 Iteration 6F: 3 clusters Score -1000725 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1000987.812500 Penalty: 4482.026855 Iteration 7Q: 3 clusters Score -1000988 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1001180.750000 Penalty: 4482.026855 Iteration 8Q: 3 clusters Score -1001181 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1001359.500000 Penalty: 4482.026855 Iteration 9Q: 3 clusters Score -1001360 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1001528.312500 Penalty: 4482.026855 Iteration 10Q: 3 clusters Score -1001528 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1001673.562500 Penalty: 4482.026855 Iteration 11Q: 3 clusters Score -1001674 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1001794.937500 Penalty: 4482.026855 Iteration 12Q: 3 clusters Score -1001795 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1001921.312500 Penalty: 4482.026855 Iteration 13Q: 3 clusters Score -1001921 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1002015.250000 Penalty: 4482.026855 Iteration 14Q: 3 clusters Score -1002015 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1002110.437500 Penalty: 4482.026855 Iteration 15Q: 3 clusters Score -1002110 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1002193.812500 Penalty: 4482.026855 Iteration 16Q: 3 clusters Score -1002194 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1002252.000000 Penalty: 4482.026855 Iteration 17Q: 3 clusters Score -1002252 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1002279.875000 Penalty: 4482.026855 Iteration 18Q: 3 clusters Score -1002280 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1002305.000000 Penalty: 4482.026855 Iteration 19Q: 3 clusters Score -1002305 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1002321.000000 Penalty: 4482.026855 Iteration 20F: 3 clusters Score -1002321 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1002340.875000 Penalty: 4482.026855 Iteration 21Q: 3 clusters Score -1002341 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1002360.875000 Penalty: 4482.026855 Iteration 22Q: 3 clusters Score -1002361 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1002374.437500 Penalty: 4482.026855 Iteration 23Q: 3 clusters Score -1002374 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1002385.312500 Penalty: 4482.026855 Iteration 24Q: 3 clusters Score -1002385 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1002392.750000 Penalty: 4482.026855 Iteration 25Q: 3 clusters Score -1002393 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1002399.500000 Penalty: 4482.026855 Iteration 26Q: 3 clusters Score -1002400 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1002409.125000 Penalty: 4482.026855 Iteration 27Q: 3 clusters Score -1002409 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1002410.187500 Penalty: 4482.026855 Iteration 28Q: 3 clusters Score -1002410 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -1002413.312500 Penalty: 4482.026855 Iteration 29Q: 3 clusters Score -1002413 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -1002414.062500 Penalty: 4482.026855 Iteration 30Q: 3 clusters Score -1002414 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1002417.812500 Penalty: 4482.026855 Iteration 31Q: 3 clusters Score -1002418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1002418.562500 Penalty: 4482.026855 Iteration 32Q: 3 clusters Score -1002419 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1002417.312500 Penalty: 4482.026855 Iteration 33Q: 3 clusters Score -1002417 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1002417.812500 Penalty: 4482.026855 Iteration 34Q: 3 clusters Score -1002418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1002416.875000 Penalty: 4482.026855 Iteration 35Q: 3 clusters Score -1002417 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1002418.312500 Penalty: 4482.026855 Iteration 36Q: 3 clusters Score -1002418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1002417.812500 Penalty: 4482.026855 Iteration 37Q: 3 clusters Score -1002418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -1002419.375000 Penalty: 4482.026855 Iteration 38Q: 3 clusters Score -1002419 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1002419.000000 Penalty: 4482.026855 Iteration 39Q: 3 clusters Score -1002419 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1002418.562500 Penalty: 4482.026855 Iteration 40F: 3 clusters Score -1002419 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Entering Unmasked Estep Score: -660484.937500 Penalty: 2151.285645 Iteration 0F: 2 clusters Score -660484.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -655484.250000 Penalty: 4302.571289 Iteration 0F: 3 clusters Score -655484.2 nChanged 2332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -656921.875000 Penalty: 4302.571289 Iteration 1F: 3 clusters Score -656921.9 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -657528.750000 Penalty: 4302.571289 Iteration 2F: 3 clusters Score -657528.8 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -659142.937500 Penalty: 4302.571289 Iteration 3F: 3 clusters Score -659142.9 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -662099.937500 Penalty: 4302.571289 Iteration 4F: 3 clusters Score -662099.9 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -664136.937500 Penalty: 4302.571289 Iteration 5F: 3 clusters Score -664136.9 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -664711.000000 Penalty: 4302.571289 Iteration 6F: 3 clusters Score -664711 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -664811.437500 Penalty: 4302.571289 Iteration 7Q: 3 clusters Score -664811.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -664832.375000 Penalty: 4302.571289 Iteration 8Q: 3 clusters Score -664832.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -664837.625000 Penalty: 4302.571289 Iteration 9Q: 3 clusters Score -664837.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -664838.687500 Penalty: 4302.571289 Iteration 10Q: 3 clusters Score -664838.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -664841.062500 Penalty: 4302.571289 Iteration 11Q: 3 clusters Score -664841.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -664840.375000 Penalty: 4302.571289 Iteration 12Q: 3 clusters Score -664840.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -664840.375000 Penalty: 4302.571289 Iteration 13F: 3 clusters Score -664840.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 3421 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 3430 members Mstep: Class 5 contains 11051 members Mstep: Class 6 contains 6644 members Mstep: Class 7 contains 11944 members Mstep: Class 8 contains 54889 members Mstep: Class 9 contains 5408 members Mstep: Class 10 contains 24479 members Mstep: Class 11 contains 8403 members Mstep: Class 12 contains 3239 members Mstep: Class 13 contains 2655 members Mstep: Class 14 contains 3197 members Mstep: Class 15 contains 13057 members Mstep: Class 16 contains 102902 members Mstep: Class 17 contains 5736 members Mstep: Class 18 contains 10972 members Entering Unmasked Estep Score: -33502870.000000 Penalty: 56051.496094 Splitting cluster 14 changes total score from -33498122.000000 to -33502870.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 15 (13057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13057 members Entering Unmasked Estep Score: -1433794.500000 Penalty: 2350.315674 Iteration 0F: 2 clusters Score -1433794 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1424318.625000 Penalty: 4700.631348 Iteration 0F: 3 clusters Score -1424319 nChanged 5530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -1427517.250000 Penalty: 4700.631348 Iteration 1F: 3 clusters Score -1427517 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1428113.875000 Penalty: 4700.631348 Iteration 2F: 3 clusters Score -1428114 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -1428670.625000 Penalty: 4700.631348 Iteration 3F: 3 clusters Score -1428671 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1429249.250000 Penalty: 4700.631348 Iteration 4F: 3 clusters Score -1429249 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1429856.625000 Penalty: 4700.631348 Iteration 5F: 3 clusters Score -1429857 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1430508.875000 Penalty: 4700.631348 Iteration 6F: 3 clusters Score -1430509 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -1431131.875000 Penalty: 4700.631348 Iteration 7F: 3 clusters Score -1431132 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -1431569.750000 Penalty: 4700.631348 Iteration 8Q: 3 clusters Score -1431570 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -1431861.500000 Penalty: 4700.631348 Iteration 9Q: 3 clusters Score -1431862 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1432079.250000 Penalty: 4700.631348 Iteration 10Q: 3 clusters Score -1432079 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10867 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1432272.875000 Penalty: 4700.631348 Iteration 11Q: 3 clusters Score -1432273 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11099 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1432439.875000 Penalty: 4700.631348 Iteration 12Q: 3 clusters Score -1432440 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -1432572.625000 Penalty: 4700.631348 Iteration 13Q: 3 clusters Score -1432573 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1432673.875000 Penalty: 4700.631348 Iteration 14Q: 3 clusters Score -1432674 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11493 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1432734.625000 Penalty: 4700.631348 Iteration 15Q: 3 clusters Score -1432735 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1432770.875000 Penalty: 4700.631348 Iteration 16Q: 3 clusters Score -1432771 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1432812.500000 Penalty: 4700.631348 Iteration 17Q: 3 clusters Score -1432812 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1432844.125000 Penalty: 4700.631348 Iteration 18Q: 3 clusters Score -1432844 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1432866.875000 Penalty: 4700.631348 Iteration 19Q: 3 clusters Score -1432867 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11725 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -1432885.250000 Penalty: 4700.631348 Iteration 20F: 3 clusters Score -1432885 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1432896.875000 Penalty: 4700.631348 Iteration 21Q: 3 clusters Score -1432897 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -1432911.125000 Penalty: 4700.631348 Iteration 22Q: 3 clusters Score -1432911 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11791 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -1432924.750000 Penalty: 4700.631348 Iteration 23Q: 3 clusters Score -1432925 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1432935.000000 Penalty: 4700.631348 Iteration 24Q: 3 clusters Score -1432935 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11807 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1432942.875000 Penalty: 4700.631348 Iteration 25Q: 3 clusters Score -1432943 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11806 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1432951.875000 Penalty: 4700.631348 Iteration 26Q: 3 clusters Score -1432952 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11812 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -1432958.125000 Penalty: 4700.631348 Iteration 27Q: 3 clusters Score -1432958 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11821 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1432962.125000 Penalty: 4700.631348 Iteration 28Q: 3 clusters Score -1432962 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1432960.500000 Penalty: 4700.631348 Iteration 29Q: 3 clusters Score -1432960 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1432970.625000 Penalty: 4700.631348 Iteration 30Q: 3 clusters Score -1432971 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1432974.500000 Penalty: 4700.631348 Iteration 31Q: 3 clusters Score -1432974 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11849 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -1432978.750000 Penalty: 4700.631348 Iteration 32Q: 3 clusters Score -1432979 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1432985.500000 Penalty: 4700.631348 Iteration 33Q: 3 clusters Score -1432986 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1432984.250000 Penalty: 4700.631348 Iteration 34Q: 3 clusters Score -1432984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1432986.750000 Penalty: 4700.631348 Iteration 35Q: 3 clusters Score -1432987 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1432994.625000 Penalty: 4700.631348 Iteration 36Q: 3 clusters Score -1432995 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1432995.500000 Penalty: 4700.631348 Iteration 37Q: 3 clusters Score -1432996 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11896 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1433003.375000 Penalty: 4700.631348 Iteration 38Q: 3 clusters Score -1433003 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11897 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1433005.125000 Penalty: 4700.631348 Iteration 39Q: 3 clusters Score -1433005 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11897 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1433007.375000 Penalty: 4700.631348 Iteration 40F: 3 clusters Score -1433007 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1433015.500000 Penalty: 4700.631348 Iteration 41Q: 3 clusters Score -1433016 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1433020.500000 Penalty: 4700.631348 Iteration 42Q: 3 clusters Score -1433020 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1433026.500000 Penalty: 4700.631348 Iteration 43Q: 3 clusters Score -1433026 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1433036.625000 Penalty: 4700.631348 Iteration 44Q: 3 clusters Score -1433037 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1433046.625000 Penalty: 4700.631348 Iteration 45Q: 3 clusters Score -1433047 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1433056.250000 Penalty: 4700.631348 Iteration 46Q: 3 clusters Score -1433056 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11895 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1433072.875000 Penalty: 4700.631348 Iteration 47Q: 3 clusters Score -1433073 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11891 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1433075.625000 Penalty: 4700.631348 Iteration 48Q: 3 clusters Score -1433076 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1433080.375000 Penalty: 4700.631348 Iteration 49Q: 3 clusters Score -1433080 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1433082.500000 Penalty: 4700.631348 Iteration 50Q: 3 clusters Score -1433082 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1433086.000000 Penalty: 4700.631348 Iteration 51Q: 3 clusters Score -1433086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1433086.375000 Penalty: 4700.631348 Iteration 52Q: 3 clusters Score -1433086 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1433084.875000 Penalty: 4700.631348 Iteration 53Q: 3 clusters Score -1433085 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1433086.250000 Penalty: 4700.631348 Iteration 54Q: 3 clusters Score -1433086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1433087.125000 Penalty: 4700.631348 Iteration 55Q: 3 clusters Score -1433087 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1433089.500000 Penalty: 4700.631348 Iteration 56Q: 3 clusters Score -1433090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1433088.625000 Penalty: 4700.631348 Iteration 57Q: 3 clusters Score -1433089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1433088.375000 Penalty: 4700.631348 Iteration 58Q: 3 clusters Score -1433088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1433089.125000 Penalty: 4700.631348 Iteration 59Q: 3 clusters Score -1433089 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1433091.875000 Penalty: 4700.631348 Iteration 60F: 3 clusters Score -1433092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1433093.000000 Penalty: 4700.631348 Iteration 61Q: 3 clusters Score -1433093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1433093.500000 Penalty: 4700.631348 Iteration 62Q: 3 clusters Score -1433094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1433093.875000 Penalty: 4700.631348 Iteration 63Q: 3 clusters Score -1433094 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1433093.875000 Penalty: 4700.631348 Iteration 64F: 3 clusters Score -1433094 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (102902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102902 members Entering Unmasked Estep Score: -12468219.000000 Penalty: 2862.300049 Iteration 0F: 2 clusters Score -1.246822e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51514 members Mstep: Class 2 contains 51388 members Entering Unmasked Estep Score: -12399343.000000 Penalty: 5724.600098 Iteration 0F: 3 clusters Score -1.239934e+07 nChanged 48876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 49236 members Entering Unmasked Estep Score: -12427693.000000 Penalty: 5724.600098 Iteration 1F: 3 clusters Score -1.242769e+07 nChanged 3979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54803 members Mstep: Class 2 contains 48099 members Entering Unmasked Estep Score: -12429093.000000 Penalty: 5724.600098 Iteration 2Q: 3 clusters Score -1.242909e+07 nChanged 4463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56390 members Mstep: Class 2 contains 46512 members Entering Unmasked Estep Score: -12431070.000000 Penalty: 5724.600098 Iteration 3Q: 3 clusters Score -1.243107e+07 nChanged 5103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58587 members Mstep: Class 2 contains 44315 members Entering Unmasked Estep Score: -12433486.000000 Penalty: 5724.600098 Iteration 4Q: 3 clusters Score -1.243349e+07 nChanged 5862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61559 members Mstep: Class 2 contains 41343 members Entering Unmasked Estep Score: -12436788.000000 Penalty: 5724.600098 Iteration 5F: 3 clusters Score -1.243679e+07 nChanged 6555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65410 members Mstep: Class 2 contains 37492 members Entering Unmasked Estep Score: -12441051.000000 Penalty: 5724.600098 Iteration 6F: 3 clusters Score -1.244105e+07 nChanged 6572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69772 members Mstep: Class 2 contains 33130 members Entering Unmasked Estep Score: -12445732.000000 Penalty: 5724.600098 Iteration 7F: 3 clusters Score -1.244573e+07 nChanged 6067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74181 members Mstep: Class 2 contains 28721 members Entering Unmasked Estep Score: -12450079.000000 Penalty: 5724.600098 Iteration 8F: 3 clusters Score -1.245008e+07 nChanged 5054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78131 members Mstep: Class 2 contains 24771 members Entering Unmasked Estep Score: -12453596.000000 Penalty: 5724.600098 Iteration 9Q: 3 clusters Score -1.24536e+07 nChanged 4080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81479 members Mstep: Class 2 contains 21423 members Entering Unmasked Estep Score: -12456308.000000 Penalty: 5724.600098 Iteration 10Q: 3 clusters Score -1.245631e+07 nChanged 3237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84312 members Mstep: Class 2 contains 18590 members Entering Unmasked Estep Score: -12458295.000000 Penalty: 5724.600098 Iteration 11Q: 3 clusters Score -1.24583e+07 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86746 members Mstep: Class 2 contains 16156 members Entering Unmasked Estep Score: -12459739.000000 Penalty: 5724.600098 Iteration 12Q: 3 clusters Score -1.245974e+07 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88954 members Mstep: Class 2 contains 13948 members Entering Unmasked Estep Score: -12460937.000000 Penalty: 5724.600098 Iteration 13Q: 3 clusters Score -1.246094e+07 nChanged 1951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90901 members Mstep: Class 2 contains 12001 members Entering Unmasked Estep Score: -12461948.000000 Penalty: 5724.600098 Iteration 14Q: 3 clusters Score -1.246195e+07 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92623 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -12462629.000000 Penalty: 5724.600098 Iteration 15Q: 3 clusters Score -1.246263e+07 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94197 members Mstep: Class 2 contains 8705 members Entering Unmasked Estep Score: -12463402.000000 Penalty: 5724.600098 Iteration 16Q: 3 clusters Score -1.24634e+07 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95636 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -12464072.000000 Penalty: 5724.600098 Iteration 17Q: 3 clusters Score -1.246407e+07 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96862 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -12464858.000000 Penalty: 5724.600098 Iteration 18Q: 3 clusters Score -1.246486e+07 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97901 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -12465781.000000 Penalty: 5724.600098 Iteration 19Q: 3 clusters Score -1.246578e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98563 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -12466317.000000 Penalty: 5724.600098 Iteration 20F: 3 clusters Score -1.246632e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98943 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -12466539.000000 Penalty: 5724.600098 Iteration 21Q: 3 clusters Score -1.246654e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99186 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -12466710.000000 Penalty: 5724.600098 Iteration 22Q: 3 clusters Score -1.246671e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99353 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -12466760.000000 Penalty: 5724.600098 Iteration 23Q: 3 clusters Score -1.246676e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99483 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -12466786.000000 Penalty: 5724.600098 Iteration 24Q: 3 clusters Score -1.246679e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99566 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -12466793.000000 Penalty: 5724.600098 Iteration 25Q: 3 clusters Score -1.246679e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99623 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -12466828.000000 Penalty: 5724.600098 Iteration 26Q: 3 clusters Score -1.246683e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99673 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -12466839.000000 Penalty: 5724.600098 Iteration 27Q: 3 clusters Score -1.246684e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99706 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -12466824.000000 Penalty: 5724.600098 Iteration 28Q: 3 clusters Score -1.246682e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99738 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -12466826.000000 Penalty: 5724.600098 Iteration 29Q: 3 clusters Score -1.246683e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99774 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -12466834.000000 Penalty: 5724.600098 Iteration 30Q: 3 clusters Score -1.246683e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99808 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -12466864.000000 Penalty: 5724.600098 Iteration 31Q: 3 clusters Score -1.246686e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99840 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -12466861.000000 Penalty: 5724.600098 Iteration 32Q: 3 clusters Score -1.246686e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99869 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -12466879.000000 Penalty: 5724.600098 Iteration 33Q: 3 clusters Score -1.246688e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99891 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -12466873.000000 Penalty: 5724.600098 Iteration 34Q: 3 clusters Score -1.246687e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99907 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -12466871.000000 Penalty: 5724.600098 Iteration 35Q: 3 clusters Score -1.246687e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99922 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -12466863.000000 Penalty: 5724.600098 Iteration 36Q: 3 clusters Score -1.246686e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99938 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -12466875.000000 Penalty: 5724.600098 Iteration 37Q: 3 clusters Score -1.246688e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99953 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -12466876.000000 Penalty: 5724.600098 Iteration 38Q: 3 clusters Score -1.246688e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99968 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -12466876.000000 Penalty: 5724.600098 Iteration 39Q: 3 clusters Score -1.246688e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99977 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -12466872.000000 Penalty: 5724.600098 Iteration 40F: 3 clusters Score -1.246687e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99992 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -12466879.000000 Penalty: 5724.600098 Iteration 41Q: 3 clusters Score -1.246688e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100000 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -12466888.000000 Penalty: 5724.600098 Iteration 42Q: 3 clusters Score -1.246689e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100007 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -12466898.000000 Penalty: 5724.600098 Iteration 43Q: 3 clusters Score -1.24669e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100018 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -12466898.000000 Penalty: 5724.600098 Iteration 44Q: 3 clusters Score -1.24669e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100021 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -12466894.000000 Penalty: 5724.600098 Iteration 45Q: 3 clusters Score -1.246689e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100021 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -12466894.000000 Penalty: 5724.600098 Iteration 46F: 3 clusters Score -1.246689e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Entering Unmasked Estep Score: -697391.000000 Penalty: 2146.320312 Iteration 0F: 2 clusters Score -697391 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -692405.187500 Penalty: 4292.640625 Iteration 0F: 3 clusters Score -692405.2 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -693641.125000 Penalty: 4292.640625 Iteration 1F: 3 clusters Score -693641.1 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -693859.375000 Penalty: 4292.640625 Iteration 2F: 3 clusters Score -693859.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -693979.500000 Penalty: 4292.640625 Iteration 3Q: 3 clusters Score -693979.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -694057.312500 Penalty: 4292.640625 Iteration 4Q: 3 clusters Score -694057.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -694112.562500 Penalty: 4292.640625 Iteration 5Q: 3 clusters Score -694112.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -694150.000000 Penalty: 4292.640625 Iteration 6Q: 3 clusters Score -694150 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -694184.125000 Penalty: 4292.640625 Iteration 7Q: 3 clusters Score -694184.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -694212.875000 Penalty: 4292.640625 Iteration 8Q: 3 clusters Score -694212.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -694239.062500 Penalty: 4292.640625 Iteration 9Q: 3 clusters Score -694239.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -694261.250000 Penalty: 4292.640625 Iteration 10Q: 3 clusters Score -694261.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -694286.812500 Penalty: 4292.640625 Iteration 11Q: 3 clusters Score -694286.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -694307.687500 Penalty: 4292.640625 Iteration 12Q: 3 clusters Score -694307.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -694324.375000 Penalty: 4292.640625 Iteration 13Q: 3 clusters Score -694324.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -694333.187500 Penalty: 4292.640625 Iteration 14Q: 3 clusters Score -694333.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -694341.812500 Penalty: 4292.640625 Iteration 15Q: 3 clusters Score -694341.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -694348.562500 Penalty: 4292.640625 Iteration 16Q: 3 clusters Score -694348.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -694352.687500 Penalty: 4292.640625 Iteration 17Q: 3 clusters Score -694352.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -694355.437500 Penalty: 4292.640625 Iteration 18Q: 3 clusters Score -694355.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -694359.000000 Penalty: 4292.640625 Iteration 19Q: 3 clusters Score -694359 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -694362.125000 Penalty: 4292.640625 Iteration 20F: 3 clusters Score -694362.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -694365.875000 Penalty: 4292.640625 Iteration 21Q: 3 clusters Score -694365.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -694370.000000 Penalty: 4292.640625 Iteration 22Q: 3 clusters Score -694370 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -694375.812500 Penalty: 4292.640625 Iteration 23Q: 3 clusters Score -694375.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -694379.812500 Penalty: 4292.640625 Iteration 24Q: 3 clusters Score -694379.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -694387.312500 Penalty: 4292.640625 Iteration 25Q: 3 clusters Score -694387.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -694392.750000 Penalty: 4292.640625 Iteration 26Q: 3 clusters Score -694392.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -694396.687500 Penalty: 4292.640625 Iteration 27Q: 3 clusters Score -694396.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -694399.625000 Penalty: 4292.640625 Iteration 28Q: 3 clusters Score -694399.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -694402.750000 Penalty: 4292.640625 Iteration 29Q: 3 clusters Score -694402.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -694405.562500 Penalty: 4292.640625 Iteration 30Q: 3 clusters Score -694405.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -694409.562500 Penalty: 4292.640625 Iteration 31Q: 3 clusters Score -694409.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -694412.625000 Penalty: 4292.640625 Iteration 32Q: 3 clusters Score -694412.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -694414.875000 Penalty: 4292.640625 Iteration 33Q: 3 clusters Score -694414.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -694417.562500 Penalty: 4292.640625 Iteration 34Q: 3 clusters Score -694417.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -694421.062500 Penalty: 4292.640625 Iteration 35Q: 3 clusters Score -694421.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -694422.375000 Penalty: 4292.640625 Iteration 36Q: 3 clusters Score -694422.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -694424.500000 Penalty: 4292.640625 Iteration 37Q: 3 clusters Score -694424.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -694427.937500 Penalty: 4292.640625 Iteration 38Q: 3 clusters Score -694427.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -694431.125000 Penalty: 4292.640625 Iteration 39Q: 3 clusters Score -694431.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -694433.687500 Penalty: 4292.640625 Iteration 40F: 3 clusters Score -694433.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -694433.375000 Penalty: 4292.640625 Iteration 41Q: 3 clusters Score -694433.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -694435.500000 Penalty: 4292.640625 Iteration 42Q: 3 clusters Score -694435.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -694434.750000 Penalty: 4292.640625 Iteration 43Q: 3 clusters Score -694434.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -694436.187500 Penalty: 4292.640625 Iteration 44Q: 3 clusters Score -694436.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -694436.750000 Penalty: 4292.640625 Iteration 45Q: 3 clusters Score -694436.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -694437.187500 Penalty: 4292.640625 Iteration 46Q: 3 clusters Score -694437.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -694438.500000 Penalty: 4292.640625 Iteration 47Q: 3 clusters Score -694438.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -694440.312500 Penalty: 4292.640625 Iteration 48Q: 3 clusters Score -694440.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -694440.687500 Penalty: 4292.640625 Iteration 49Q: 3 clusters Score -694440.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -694443.875000 Penalty: 4292.640625 Iteration 50Q: 3 clusters Score -694443.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -694441.875000 Penalty: 4292.640625 Iteration 51Q: 3 clusters Score -694441.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -694444.312500 Penalty: 4292.640625 Iteration 52Q: 3 clusters Score -694444.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -694444.500000 Penalty: 4292.640625 Iteration 53Q: 3 clusters Score -694444.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -694445.750000 Penalty: 4292.640625 Iteration 54Q: 3 clusters Score -694445.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -694446.687500 Penalty: 4292.640625 Iteration 55Q: 3 clusters Score -694446.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -694450.000000 Penalty: 4292.640625 Iteration 56Q: 3 clusters Score -694450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -694452.875000 Penalty: 4292.640625 Iteration 57Q: 3 clusters Score -694452.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -694452.625000 Penalty: 4292.640625 Iteration 58Q: 3 clusters Score -694452.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -694453.875000 Penalty: 4292.640625 Iteration 59Q: 3 clusters Score -694453.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -694456.625000 Penalty: 4292.640625 Iteration 60F: 3 clusters Score -694456.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -694462.000000 Penalty: 4292.640625 Iteration 61Q: 3 clusters Score -694462 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -694467.062500 Penalty: 4292.640625 Iteration 62Q: 3 clusters Score -694467.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -694472.875000 Penalty: 4292.640625 Iteration 63Q: 3 clusters Score -694472.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -694476.312500 Penalty: 4292.640625 Iteration 64Q: 3 clusters Score -694476.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -694487.187500 Penalty: 4292.640625 Iteration 65Q: 3 clusters Score -694487.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -694494.500000 Penalty: 4292.640625 Iteration 66Q: 3 clusters Score -694494.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -694498.812500 Penalty: 4292.640625 Iteration 67Q: 3 clusters Score -694498.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -694505.750000 Penalty: 4292.640625 Iteration 68Q: 3 clusters Score -694505.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -694509.500000 Penalty: 4292.640625 Iteration 69Q: 3 clusters Score -694509.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -694511.625000 Penalty: 4292.640625 Iteration 70Q: 3 clusters Score -694511.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -694519.375000 Penalty: 4292.640625 Iteration 71Q: 3 clusters Score -694519.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -694523.187500 Penalty: 4292.640625 Iteration 72Q: 3 clusters Score -694523.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -694528.750000 Penalty: 4292.640625 Iteration 73Q: 3 clusters Score -694528.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -694530.812500 Penalty: 4292.640625 Iteration 74Q: 3 clusters Score -694530.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -694534.000000 Penalty: 4292.640625 Iteration 75Q: 3 clusters Score -694534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -694534.375000 Penalty: 4292.640625 Iteration 76Q: 3 clusters Score -694534.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -694537.687500 Penalty: 4292.640625 Iteration 77Q: 3 clusters Score -694537.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -694539.437500 Penalty: 4292.640625 Iteration 78Q: 3 clusters Score -694539.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -694541.312500 Penalty: 4292.640625 Iteration 79Q: 3 clusters Score -694541.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -694541.875000 Penalty: 4292.640625 Iteration 80F: 3 clusters Score -694541.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -694544.125000 Penalty: 4292.640625 Iteration 81Q: 3 clusters Score -694544.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -694545.375000 Penalty: 4292.640625 Iteration 82Q: 3 clusters Score -694545.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -694549.625000 Penalty: 4292.640625 Iteration 83Q: 3 clusters Score -694549.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -694554.750000 Penalty: 4292.640625 Iteration 84Q: 3 clusters Score -694554.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -694557.125000 Penalty: 4292.640625 Iteration 85Q: 3 clusters Score -694557.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -694564.125000 Penalty: 4292.640625 Iteration 86Q: 3 clusters Score -694564.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -694570.125000 Penalty: 4292.640625 Iteration 87Q: 3 clusters Score -694570.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -694575.500000 Penalty: 4292.640625 Iteration 88Q: 3 clusters Score -694575.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -694583.937500 Penalty: 4292.640625 Iteration 89Q: 3 clusters Score -694583.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -694587.500000 Penalty: 4292.640625 Iteration 90Q: 3 clusters Score -694587.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -694596.312500 Penalty: 4292.640625 Iteration 91Q: 3 clusters Score -694596.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -694601.875000 Penalty: 4292.640625 Iteration 92Q: 3 clusters Score -694601.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -694608.625000 Penalty: 4292.640625 Iteration 93Q: 3 clusters Score -694608.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -694615.500000 Penalty: 4292.640625 Iteration 94Q: 3 clusters Score -694615.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -694623.000000 Penalty: 4292.640625 Iteration 95Q: 3 clusters Score -694623 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -694630.500000 Penalty: 4292.640625 Iteration 96Q: 3 clusters Score -694630.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -694636.312500 Penalty: 4292.640625 Iteration 97Q: 3 clusters Score -694636.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -694641.437500 Penalty: 4292.640625 Iteration 98Q: 3 clusters Score -694641.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -694648.375000 Penalty: 4292.640625 Iteration 99Q: 3 clusters Score -694648.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -694661.312500 Penalty: 4292.640625 Iteration 100F: 3 clusters Score -694661.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -694673.562500 Penalty: 4292.640625 Iteration 101Q: 3 clusters Score -694673.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -694685.312500 Penalty: 4292.640625 Iteration 102Q: 3 clusters Score -694685.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -694696.312500 Penalty: 4292.640625 Iteration 103Q: 3 clusters Score -694696.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -694707.562500 Penalty: 4292.640625 Iteration 104Q: 3 clusters Score -694707.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -694719.187500 Penalty: 4292.640625 Iteration 105Q: 3 clusters Score -694719.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -694732.125000 Penalty: 4292.640625 Iteration 106Q: 3 clusters Score -694732.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -694747.125000 Penalty: 4292.640625 Iteration 107Q: 3 clusters Score -694747.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -694761.750000 Penalty: 4292.640625 Iteration 108Q: 3 clusters Score -694761.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -694784.875000 Penalty: 4292.640625 Iteration 109Q: 3 clusters Score -694784.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -694809.125000 Penalty: 4292.640625 Iteration 110Q: 3 clusters Score -694809.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -694826.125000 Penalty: 4292.640625 Iteration 111Q: 3 clusters Score -694826.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -694848.500000 Penalty: 4292.640625 Iteration 112Q: 3 clusters Score -694848.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -694873.625000 Penalty: 4292.640625 Iteration 113Q: 3 clusters Score -694873.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -694890.312500 Penalty: 4292.640625 Iteration 114Q: 3 clusters Score -694890.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -694901.937500 Penalty: 4292.640625 Iteration 115Q: 3 clusters Score -694901.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -694917.500000 Penalty: 4292.640625 Iteration 116Q: 3 clusters Score -694917.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -694937.875000 Penalty: 4292.640625 Iteration 117Q: 3 clusters Score -694937.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -694962.875000 Penalty: 4292.640625 Iteration 118Q: 3 clusters Score -694962.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -694982.437500 Penalty: 4292.640625 Iteration 119Q: 3 clusters Score -694982.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -694995.125000 Penalty: 4292.640625 Iteration 120F: 3 clusters Score -694995.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -695008.000000 Penalty: 4292.640625 Iteration 121Q: 3 clusters Score -695008 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -695023.062500 Penalty: 4292.640625 Iteration 122Q: 3 clusters Score -695023.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -695036.437500 Penalty: 4292.640625 Iteration 123Q: 3 clusters Score -695036.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -695047.937500 Penalty: 4292.640625 Iteration 124Q: 3 clusters Score -695047.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -695062.437500 Penalty: 4292.640625 Iteration 125Q: 3 clusters Score -695062.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -695075.562500 Penalty: 4292.640625 Iteration 126Q: 3 clusters Score -695075.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -695087.250000 Penalty: 4292.640625 Iteration 127Q: 3 clusters Score -695087.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -695096.750000 Penalty: 4292.640625 Iteration 128Q: 3 clusters Score -695096.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -695104.750000 Penalty: 4292.640625 Iteration 129Q: 3 clusters Score -695104.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -695109.312500 Penalty: 4292.640625 Iteration 130Q: 3 clusters Score -695109.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -695113.687500 Penalty: 4292.640625 Iteration 131Q: 3 clusters Score -695113.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -695118.125000 Penalty: 4292.640625 Iteration 132Q: 3 clusters Score -695118.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -695123.500000 Penalty: 4292.640625 Iteration 133Q: 3 clusters Score -695123.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -695131.375000 Penalty: 4292.640625 Iteration 134Q: 3 clusters Score -695131.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -695143.125000 Penalty: 4292.640625 Iteration 135Q: 3 clusters Score -695143.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -695156.750000 Penalty: 4292.640625 Iteration 136Q: 3 clusters Score -695156.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -695165.375000 Penalty: 4292.640625 Iteration 137Q: 3 clusters Score -695165.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -695173.562500 Penalty: 4292.640625 Iteration 138Q: 3 clusters Score -695173.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -695183.687500 Penalty: 4292.640625 Iteration 139Q: 3 clusters Score -695183.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -695190.875000 Penalty: 4292.640625 Iteration 140F: 3 clusters Score -695190.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -695192.812500 Penalty: 4292.640625 Iteration 141Q: 3 clusters Score -695192.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -695196.625000 Penalty: 4292.640625 Iteration 142Q: 3 clusters Score -695196.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -695203.500000 Penalty: 4292.640625 Iteration 143Q: 3 clusters Score -695203.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -695206.625000 Penalty: 4292.640625 Iteration 144Q: 3 clusters Score -695206.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -695207.562500 Penalty: 4292.640625 Iteration 145Q: 3 clusters Score -695207.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -695209.937500 Penalty: 4292.640625 Iteration 146Q: 3 clusters Score -695209.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -695209.250000 Penalty: 4292.640625 Iteration 147Q: 3 clusters Score -695209.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -695209.375000 Penalty: 4292.640625 Iteration 148Q: 3 clusters Score -695209.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -695211.375000 Penalty: 4292.640625 Iteration 149Q: 3 clusters Score -695211.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -695210.437500 Penalty: 4292.640625 Iteration 150Q: 3 clusters Score -695210.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -695212.937500 Penalty: 4292.640625 Iteration 151Q: 3 clusters Score -695212.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -695214.562500 Penalty: 4292.640625 Iteration 152Q: 3 clusters Score -695214.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -695215.437500 Penalty: 4292.640625 Iteration 153Q: 3 clusters Score -695215.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -695218.937500 Penalty: 4292.640625 Iteration 154Q: 3 clusters Score -695218.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -695220.437500 Penalty: 4292.640625 Iteration 155Q: 3 clusters Score -695220.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -695223.062500 Penalty: 4292.640625 Iteration 156Q: 3 clusters Score -695223.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -695224.375000 Penalty: 4292.640625 Iteration 157Q: 3 clusters Score -695224.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -695227.125000 Penalty: 4292.640625 Iteration 158Q: 3 clusters Score -695227.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -695232.062500 Penalty: 4292.640625 Iteration 159Q: 3 clusters Score -695232.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -695241.937500 Penalty: 4292.640625 Iteration 160F: 3 clusters Score -695241.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -695249.062500 Penalty: 4292.640625 Iteration 161Q: 3 clusters Score -695249.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -695260.625000 Penalty: 4292.640625 Iteration 162Q: 3 clusters Score -695260.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -695274.375000 Penalty: 4292.640625 Iteration 163Q: 3 clusters Score -695274.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -695284.187500 Penalty: 4292.640625 Iteration 164Q: 3 clusters Score -695284.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -695292.000000 Penalty: 4292.640625 Iteration 165Q: 3 clusters Score -695292 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -695296.937500 Penalty: 4292.640625 Iteration 166Q: 3 clusters Score -695296.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -695298.187500 Penalty: 4292.640625 Iteration 167Q: 3 clusters Score -695298.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -695305.000000 Penalty: 4292.640625 Iteration 168Q: 3 clusters Score -695305 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -695310.812500 Penalty: 4292.640625 Iteration 169Q: 3 clusters Score -695310.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -695319.437500 Penalty: 4292.640625 Iteration 170Q: 3 clusters Score -695319.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -695330.750000 Penalty: 4292.640625 Iteration 171Q: 3 clusters Score -695330.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -695341.000000 Penalty: 4292.640625 Iteration 172Q: 3 clusters Score -695341 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -695347.812500 Penalty: 4292.640625 Iteration 173Q: 3 clusters Score -695347.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -695355.625000 Penalty: 4292.640625 Iteration 174Q: 3 clusters Score -695355.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -695365.625000 Penalty: 4292.640625 Iteration 175Q: 3 clusters Score -695365.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -695373.125000 Penalty: 4292.640625 Iteration 176Q: 3 clusters Score -695373.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -695379.375000 Penalty: 4292.640625 Iteration 177Q: 3 clusters Score -695379.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -695383.000000 Penalty: 4292.640625 Iteration 178Q: 3 clusters Score -695383 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -695383.187500 Penalty: 4292.640625 Iteration 179Q: 3 clusters Score -695383.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -695383.562500 Penalty: 4292.640625 Iteration 180F: 3 clusters Score -695383.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -1332603.500000 Penalty: 2307.169189 Iteration 0F: 2 clusters Score -1332604 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -1324323.125000 Penalty: 4614.338379 Iteration 0F: 3 clusters Score -1324323 nChanged 4638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -1326762.375000 Penalty: 4614.338379 Iteration 1F: 3 clusters Score -1326762 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -1327074.000000 Penalty: 4614.338379 Iteration 2F: 3 clusters Score -1327074 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -1327267.750000 Penalty: 4614.338379 Iteration 3Q: 3 clusters Score -1327268 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -1327441.625000 Penalty: 4614.338379 Iteration 4Q: 3 clusters Score -1327442 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -1327628.250000 Penalty: 4614.338379 Iteration 5Q: 3 clusters Score -1327628 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -1327860.875000 Penalty: 4614.338379 Iteration 6Q: 3 clusters Score -1327861 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -1328173.000000 Penalty: 4614.338379 Iteration 7Q: 3 clusters Score -1328173 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -1328518.000000 Penalty: 4614.338379 Iteration 8F: 3 clusters Score -1328518 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -1328881.500000 Penalty: 4614.338379 Iteration 9F: 3 clusters Score -1328882 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -1329236.500000 Penalty: 4614.338379 Iteration 10Q: 3 clusters Score -1329236 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -1329540.000000 Penalty: 4614.338379 Iteration 11Q: 3 clusters Score -1329540 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -1329776.750000 Penalty: 4614.338379 Iteration 12Q: 3 clusters Score -1329777 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 8504 members Entering Unmasked Estep Score: -1329959.000000 Penalty: 4614.338379 Iteration 13Q: 3 clusters Score -1329959 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -1330082.875000 Penalty: 4614.338379 Iteration 14Q: 3 clusters Score -1330083 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -1330161.750000 Penalty: 4614.338379 Iteration 15Q: 3 clusters Score -1330162 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 9006 members Entering Unmasked Estep Score: -1330223.875000 Penalty: 4614.338379 Iteration 16Q: 3 clusters Score -1330224 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 9129 members Entering Unmasked Estep Score: -1330282.750000 Penalty: 4614.338379 Iteration 17Q: 3 clusters Score -1330283 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -1330329.750000 Penalty: 4614.338379 Iteration 18Q: 3 clusters Score -1330330 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -1330374.500000 Penalty: 4614.338379 Iteration 19Q: 3 clusters Score -1330374 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 9431 members Entering Unmasked Estep Score: -1330411.000000 Penalty: 4614.338379 Iteration 20F: 3 clusters Score -1330411 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -1330445.250000 Penalty: 4614.338379 Iteration 21Q: 3 clusters Score -1330445 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 9574 members Entering Unmasked Estep Score: -1330473.000000 Penalty: 4614.338379 Iteration 22Q: 3 clusters Score -1330473 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 9633 members Entering Unmasked Estep Score: -1330499.375000 Penalty: 4614.338379 Iteration 23Q: 3 clusters Score -1330499 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -1330521.750000 Penalty: 4614.338379 Iteration 24Q: 3 clusters Score -1330522 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 9730 members Entering Unmasked Estep Score: -1330547.500000 Penalty: 4614.338379 Iteration 25Q: 3 clusters Score -1330548 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -1330566.625000 Penalty: 4614.338379 Iteration 26Q: 3 clusters Score -1330567 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -1330575.250000 Penalty: 4614.338379 Iteration 27Q: 3 clusters Score -1330575 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -1330584.375000 Penalty: 4614.338379 Iteration 28Q: 3 clusters Score -1330584 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -1330599.375000 Penalty: 4614.338379 Iteration 29Q: 3 clusters Score -1330599 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -1330615.250000 Penalty: 4614.338379 Iteration 30Q: 3 clusters Score -1330615 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 9903 members Entering Unmasked Estep Score: -1330625.000000 Penalty: 4614.338379 Iteration 31Q: 3 clusters Score -1330625 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -1330631.625000 Penalty: 4614.338379 Iteration 32Q: 3 clusters Score -1330632 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -1330643.125000 Penalty: 4614.338379 Iteration 33Q: 3 clusters Score -1330643 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -1330644.750000 Penalty: 4614.338379 Iteration 34Q: 3 clusters Score -1330645 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -1330648.250000 Penalty: 4614.338379 Iteration 35Q: 3 clusters Score -1330648 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -1330650.625000 Penalty: 4614.338379 Iteration 36Q: 3 clusters Score -1330651 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 9969 members Entering Unmasked Estep Score: -1330651.625000 Penalty: 4614.338379 Iteration 37Q: 3 clusters Score -1330652 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -1330653.750000 Penalty: 4614.338379 Iteration 38Q: 3 clusters Score -1330654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1330655.375000 Penalty: 4614.338379 Iteration 39Q: 3 clusters Score -1330655 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -1330653.500000 Penalty: 4614.338379 Iteration 40F: 3 clusters Score -1330654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -1330654.500000 Penalty: 4614.338379 Iteration 41Q: 3 clusters Score -1330654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -1330657.750000 Penalty: 4614.338379 Iteration 42Q: 3 clusters Score -1330658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 9978 members Entering Unmasked Estep Score: -1330655.625000 Penalty: 4614.338379 Iteration 43Q: 3 clusters Score -1330656 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 9981 members Entering Unmasked Estep Score: -1330654.375000 Penalty: 4614.338379 Iteration 44Q: 3 clusters Score -1330654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -1330655.125000 Penalty: 4614.338379 Iteration 45Q: 3 clusters Score -1330655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -1330655.875000 Penalty: 4614.338379 Iteration 46Q: 3 clusters Score -1330656 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -1330655.875000 Penalty: 4614.338379 Iteration 47F: 3 clusters Score -1330656 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 3421 members Mstep: Class 3 contains 3361 members Mstep: Class 4 contains 3430 members Mstep: Class 5 contains 11051 members Mstep: Class 6 contains 6644 members Mstep: Class 7 contains 11944 members Mstep: Class 8 contains 54889 members Mstep: Class 9 contains 5408 members Mstep: Class 11 contains 8403 members Mstep: Class 14 contains 3197 members Mstep: Class 15 contains 13057 members Mstep: Class 16 contains 102902 members Mstep: Class 17 contains 5736 members Mstep: Class 18 contains 10972 members Entering Unmasked Estep ConsiderDeletion Score: -33505436.000000 Penalty: 56051.496094 Iteration 39Q: 19 clusters Score -3.350544e+07 nChanged 4121 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 9141 members Mstep: Class 2 contains 3470 members Mstep: Class 3 contains 3159 members Mstep: Class 4 contains 3446 members Mstep: Class 5 contains 11182 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 12012 members Mstep: Class 8 contains 54900 members Mstep: Class 9 contains 5323 members Mstep: Class 10 contains 24252 members Mstep: Class 11 contains 8436 members Mstep: Class 12 contains 3222 members Mstep: Class 13 contains 2552 members Mstep: Class 14 contains 3925 members Mstep: Class 15 contains 13205 members Mstep: Class 16 contains 102219 members Mstep: Class 17 contains 5737 members Mstep: Class 18 contains 10972 members Entering Unmasked Estep ConsiderDeletion Score: -33507448.000000 Penalty: 56051.496094 Iteration 40F: 19 clusters Score -3.350745e+07 nChanged 2548 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 9086 members Mstep: Class 2 contains 3459 members Mstep: Class 3 contains 3029 members Mstep: Class 4 contains 3446 members Mstep: Class 5 contains 11325 members Mstep: Class 6 contains 6711 members Mstep: Class 7 contains 11719 members Mstep: Class 8 contains 54890 members Mstep: Class 9 contains 5229 members Mstep: Class 10 contains 24581 members Mstep: Class 11 contains 8402 members Mstep: Class 12 contains 3319 members Mstep: Class 13 contains 2578 members Mstep: Class 14 contains 4435 members Mstep: Class 15 contains 13146 members Mstep: Class 16 contains 101831 members Mstep: Class 17 contains 5727 members Mstep: Class 18 contains 10936 members Entering Unmasked Estep ConsiderDeletion Score: -33508344.000000 Penalty: 56051.496094 Iteration 41Q: 19 clusters Score -3.350834e+07 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 3482 members Mstep: Class 3 contains 2920 members Mstep: Class 4 contains 3459 members Mstep: Class 5 contains 11482 members Mstep: Class 6 contains 6701 members Mstep: Class 7 contains 11464 members Mstep: Class 8 contains 54872 members Mstep: Class 9 contains 5162 members Mstep: Class 10 contains 24801 members Mstep: Class 11 contains 8358 members Mstep: Class 12 contains 3372 members Mstep: Class 13 contains 2579 members Mstep: Class 14 contains 4748 members Mstep: Class 15 contains 13099 members Mstep: Class 16 contains 101666 members Mstep: Class 17 contains 5716 members Mstep: Class 18 contains 10906 members Entering Unmasked Estep ConsiderDeletion Score: -33508680.000000 Penalty: 56051.496094 Iteration 42Q: 19 clusters Score -3.350868e+07 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 3490 members Mstep: Class 3 contains 2841 members Mstep: Class 4 contains 3473 members Mstep: Class 5 contains 11616 members Mstep: Class 6 contains 6684 members Mstep: Class 7 contains 11251 members Mstep: Class 8 contains 54848 members Mstep: Class 9 contains 5100 members Mstep: Class 10 contains 24995 members Mstep: Class 11 contains 8308 members Mstep: Class 12 contains 3401 members Mstep: Class 13 contains 2580 members Mstep: Class 14 contains 4938 members Mstep: Class 15 contains 13061 members Mstep: Class 16 contains 101649 members Mstep: Class 17 contains 5709 members Mstep: Class 18 contains 10873 members Entering Unmasked Estep ConsiderDeletion Score: -33508886.000000 Penalty: 56051.496094 Iteration 43Q: 19 clusters Score -3.350889e+07 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 9011 members Mstep: Class 2 contains 3492 members Mstep: Class 3 contains 2774 members Mstep: Class 4 contains 3492 members Mstep: Class 5 contains 11743 members Mstep: Class 6 contains 6676 members Mstep: Class 7 contains 11075 members Mstep: Class 8 contains 54846 members Mstep: Class 9 contains 5044 members Mstep: Class 10 contains 25147 members Mstep: Class 11 contains 8286 members Mstep: Class 12 contains 3422 members Mstep: Class 13 contains 2580 members Mstep: Class 14 contains 5057 members Mstep: Class 15 contains 13006 members Mstep: Class 16 contains 101651 members Mstep: Class 17 contains 5703 members Mstep: Class 18 contains 10844 members Entering Unmasked Estep ConsiderDeletion Score: -33509150.000000 Penalty: 56051.496094 Iteration 44Q: 19 clusters Score -3.350915e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 3490 members Mstep: Class 3 contains 2723 members Mstep: Class 4 contains 3502 members Mstep: Class 5 contains 11831 members Mstep: Class 6 contains 6665 members Mstep: Class 7 contains 10909 members Mstep: Class 8 contains 54833 members Mstep: Class 9 contains 5002 members Mstep: Class 10 contains 25319 members Mstep: Class 11 contains 8260 members Mstep: Class 12 contains 3443 members Mstep: Class 13 contains 2587 members Mstep: Class 14 contains 5150 members Mstep: Class 15 contains 12960 members Mstep: Class 16 contains 101665 members Mstep: Class 17 contains 5698 members Mstep: Class 18 contains 10818 members Entering Unmasked Estep ConsiderDeletion Score: -33509330.000000 Penalty: 56051.496094 Iteration 45Q: 19 clusters Score -3.350933e+07 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 3490 members Mstep: Class 3 contains 2685 members Mstep: Class 4 contains 3525 members Mstep: Class 5 contains 11918 members Mstep: Class 6 contains 6651 members Mstep: Class 7 contains 10767 members Mstep: Class 8 contains 54821 members Mstep: Class 9 contains 4957 members Mstep: Class 10 contains 25453 members Mstep: Class 11 contains 8228 members Mstep: Class 12 contains 3461 members Mstep: Class 13 contains 2591 members Mstep: Class 14 contains 5209 members Mstep: Class 15 contains 12918 members Mstep: Class 16 contains 101706 members Mstep: Class 17 contains 5696 members Mstep: Class 18 contains 10789 members Entering Unmasked Estep ConsiderDeletion Score: -33509594.000000 Penalty: 56051.496094 Iteration 46Q: 19 clusters Score -3.350959e+07 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 3488 members Mstep: Class 3 contains 2651 members Mstep: Class 4 contains 3551 members Mstep: Class 5 contains 12010 members Mstep: Class 6 contains 6638 members Mstep: Class 7 contains 10646 members Mstep: Class 8 contains 54811 members Mstep: Class 9 contains 4921 members Mstep: Class 10 contains 25579 members Mstep: Class 11 contains 8182 members Mstep: Class 12 contains 3471 members Mstep: Class 13 contains 2592 members Mstep: Class 14 contains 5261 members Mstep: Class 15 contains 12886 members Mstep: Class 16 contains 101719 members Mstep: Class 17 contains 5693 members Mstep: Class 18 contains 10774 members Entering Unmasked Estep ConsiderDeletion Score: -33509622.000000 Penalty: 56051.496094 Iteration 47Q: 19 clusters Score -3.350962e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 3490 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 3569 members Mstep: Class 5 contains 12124 members Mstep: Class 6 contains 6625 members Mstep: Class 7 contains 10496 members Mstep: Class 8 contains 54805 members Mstep: Class 9 contains 4899 members Mstep: Class 10 contains 25717 members Mstep: Class 11 contains 8127 members Mstep: Class 12 contains 3483 members Mstep: Class 13 contains 2594 members Mstep: Class 14 contains 5293 members Mstep: Class 15 contains 12867 members Mstep: Class 16 contains 101737 members Mstep: Class 17 contains 5684 members Mstep: Class 18 contains 10763 members Entering Unmasked Estep ConsiderDeletion Score: -33509788.000000 Penalty: 56051.496094 Iteration 48Q: 19 clusters Score -3.350979e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 3488 members Mstep: Class 3 contains 2580 members Mstep: Class 4 contains 3586 members Mstep: Class 5 contains 12251 members Mstep: Class 6 contains 6616 members Mstep: Class 7 contains 10341 members Mstep: Class 8 contains 54796 members Mstep: Class 9 contains 4871 members Mstep: Class 10 contains 25858 members Mstep: Class 11 contains 8059 members Mstep: Class 12 contains 3488 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5315 members Mstep: Class 15 contains 12862 members Mstep: Class 16 contains 101759 members Mstep: Class 17 contains 5673 members Mstep: Class 18 contains 10751 members Entering Unmasked Estep ConsiderDeletion Score: -33510014.000000 Penalty: 56051.496094 Iteration 49Q: 19 clusters Score -3.351001e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 3488 members Mstep: Class 3 contains 2569 members Mstep: Class 4 contains 3604 members Mstep: Class 5 contains 12361 members Mstep: Class 6 contains 6614 members Mstep: Class 7 contains 10203 members Mstep: Class 8 contains 54779 members Mstep: Class 9 contains 4854 members Mstep: Class 10 contains 25994 members Mstep: Class 11 contains 7988 members Mstep: Class 12 contains 3493 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5332 members Mstep: Class 15 contains 12851 members Mstep: Class 16 contains 101762 members Mstep: Class 17 contains 5662 members Mstep: Class 18 contains 10747 members Entering Unmasked Estep ConsiderDeletion Score: -33510294.000000 Penalty: 56051.496094 Iteration 50Q: 19 clusters Score -3.351029e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 3490 members Mstep: Class 3 contains 2575 members Mstep: Class 4 contains 3627 members Mstep: Class 5 contains 12461 members Mstep: Class 6 contains 6607 members Mstep: Class 7 contains 10093 members Mstep: Class 8 contains 54771 members Mstep: Class 9 contains 4841 members Mstep: Class 10 contains 26099 members Mstep: Class 11 contains 7916 members Mstep: Class 12 contains 3495 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5347 members Mstep: Class 15 contains 12823 members Mstep: Class 16 contains 101771 members Mstep: Class 17 contains 5652 members Mstep: Class 18 contains 10741 members Entering Unmasked Estep ConsiderDeletion Score: -33510460.000000 Penalty: 56051.496094 Iteration 51Q: 19 clusters Score -3.351046e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8936 members Mstep: Class 2 contains 3491 members Mstep: Class 3 contains 2546 members Mstep: Class 4 contains 3639 members Mstep: Class 5 contains 12562 members Mstep: Class 6 contains 6604 members Mstep: Class 7 contains 9998 members Mstep: Class 8 contains 54768 members Mstep: Class 9 contains 4822 members Mstep: Class 10 contains 26193 members Mstep: Class 11 contains 7879 members Mstep: Class 12 contains 3502 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5354 members Mstep: Class 15 contains 12804 members Mstep: Class 16 contains 101779 members Mstep: Class 17 contains 5642 members Mstep: Class 18 contains 10734 members Entering Unmasked Estep ConsiderDeletion Score: -33510498.000000 Penalty: 56051.496094 Iteration 52Q: 19 clusters Score -3.35105e+07 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 3492 members Mstep: Class 3 contains 2504 members Mstep: Class 4 contains 3650 members Mstep: Class 5 contains 12661 members Mstep: Class 6 contains 6613 members Mstep: Class 7 contains 9907 members Mstep: Class 8 contains 54762 members Mstep: Class 9 contains 4804 members Mstep: Class 10 contains 26257 members Mstep: Class 11 contains 7845 members Mstep: Class 12 contains 3507 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 12807 members Mstep: Class 16 contains 101782 members Mstep: Class 17 contains 5635 members Mstep: Class 18 contains 10730 members Entering Unmasked Estep ConsiderDeletion Score: -33510588.000000 Penalty: 56051.496094 Iteration 53Q: 19 clusters Score -3.351059e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 3494 members Mstep: Class 3 contains 2484 members Mstep: Class 4 contains 3663 members Mstep: Class 5 contains 12751 members Mstep: Class 6 contains 6613 members Mstep: Class 7 contains 9820 members Mstep: Class 8 contains 54758 members Mstep: Class 9 contains 4788 members Mstep: Class 10 contains 26319 members Mstep: Class 11 contains 7819 members Mstep: Class 12 contains 3508 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 12804 members Mstep: Class 16 contains 101777 members Mstep: Class 17 contains 5627 members Mstep: Class 18 contains 10727 members Entering Unmasked Estep ConsiderDeletion Score: -33510666.000000 Penalty: 56051.496094 Iteration 54Q: 19 clusters Score -3.351067e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 3494 members Mstep: Class 3 contains 2466 members Mstep: Class 4 contains 3674 members Mstep: Class 5 contains 12807 members Mstep: Class 6 contains 6613 members Mstep: Class 7 contains 9744 members Mstep: Class 8 contains 54756 members Mstep: Class 9 contains 4771 members Mstep: Class 10 contains 26379 members Mstep: Class 11 contains 7809 members Mstep: Class 12 contains 3514 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5362 members Mstep: Class 15 contains 12797 members Mstep: Class 16 contains 101772 members Mstep: Class 17 contains 5626 members Mstep: Class 18 contains 10726 members Entering Unmasked Estep ConsiderDeletion Score: -33510656.000000 Penalty: 56051.496094 Iteration 55Q: 19 clusters Score -3.351066e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 3494 members Mstep: Class 3 contains 2453 members Mstep: Class 4 contains 3697 members Mstep: Class 5 contains 12859 members Mstep: Class 6 contains 6609 members Mstep: Class 7 contains 9669 members Mstep: Class 8 contains 54746 members Mstep: Class 9 contains 4765 members Mstep: Class 10 contains 26439 members Mstep: Class 11 contains 7800 members Mstep: Class 12 contains 3518 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5365 members Mstep: Class 15 contains 12783 members Mstep: Class 16 contains 101768 members Mstep: Class 17 contains 5624 members Mstep: Class 18 contains 10724 members Entering Unmasked Estep ConsiderDeletion Score: -33510676.000000 Penalty: 56051.496094 Iteration 56Q: 19 clusters Score -3.351068e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 3493 members Mstep: Class 3 contains 2430 members Mstep: Class 4 contains 3715 members Mstep: Class 5 contains 12919 members Mstep: Class 6 contains 6608 members Mstep: Class 7 contains 9602 members Mstep: Class 8 contains 54743 members Mstep: Class 9 contains 4756 members Mstep: Class 10 contains 26489 members Mstep: Class 11 contains 7799 members Mstep: Class 12 contains 3522 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12768 members Mstep: Class 16 contains 101766 members Mstep: Class 17 contains 5618 members Mstep: Class 18 contains 10719 members Entering Unmasked Estep ConsiderDeletion Score: -33510758.000000 Penalty: 56051.496094 Iteration 57Q: 19 clusters Score -3.351076e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8933 members Mstep: Class 2 contains 3495 members Mstep: Class 3 contains 2412 members Mstep: Class 4 contains 3722 members Mstep: Class 5 contains 12975 members Mstep: Class 6 contains 6602 members Mstep: Class 7 contains 9541 members Mstep: Class 8 contains 54733 members Mstep: Class 9 contains 4750 members Mstep: Class 10 contains 26539 members Mstep: Class 11 contains 7801 members Mstep: Class 12 contains 3532 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12759 members Mstep: Class 16 contains 101761 members Mstep: Class 17 contains 5616 members Mstep: Class 18 contains 10714 members Entering Unmasked Estep ConsiderDeletion Score: -33510794.000000 Penalty: 56051.496094 Iteration 58Q: 19 clusters Score -3.351079e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 3492 members Mstep: Class 3 contains 2404 members Mstep: Class 4 contains 3738 members Mstep: Class 5 contains 13008 members Mstep: Class 6 contains 6595 members Mstep: Class 7 contains 9476 members Mstep: Class 8 contains 54721 members Mstep: Class 9 contains 4744 members Mstep: Class 10 contains 26589 members Mstep: Class 11 contains 7808 members Mstep: Class 12 contains 3544 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12749 members Mstep: Class 16 contains 101760 members Mstep: Class 17 contains 5615 members Mstep: Class 18 contains 10710 members Entering Unmasked Estep ConsiderDeletion Score: -33510726.000000 Penalty: 56051.496094 Iteration 59Q: 19 clusters Score -3.351073e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 3492 members Mstep: Class 3 contains 2394 members Mstep: Class 4 contains 3758 members Mstep: Class 5 contains 13045 members Mstep: Class 6 contains 6592 members Mstep: Class 7 contains 9415 members Mstep: Class 8 contains 54713 members Mstep: Class 9 contains 4737 members Mstep: Class 10 contains 26634 members Mstep: Class 11 contains 7807 members Mstep: Class 12 contains 3554 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12735 members Mstep: Class 16 contains 101757 members Mstep: Class 17 contains 5611 members Mstep: Class 18 contains 10707 members Entering Unmasked Estep ConsiderDeletion Score: -33510900.000000 Penalty: 56051.496094 Iteration 60F: 19 clusters Score -3.35109e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8933 members Mstep: Class 2 contains 3491 members Mstep: Class 3 contains 2415 members Mstep: Class 4 contains 3764 members Mstep: Class 5 contains 13065 members Mstep: Class 6 contains 6589 members Mstep: Class 7 contains 9357 members Mstep: Class 8 contains 54708 members Mstep: Class 9 contains 4725 members Mstep: Class 10 contains 26686 members Mstep: Class 11 contains 7784 members Mstep: Class 12 contains 3562 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12727 members Mstep: Class 16 contains 101764 members Mstep: Class 17 contains 5610 members Mstep: Class 18 contains 10705 members Entering Unmasked Estep ConsiderDeletion Score: -33511038.000000 Penalty: 56051.496094 Iteration 61Q: 19 clusters Score -3.351104e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8933 members Mstep: Class 2 contains 3489 members Mstep: Class 3 contains 2422 members Mstep: Class 4 contains 3772 members Mstep: Class 5 contains 13090 members Mstep: Class 6 contains 6586 members Mstep: Class 7 contains 9291 members Mstep: Class 8 contains 54711 members Mstep: Class 9 contains 4716 members Mstep: Class 10 contains 26730 members Mstep: Class 11 contains 7781 members Mstep: Class 12 contains 3572 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12720 members Mstep: Class 16 contains 101761 members Mstep: Class 17 contains 5607 members Mstep: Class 18 contains 10704 members Entering Unmasked Estep ConsiderDeletion Score: -33511048.000000 Penalty: 56051.496094 Iteration 62Q: 19 clusters Score -3.351105e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8933 members Mstep: Class 2 contains 3487 members Mstep: Class 3 contains 2427 members Mstep: Class 4 contains 3783 members Mstep: Class 5 contains 13116 members Mstep: Class 6 contains 6582 members Mstep: Class 7 contains 9238 members Mstep: Class 8 contains 54708 members Mstep: Class 9 contains 4706 members Mstep: Class 10 contains 26772 members Mstep: Class 11 contains 7779 members Mstep: Class 12 contains 3576 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12713 members Mstep: Class 16 contains 101754 members Mstep: Class 17 contains 5607 members Mstep: Class 18 contains 10704 members Entering Unmasked Estep ConsiderDeletion Score: -33511090.000000 Penalty: 56051.496094 Iteration 63Q: 19 clusters Score -3.351109e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 3485 members Mstep: Class 3 contains 2432 members Mstep: Class 4 contains 3790 members Mstep: Class 5 contains 13137 members Mstep: Class 6 contains 6578 members Mstep: Class 7 contains 9189 members Mstep: Class 8 contains 54706 members Mstep: Class 9 contains 4701 members Mstep: Class 10 contains 26811 members Mstep: Class 11 contains 7787 members Mstep: Class 12 contains 3579 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12709 members Mstep: Class 16 contains 101742 members Mstep: Class 17 contains 5606 members Mstep: Class 18 contains 10703 members Entering Unmasked Estep ConsiderDeletion Score: -33511078.000000 Penalty: 56051.496094 Iteration 64Q: 19 clusters Score -3.351108e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8929 members Mstep: Class 2 contains 3485 members Mstep: Class 3 contains 2429 members Mstep: Class 4 contains 3800 members Mstep: Class 5 contains 13158 members Mstep: Class 6 contains 6575 members Mstep: Class 7 contains 9155 members Mstep: Class 8 contains 54701 members Mstep: Class 9 contains 4694 members Mstep: Class 10 contains 26838 members Mstep: Class 11 contains 7796 members Mstep: Class 12 contains 3581 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12702 members Mstep: Class 16 contains 101736 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10701 members Entering Unmasked Estep ConsiderDeletion Score: -33511102.000000 Penalty: 56051.496094 Iteration 65Q: 19 clusters Score -3.35111e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 3485 members Mstep: Class 3 contains 2423 members Mstep: Class 4 contains 3810 members Mstep: Class 5 contains 13182 members Mstep: Class 6 contains 6569 members Mstep: Class 7 contains 9109 members Mstep: Class 8 contains 54699 members Mstep: Class 9 contains 4685 members Mstep: Class 10 contains 26870 members Mstep: Class 11 contains 7792 members Mstep: Class 12 contains 3584 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12697 members Mstep: Class 16 contains 101750 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10699 members Entering Unmasked Estep ConsiderDeletion Score: -33511100.000000 Penalty: 56051.496094 Iteration 66Q: 19 clusters Score -3.35111e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 3483 members Mstep: Class 3 contains 2419 members Mstep: Class 4 contains 3820 members Mstep: Class 5 contains 13198 members Mstep: Class 6 contains 6562 members Mstep: Class 7 contains 9067 members Mstep: Class 8 contains 54701 members Mstep: Class 9 contains 4674 members Mstep: Class 10 contains 26908 members Mstep: Class 11 contains 7795 members Mstep: Class 12 contains 3583 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5368 members Mstep: Class 15 contains 12688 members Mstep: Class 16 contains 101762 members Mstep: Class 17 contains 5606 members Mstep: Class 18 contains 10699 members Entering Unmasked Estep ConsiderDeletion Score: -33511140.000000 Penalty: 56051.496094 Iteration 67Q: 19 clusters Score -3.351114e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 3482 members Mstep: Class 3 contains 2416 members Mstep: Class 4 contains 3828 members Mstep: Class 5 contains 13206 members Mstep: Class 6 contains 6557 members Mstep: Class 7 contains 9026 members Mstep: Class 8 contains 54698 members Mstep: Class 9 contains 4666 members Mstep: Class 10 contains 26966 members Mstep: Class 11 contains 7799 members Mstep: Class 12 contains 3582 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12682 members Mstep: Class 16 contains 101761 members Mstep: Class 17 contains 5607 members Mstep: Class 18 contains 10699 members Entering Unmasked Estep ConsiderDeletion Score: -33511152.000000 Penalty: 56051.496094 Iteration 68Q: 19 clusters Score -3.351115e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 3482 members Mstep: Class 3 contains 2408 members Mstep: Class 4 contains 3839 members Mstep: Class 5 contains 13220 members Mstep: Class 6 contains 6552 members Mstep: Class 7 contains 8979 members Mstep: Class 8 contains 54697 members Mstep: Class 9 contains 4660 members Mstep: Class 10 contains 27008 members Mstep: Class 11 contains 7802 members Mstep: Class 12 contains 3583 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12678 members Mstep: Class 16 contains 101761 members Mstep: Class 17 contains 5608 members Mstep: Class 18 contains 10699 members Entering Unmasked Estep ConsiderDeletion Score: -33511136.000000 Penalty: 56051.496094 Iteration 69Q: 19 clusters Score -3.351114e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 3481 members Mstep: Class 3 contains 2403 members Mstep: Class 4 contains 3849 members Mstep: Class 5 contains 13228 members Mstep: Class 6 contains 6544 members Mstep: Class 7 contains 8943 members Mstep: Class 8 contains 54693 members Mstep: Class 9 contains 4653 members Mstep: Class 10 contains 27045 members Mstep: Class 11 contains 7802 members Mstep: Class 12 contains 3585 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12672 members Mstep: Class 16 contains 101772 members Mstep: Class 17 contains 5608 members Mstep: Class 18 contains 10698 members Entering Unmasked Estep ConsiderDeletion Score: -33511188.000000 Penalty: 56051.496094 Iteration 70Q: 19 clusters Score -3.351119e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 3480 members Mstep: Class 3 contains 2399 members Mstep: Class 4 contains 3856 members Mstep: Class 5 contains 13235 members Mstep: Class 6 contains 6544 members Mstep: Class 7 contains 8919 members Mstep: Class 8 contains 54694 members Mstep: Class 9 contains 4648 members Mstep: Class 10 contains 27073 members Mstep: Class 11 contains 7807 members Mstep: Class 12 contains 3585 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12664 members Mstep: Class 16 contains 101768 members Mstep: Class 17 contains 5607 members Mstep: Class 18 contains 10696 members Entering Unmasked Estep ConsiderDeletion Score: -33511172.000000 Penalty: 56051.496094 Iteration 71Q: 19 clusters Score -3.351117e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 3480 members Mstep: Class 3 contains 2397 members Mstep: Class 4 contains 3862 members Mstep: Class 5 contains 13246 members Mstep: Class 6 contains 6545 members Mstep: Class 7 contains 8896 members Mstep: Class 8 contains 54694 members Mstep: Class 9 contains 4643 members Mstep: Class 10 contains 27092 members Mstep: Class 11 contains 7810 members Mstep: Class 12 contains 3587 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12652 members Mstep: Class 16 contains 101766 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10696 members Entering Unmasked Estep ConsiderDeletion Score: -33511214.000000 Penalty: 56051.496094 Iteration 72Q: 19 clusters Score -3.351121e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 3479 members Mstep: Class 3 contains 2394 members Mstep: Class 4 contains 3869 members Mstep: Class 5 contains 13257 members Mstep: Class 6 contains 6547 members Mstep: Class 7 contains 8879 members Mstep: Class 8 contains 54693 members Mstep: Class 9 contains 4642 members Mstep: Class 10 contains 27106 members Mstep: Class 11 contains 7810 members Mstep: Class 12 contains 3587 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12643 members Mstep: Class 16 contains 101767 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10696 members Entering Unmasked Estep ConsiderDeletion Score: -33511182.000000 Penalty: 56051.496094 Iteration 73Q: 19 clusters Score -3.351118e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 3479 members Mstep: Class 3 contains 2392 members Mstep: Class 4 contains 3869 members Mstep: Class 5 contains 13266 members Mstep: Class 6 contains 6549 members Mstep: Class 7 contains 8863 members Mstep: Class 8 contains 54693 members Mstep: Class 9 contains 4640 members Mstep: Class 10 contains 27126 members Mstep: Class 11 contains 7811 members Mstep: Class 12 contains 3589 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12631 members Mstep: Class 16 contains 101771 members Mstep: Class 17 contains 5600 members Mstep: Class 18 contains 10695 members Entering Unmasked Estep ConsiderDeletion Score: -33511260.000000 Penalty: 56051.496094 Iteration 74Q: 19 clusters Score -3.351126e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 3479 members Mstep: Class 3 contains 2389 members Mstep: Class 4 contains 3870 members Mstep: Class 5 contains 13275 members Mstep: Class 6 contains 6547 members Mstep: Class 7 contains 8844 members Mstep: Class 8 contains 54691 members Mstep: Class 9 contains 4636 members Mstep: Class 10 contains 27148 members Mstep: Class 11 contains 7813 members Mstep: Class 12 contains 3591 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12627 members Mstep: Class 16 contains 101772 members Mstep: Class 17 contains 5601 members Mstep: Class 18 contains 10690 members Entering Unmasked Estep ConsiderDeletion Score: -33511184.000000 Penalty: 56051.496094 Iteration 75Q: 19 clusters Score -3.351118e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 3478 members Mstep: Class 3 contains 2387 members Mstep: Class 4 contains 3867 members Mstep: Class 5 contains 13287 members Mstep: Class 6 contains 6545 members Mstep: Class 7 contains 8819 members Mstep: Class 8 contains 54689 members Mstep: Class 9 contains 4635 members Mstep: Class 10 contains 27166 members Mstep: Class 11 contains 7814 members Mstep: Class 12 contains 3593 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12627 members Mstep: Class 16 contains 101773 members Mstep: Class 17 contains 5601 members Mstep: Class 18 contains 10691 members Entering Unmasked Estep ConsiderDeletion Score: -33511216.000000 Penalty: 56051.496094 Iteration 76Q: 19 clusters Score -3.351122e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2386 members Mstep: Class 4 contains 3866 members Mstep: Class 5 contains 13294 members Mstep: Class 6 contains 6541 members Mstep: Class 7 contains 8799 members Mstep: Class 8 contains 54688 members Mstep: Class 9 contains 4634 members Mstep: Class 10 contains 27180 members Mstep: Class 11 contains 7815 members Mstep: Class 12 contains 3597 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12629 members Mstep: Class 16 contains 101777 members Mstep: Class 17 contains 5602 members Mstep: Class 18 contains 10688 members Entering Unmasked Estep ConsiderDeletion Score: -33511252.000000 Penalty: 56051.496094 Iteration 77Q: 19 clusters Score -3.351125e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 3476 members Mstep: Class 3 contains 2386 members Mstep: Class 4 contains 3871 members Mstep: Class 5 contains 13300 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8781 members Mstep: Class 8 contains 54685 members Mstep: Class 9 contains 4632 members Mstep: Class 10 contains 27199 members Mstep: Class 11 contains 7815 members Mstep: Class 12 contains 3598 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12627 members Mstep: Class 16 contains 101777 members Mstep: Class 17 contains 5602 members Mstep: Class 18 contains 10685 members Entering Unmasked Estep ConsiderDeletion Score: -33511218.000000 Penalty: 56051.496094 Iteration 78Q: 19 clusters Score -3.351122e+07 nChanged 51 Entering ConstructFrom: Score: -33511218.000000 Penalty: 56051.496094 Entering ConstructFrom: Trying to split cluster 1 (8910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Entering Unmasked Estep Score: -1059592.375000 Penalty: 2255.542480 Iteration 0F: 2 clusters Score -1059592 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1052604.000000 Penalty: 4511.084961 Iteration 0F: 3 clusters Score -1052604 nChanged 3629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1054519.750000 Penalty: 4511.084961 Iteration 1F: 3 clusters Score -1054520 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1054848.125000 Penalty: 4511.084961 Iteration 2F: 3 clusters Score -1054848 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1055080.750000 Penalty: 4511.084961 Iteration 3F: 3 clusters Score -1055081 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1055260.875000 Penalty: 4511.084961 Iteration 4Q: 3 clusters Score -1055261 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1055454.375000 Penalty: 4511.084961 Iteration 5Q: 3 clusters Score -1055454 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1055657.125000 Penalty: 4511.084961 Iteration 6Q: 3 clusters Score -1055657 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -1055875.750000 Penalty: 4511.084961 Iteration 7Q: 3 clusters Score -1055876 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1056141.875000 Penalty: 4511.084961 Iteration 8Q: 3 clusters Score -1056142 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1056446.000000 Penalty: 4511.084961 Iteration 9F: 3 clusters Score -1056446 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -1056795.500000 Penalty: 4511.084961 Iteration 10F: 3 clusters Score -1056796 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -1057112.750000 Penalty: 4511.084961 Iteration 11F: 3 clusters Score -1057113 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -1057414.750000 Penalty: 4511.084961 Iteration 12Q: 3 clusters Score -1057415 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -1057715.875000 Penalty: 4511.084961 Iteration 13Q: 3 clusters Score -1057716 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -1057946.125000 Penalty: 4511.084961 Iteration 14Q: 3 clusters Score -1057946 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -1058106.375000 Penalty: 4511.084961 Iteration 15Q: 3 clusters Score -1058106 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -1058209.250000 Penalty: 4511.084961 Iteration 16Q: 3 clusters Score -1058209 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1058272.250000 Penalty: 4511.084961 Iteration 17Q: 3 clusters Score -1058272 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -1058320.375000 Penalty: 4511.084961 Iteration 18Q: 3 clusters Score -1058320 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -1058344.625000 Penalty: 4511.084961 Iteration 19Q: 3 clusters Score -1058345 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -1058362.500000 Penalty: 4511.084961 Iteration 20F: 3 clusters Score -1058362 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -1058382.250000 Penalty: 4511.084961 Iteration 21Q: 3 clusters Score -1058382 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 6567 members Entering Unmasked Estep Score: -1058407.625000 Penalty: 4511.084961 Iteration 22Q: 3 clusters Score -1058408 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -1058428.875000 Penalty: 4511.084961 Iteration 23Q: 3 clusters Score -1058429 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -1058443.375000 Penalty: 4511.084961 Iteration 24Q: 3 clusters Score -1058443 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -1058451.625000 Penalty: 4511.084961 Iteration 25Q: 3 clusters Score -1058452 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -1058461.250000 Penalty: 4511.084961 Iteration 26Q: 3 clusters Score -1058461 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -1058471.000000 Penalty: 4511.084961 Iteration 27Q: 3 clusters Score -1058471 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1058479.875000 Penalty: 4511.084961 Iteration 28Q: 3 clusters Score -1058480 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1058483.625000 Penalty: 4511.084961 Iteration 29Q: 3 clusters Score -1058484 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -1058489.625000 Penalty: 4511.084961 Iteration 30Q: 3 clusters Score -1058490 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -1058492.375000 Penalty: 4511.084961 Iteration 31Q: 3 clusters Score -1058492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -1058494.250000 Penalty: 4511.084961 Iteration 32Q: 3 clusters Score -1058494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 6820 members Entering Unmasked Estep Score: -1058494.500000 Penalty: 4511.084961 Iteration 33Q: 3 clusters Score -1058494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -1058493.000000 Penalty: 4511.084961 Iteration 34Q: 3 clusters Score -1058493 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -1058495.125000 Penalty: 4511.084961 Iteration 35Q: 3 clusters Score -1058495 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -1058496.250000 Penalty: 4511.084961 Iteration 36Q: 3 clusters Score -1058496 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -1058501.750000 Penalty: 4511.084961 Iteration 37Q: 3 clusters Score -1058502 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1058502.250000 Penalty: 4511.084961 Iteration 38Q: 3 clusters Score -1058502 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1058501.750000 Penalty: 4511.084961 Iteration 39Q: 3 clusters Score -1058502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -1058503.625000 Penalty: 4511.084961 Iteration 40F: 3 clusters Score -1058504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1058503.625000 Penalty: 4511.084961 Iteration 41Q: 3 clusters Score -1058504 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -1058507.000000 Penalty: 4511.084961 Iteration 42Q: 3 clusters Score -1058507 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -1058508.875000 Penalty: 4511.084961 Iteration 43Q: 3 clusters Score -1058509 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -1058509.375000 Penalty: 4511.084961 Iteration 44Q: 3 clusters Score -1058509 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -1058514.625000 Penalty: 4511.084961 Iteration 45Q: 3 clusters Score -1058515 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -1058515.875000 Penalty: 4511.084961 Iteration 46Q: 3 clusters Score -1058516 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -1058516.250000 Penalty: 4511.084961 Iteration 47Q: 3 clusters Score -1058516 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -1058516.875000 Penalty: 4511.084961 Iteration 48Q: 3 clusters Score -1058517 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -1058520.125000 Penalty: 4511.084961 Iteration 49Q: 3 clusters Score -1058520 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -1058519.500000 Penalty: 4511.084961 Iteration 50Q: 3 clusters Score -1058520 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -1058521.250000 Penalty: 4511.084961 Iteration 51Q: 3 clusters Score -1058521 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -1058522.625000 Penalty: 4511.084961 Iteration 52Q: 3 clusters Score -1058523 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1058522.625000 Penalty: 4511.084961 Iteration 53Q: 3 clusters Score -1058523 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -1058524.875000 Penalty: 4511.084961 Iteration 54Q: 3 clusters Score -1058525 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -1058526.375000 Penalty: 4511.084961 Iteration 55Q: 3 clusters Score -1058526 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -1058528.125000 Penalty: 4511.084961 Iteration 56Q: 3 clusters Score -1058528 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -1058530.375000 Penalty: 4511.084961 Iteration 57Q: 3 clusters Score -1058530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -1058527.875000 Penalty: 4511.084961 Iteration 58Q: 3 clusters Score -1058528 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -1058531.750000 Penalty: 4511.084961 Iteration 59Q: 3 clusters Score -1058532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1058531.375000 Penalty: 4511.084961 Iteration 60F: 3 clusters Score -1058531 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -1058532.000000 Penalty: 4511.084961 Iteration 61Q: 3 clusters Score -1058532 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -1058531.750000 Penalty: 4511.084961 Iteration 62Q: 3 clusters Score -1058532 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -1058531.750000 Penalty: 4511.084961 Iteration 63F: 3 clusters Score -1058532 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Entering Unmasked Estep Score: -396992.968750 Penalty: 2022.102173 Iteration 0F: 2 clusters Score -396993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -393559.906250 Penalty: 4044.204346 Iteration 0F: 3 clusters Score -393559.9 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -394490.187500 Penalty: 4044.204346 Iteration 1F: 3 clusters Score -394490.2 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -394922.781250 Penalty: 4044.204346 Iteration 2F: 3 clusters Score -394922.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -395679.281250 Penalty: 4044.204346 Iteration 3F: 3 clusters Score -395679.3 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -396770.906250 Penalty: 4044.204346 Iteration 4F: 3 clusters Score -396770.9 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -397623.031250 Penalty: 4044.204346 Iteration 5F: 3 clusters Score -397623 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -397854.437500 Penalty: 4044.204346 Iteration 6F: 3 clusters Score -397854.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -397917.625000 Penalty: 4044.204346 Iteration 7Q: 3 clusters Score -397917.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -397936.968750 Penalty: 4044.204346 Iteration 8Q: 3 clusters Score -397937 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -397950.406250 Penalty: 4044.204346 Iteration 9Q: 3 clusters Score -397950.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -397959.125000 Penalty: 4044.204346 Iteration 10Q: 3 clusters Score -397959.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -397966.437500 Penalty: 4044.204346 Iteration 11Q: 3 clusters Score -397966.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -397969.125000 Penalty: 4044.204346 Iteration 12Q: 3 clusters Score -397969.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -397970.718750 Penalty: 4044.204346 Iteration 13Q: 3 clusters Score -397970.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -397972.062500 Penalty: 4044.204346 Iteration 14Q: 3 clusters Score -397972.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -397973.562500 Penalty: 4044.204346 Iteration 15Q: 3 clusters Score -397973.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -397974.718750 Penalty: 4044.204346 Iteration 16Q: 3 clusters Score -397974.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -397975.093750 Penalty: 4044.204346 Iteration 17Q: 3 clusters Score -397975.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -397975.406250 Penalty: 4044.204346 Iteration 18Q: 3 clusters Score -397975.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -397975.406250 Penalty: 4044.204346 Iteration 19F: 3 clusters Score -397975.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 557 members Mstep: Class 3 contains 2386 members Mstep: Class 4 contains 3876 members Mstep: Class 5 contains 13303 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8758 members Mstep: Class 8 contains 54686 members Mstep: Class 9 contains 4632 members Mstep: Class 10 contains 27217 members Mstep: Class 11 contains 7815 members Mstep: Class 12 contains 3600 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12622 members Mstep: Class 16 contains 101781 members Mstep: Class 17 contains 5603 members Mstep: Class 18 contains 10681 members Mstep: Class 19 contains 2919 members Entering Unmasked Estep Score: -33511108.000000 Penalty: 59165.464844 Splitting cluster 2 changes total score from -33511218.000000 to -33511108.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (2386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Entering Unmasked Estep Score: -275625.812500 Penalty: 1928.788696 Iteration 0F: 2 clusters Score -275625.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -272757.437500 Penalty: 3857.577393 Iteration 0F: 3 clusters Score -272757.4 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -273347.343750 Penalty: 3857.577393 Iteration 1F: 3 clusters Score -273347.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -273512.781250 Penalty: 3857.577393 Iteration 2F: 3 clusters Score -273512.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -273606.843750 Penalty: 3857.577393 Iteration 3Q: 3 clusters Score -273606.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -273663.187500 Penalty: 3857.577393 Iteration 4Q: 3 clusters Score -273663.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -273700.718750 Penalty: 3857.577393 Iteration 5Q: 3 clusters Score -273700.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -273730.218750 Penalty: 3857.577393 Iteration 6Q: 3 clusters Score -273730.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -273748.375000 Penalty: 3857.577393 Iteration 7Q: 3 clusters Score -273748.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -273761.312500 Penalty: 3857.577393 Iteration 8Q: 3 clusters Score -273761.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -273774.031250 Penalty: 3857.577393 Iteration 9Q: 3 clusters Score -273774 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -273782.375000 Penalty: 3857.577393 Iteration 10Q: 3 clusters Score -273782.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -273788.968750 Penalty: 3857.577393 Iteration 11Q: 3 clusters Score -273789 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -273800.593750 Penalty: 3857.577393 Iteration 12Q: 3 clusters Score -273800.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -273812.031250 Penalty: 3857.577393 Iteration 13Q: 3 clusters Score -273812 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -273829.437500 Penalty: 3857.577393 Iteration 14Q: 3 clusters Score -273829.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -273852.562500 Penalty: 3857.577393 Iteration 15Q: 3 clusters Score -273852.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -273878.781250 Penalty: 3857.577393 Iteration 16Q: 3 clusters Score -273878.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -273906.125000 Penalty: 3857.577393 Iteration 17Q: 3 clusters Score -273906.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -273944.468750 Penalty: 3857.577393 Iteration 18Q: 3 clusters Score -273944.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -273982.781250 Penalty: 3857.577393 Iteration 19Q: 3 clusters Score -273982.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -274025.750000 Penalty: 3857.577393 Iteration 20F: 3 clusters Score -274025.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -274062.218750 Penalty: 3857.577393 Iteration 21Q: 3 clusters Score -274062.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -274098.156250 Penalty: 3857.577393 Iteration 22Q: 3 clusters Score -274098.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -274133.375000 Penalty: 3857.577393 Iteration 23Q: 3 clusters Score -274133.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -274166.187500 Penalty: 3857.577393 Iteration 24Q: 3 clusters Score -274166.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -274188.593750 Penalty: 3857.577393 Iteration 25Q: 3 clusters Score -274188.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -274209.031250 Penalty: 3857.577393 Iteration 26Q: 3 clusters Score -274209 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -274228.218750 Penalty: 3857.577393 Iteration 27Q: 3 clusters Score -274228.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -274239.156250 Penalty: 3857.577393 Iteration 28Q: 3 clusters Score -274239.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -274244.687500 Penalty: 3857.577393 Iteration 29Q: 3 clusters Score -274244.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -274251.750000 Penalty: 3857.577393 Iteration 30Q: 3 clusters Score -274251.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -274255.281250 Penalty: 3857.577393 Iteration 31Q: 3 clusters Score -274255.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -274259.218750 Penalty: 3857.577393 Iteration 32Q: 3 clusters Score -274259.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -274264.906250 Penalty: 3857.577393 Iteration 33Q: 3 clusters Score -274264.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -274266.656250 Penalty: 3857.577393 Iteration 34Q: 3 clusters Score -274266.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -274270.406250 Penalty: 3857.577393 Iteration 35Q: 3 clusters Score -274270.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -274272.781250 Penalty: 3857.577393 Iteration 36Q: 3 clusters Score -274272.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -274272.968750 Penalty: 3857.577393 Iteration 37Q: 3 clusters Score -274273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -274272.968750 Penalty: 3857.577393 Iteration 38F: 3 clusters Score -274273 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Entering Unmasked Estep Score: -454949.562500 Penalty: 2049.114502 Iteration 0F: 2 clusters Score -454949.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -451108.218750 Penalty: 4098.229004 Iteration 0F: 3 clusters Score -451108.2 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -451933.562500 Penalty: 4098.229004 Iteration 1F: 3 clusters Score -451933.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -452112.375000 Penalty: 4098.229004 Iteration 2F: 3 clusters Score -452112.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -452231.000000 Penalty: 4098.229004 Iteration 3F: 3 clusters Score -452231 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -452330.968750 Penalty: 4098.229004 Iteration 4Q: 3 clusters Score -452331 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -452418.031250 Penalty: 4098.229004 Iteration 5Q: 3 clusters Score -452418 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -452483.281250 Penalty: 4098.229004 Iteration 6Q: 3 clusters Score -452483.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -452535.843750 Penalty: 4098.229004 Iteration 7Q: 3 clusters Score -452535.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -452569.031250 Penalty: 4098.229004 Iteration 8Q: 3 clusters Score -452569 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -452595.437500 Penalty: 4098.229004 Iteration 9Q: 3 clusters Score -452595.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -452613.187500 Penalty: 4098.229004 Iteration 10Q: 3 clusters Score -452613.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -452627.218750 Penalty: 4098.229004 Iteration 11Q: 3 clusters Score -452627.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -452642.406250 Penalty: 4098.229004 Iteration 12Q: 3 clusters Score -452642.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -452653.156250 Penalty: 4098.229004 Iteration 13Q: 3 clusters Score -452653.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -452659.125000 Penalty: 4098.229004 Iteration 14Q: 3 clusters Score -452659.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -452668.000000 Penalty: 4098.229004 Iteration 15Q: 3 clusters Score -452668 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -452677.062500 Penalty: 4098.229004 Iteration 16Q: 3 clusters Score -452677.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -452685.218750 Penalty: 4098.229004 Iteration 17Q: 3 clusters Score -452685.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -452692.875000 Penalty: 4098.229004 Iteration 18Q: 3 clusters Score -452692.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -452699.843750 Penalty: 4098.229004 Iteration 19Q: 3 clusters Score -452699.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -452706.437500 Penalty: 4098.229004 Iteration 20F: 3 clusters Score -452706.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -452712.812500 Penalty: 4098.229004 Iteration 21Q: 3 clusters Score -452712.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -452717.093750 Penalty: 4098.229004 Iteration 22Q: 3 clusters Score -452717.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -452721.125000 Penalty: 4098.229004 Iteration 23Q: 3 clusters Score -452721.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -452725.687500 Penalty: 4098.229004 Iteration 24Q: 3 clusters Score -452725.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -452733.750000 Penalty: 4098.229004 Iteration 25Q: 3 clusters Score -452733.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -452742.250000 Penalty: 4098.229004 Iteration 26Q: 3 clusters Score -452742.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -452751.281250 Penalty: 4098.229004 Iteration 27Q: 3 clusters Score -452751.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -452756.875000 Penalty: 4098.229004 Iteration 28Q: 3 clusters Score -452756.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -452760.000000 Penalty: 4098.229004 Iteration 29Q: 3 clusters Score -452760 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -452764.531250 Penalty: 4098.229004 Iteration 30Q: 3 clusters Score -452764.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -452764.812500 Penalty: 4098.229004 Iteration 31Q: 3 clusters Score -452764.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -452765.625000 Penalty: 4098.229004 Iteration 32Q: 3 clusters Score -452765.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -452765.781250 Penalty: 4098.229004 Iteration 33Q: 3 clusters Score -452765.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -452767.031250 Penalty: 4098.229004 Iteration 34Q: 3 clusters Score -452767 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -452767.718750 Penalty: 4098.229004 Iteration 35Q: 3 clusters Score -452767.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -452768.781250 Penalty: 4098.229004 Iteration 36Q: 3 clusters Score -452768.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -452769.000000 Penalty: 4098.229004 Iteration 37Q: 3 clusters Score -452769 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -452768.843750 Penalty: 4098.229004 Iteration 38Q: 3 clusters Score -452768.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -452768.968750 Penalty: 4098.229004 Iteration 39Q: 3 clusters Score -452769 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -452768.937500 Penalty: 4098.229004 Iteration 40F: 3 clusters Score -452768.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -452770.187500 Penalty: 4098.229004 Iteration 41Q: 3 clusters Score -452770.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -452770.593750 Penalty: 4098.229004 Iteration 42Q: 3 clusters Score -452770.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -452772.062500 Penalty: 4098.229004 Iteration 43Q: 3 clusters Score -452772.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -452772.000000 Penalty: 4098.229004 Iteration 44Q: 3 clusters Score -452772 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -452772.000000 Penalty: 4098.229004 Iteration 45Q: 3 clusters Score -452772 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -452773.062500 Penalty: 4098.229004 Iteration 46Q: 3 clusters Score -452773.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -452773.156250 Penalty: 4098.229004 Iteration 47Q: 3 clusters Score -452773.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -452773.156250 Penalty: 4098.229004 Iteration 48F: 3 clusters Score -452773.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (13303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13303 members Entering Unmasked Estep Score: -1610240.625000 Penalty: 2354.944580 Iteration 0F: 2 clusters Score -1610241 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -1600481.875000 Penalty: 4709.889160 Iteration 0F: 3 clusters Score -1600482 nChanged 5634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1603493.000000 Penalty: 4709.889160 Iteration 1F: 3 clusters Score -1603493 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -1603768.125000 Penalty: 4709.889160 Iteration 2F: 3 clusters Score -1603768 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -1603966.000000 Penalty: 4709.889160 Iteration 3Q: 3 clusters Score -1603966 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -1604178.375000 Penalty: 4709.889160 Iteration 4Q: 3 clusters Score -1604178 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -1604421.375000 Penalty: 4709.889160 Iteration 5Q: 3 clusters Score -1604421 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1604666.250000 Penalty: 4709.889160 Iteration 6Q: 3 clusters Score -1604666 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -1604924.125000 Penalty: 4709.889160 Iteration 7Q: 3 clusters Score -1604924 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -1605224.000000 Penalty: 4709.889160 Iteration 8Q: 3 clusters Score -1605224 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -1605554.000000 Penalty: 4709.889160 Iteration 9Q: 3 clusters Score -1605554 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1605888.375000 Penalty: 4709.889160 Iteration 10Q: 3 clusters Score -1605888 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1606189.000000 Penalty: 4709.889160 Iteration 11Q: 3 clusters Score -1606189 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1606436.875000 Penalty: 4709.889160 Iteration 12Q: 3 clusters Score -1606437 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10407 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -1606657.875000 Penalty: 4709.889160 Iteration 13Q: 3 clusters Score -1606658 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -1606863.250000 Penalty: 4709.889160 Iteration 14Q: 3 clusters Score -1606863 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10904 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -1607088.250000 Penalty: 4709.889160 Iteration 15Q: 3 clusters Score -1607088 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -1607316.875000 Penalty: 4709.889160 Iteration 16Q: 3 clusters Score -1607317 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1607526.125000 Penalty: 4709.889160 Iteration 17Q: 3 clusters Score -1607526 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11436 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1607695.875000 Penalty: 4709.889160 Iteration 18Q: 3 clusters Score -1607696 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11541 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1607844.125000 Penalty: 4709.889160 Iteration 19Q: 3 clusters Score -1607844 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11628 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1607952.000000 Penalty: 4709.889160 Iteration 20F: 3 clusters Score -1607952 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1608023.625000 Penalty: 4709.889160 Iteration 21Q: 3 clusters Score -1608024 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1608076.625000 Penalty: 4709.889160 Iteration 22Q: 3 clusters Score -1608077 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1608111.125000 Penalty: 4709.889160 Iteration 23Q: 3 clusters Score -1608111 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11804 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1608137.875000 Penalty: 4709.889160 Iteration 24Q: 3 clusters Score -1608138 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11831 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1608166.000000 Penalty: 4709.889160 Iteration 25Q: 3 clusters Score -1608166 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11850 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1608183.625000 Penalty: 4709.889160 Iteration 26Q: 3 clusters Score -1608184 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -1608194.125000 Penalty: 4709.889160 Iteration 27Q: 3 clusters Score -1608194 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1608200.625000 Penalty: 4709.889160 Iteration 28Q: 3 clusters Score -1608201 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1608210.375000 Penalty: 4709.889160 Iteration 29Q: 3 clusters Score -1608210 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1608215.000000 Penalty: 4709.889160 Iteration 30Q: 3 clusters Score -1608215 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1608216.750000 Penalty: 4709.889160 Iteration 31Q: 3 clusters Score -1608217 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1608216.875000 Penalty: 4709.889160 Iteration 32Q: 3 clusters Score -1608217 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1608216.500000 Penalty: 4709.889160 Iteration 33Q: 3 clusters Score -1608216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1608217.375000 Penalty: 4709.889160 Iteration 34Q: 3 clusters Score -1608217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1608220.250000 Penalty: 4709.889160 Iteration 35Q: 3 clusters Score -1608220 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1608220.250000 Penalty: 4709.889160 Iteration 36F: 3 clusters Score -1608220 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Entering Unmasked Estep Score: -789762.875000 Penalty: 2178.851562 Iteration 0F: 2 clusters Score -789762.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -784282.250000 Penalty: 4357.703125 Iteration 0F: 3 clusters Score -784282.2 nChanged 2586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -785754.875000 Penalty: 4357.703125 Iteration 1F: 3 clusters Score -785754.9 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -786012.937500 Penalty: 4357.703125 Iteration 2F: 3 clusters Score -786012.9 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -786210.750000 Penalty: 4357.703125 Iteration 3F: 3 clusters Score -786210.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -786336.187500 Penalty: 4357.703125 Iteration 4Q: 3 clusters Score -786336.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -786448.625000 Penalty: 4357.703125 Iteration 5Q: 3 clusters Score -786448.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -786549.875000 Penalty: 4357.703125 Iteration 6Q: 3 clusters Score -786549.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -786630.937500 Penalty: 4357.703125 Iteration 7Q: 3 clusters Score -786630.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -786697.125000 Penalty: 4357.703125 Iteration 8Q: 3 clusters Score -786697.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -786757.062500 Penalty: 4357.703125 Iteration 9Q: 3 clusters Score -786757.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -786789.875000 Penalty: 4357.703125 Iteration 10Q: 3 clusters Score -786789.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -786811.375000 Penalty: 4357.703125 Iteration 11Q: 3 clusters Score -786811.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -786825.250000 Penalty: 4357.703125 Iteration 12Q: 3 clusters Score -786825.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -786836.187500 Penalty: 4357.703125 Iteration 13Q: 3 clusters Score -786836.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -786844.875000 Penalty: 4357.703125 Iteration 14Q: 3 clusters Score -786844.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -786854.937500 Penalty: 4357.703125 Iteration 15Q: 3 clusters Score -786854.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -786858.500000 Penalty: 4357.703125 Iteration 16Q: 3 clusters Score -786858.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -786863.187500 Penalty: 4357.703125 Iteration 17Q: 3 clusters Score -786863.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -786864.437500 Penalty: 4357.703125 Iteration 18Q: 3 clusters Score -786864.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -786873.750000 Penalty: 4357.703125 Iteration 19Q: 3 clusters Score -786873.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -786880.312500 Penalty: 4357.703125 Iteration 20F: 3 clusters Score -786880.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -786890.937500 Penalty: 4357.703125 Iteration 21Q: 3 clusters Score -786890.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -786905.437500 Penalty: 4357.703125 Iteration 22Q: 3 clusters Score -786905.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -786915.250000 Penalty: 4357.703125 Iteration 23Q: 3 clusters Score -786915.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -786930.062500 Penalty: 4357.703125 Iteration 24Q: 3 clusters Score -786930.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -786951.750000 Penalty: 4357.703125 Iteration 25Q: 3 clusters Score -786951.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -786973.500000 Penalty: 4357.703125 Iteration 26Q: 3 clusters Score -786973.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -786992.312500 Penalty: 4357.703125 Iteration 27Q: 3 clusters Score -786992.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -787008.187500 Penalty: 4357.703125 Iteration 28Q: 3 clusters Score -787008.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -787026.125000 Penalty: 4357.703125 Iteration 29Q: 3 clusters Score -787026.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -787045.500000 Penalty: 4357.703125 Iteration 30Q: 3 clusters Score -787045.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -787062.625000 Penalty: 4357.703125 Iteration 31Q: 3 clusters Score -787062.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -787077.062500 Penalty: 4357.703125 Iteration 32Q: 3 clusters Score -787077.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -787092.000000 Penalty: 4357.703125 Iteration 33Q: 3 clusters Score -787092 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -787109.500000 Penalty: 4357.703125 Iteration 34Q: 3 clusters Score -787109.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -787122.687500 Penalty: 4357.703125 Iteration 35Q: 3 clusters Score -787122.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -787137.750000 Penalty: 4357.703125 Iteration 36Q: 3 clusters Score -787137.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -787154.937500 Penalty: 4357.703125 Iteration 37Q: 3 clusters Score -787154.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -787176.750000 Penalty: 4357.703125 Iteration 38Q: 3 clusters Score -787176.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -787197.062500 Penalty: 4357.703125 Iteration 39Q: 3 clusters Score -787197.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -787225.062500 Penalty: 4357.703125 Iteration 40F: 3 clusters Score -787225.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -787250.312500 Penalty: 4357.703125 Iteration 41Q: 3 clusters Score -787250.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -787277.062500 Penalty: 4357.703125 Iteration 42Q: 3 clusters Score -787277.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -787305.875000 Penalty: 4357.703125 Iteration 43Q: 3 clusters Score -787305.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -787329.250000 Penalty: 4357.703125 Iteration 44Q: 3 clusters Score -787329.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -787363.812500 Penalty: 4357.703125 Iteration 45Q: 3 clusters Score -787363.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -787398.312500 Penalty: 4357.703125 Iteration 46Q: 3 clusters Score -787398.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -787438.875000 Penalty: 4357.703125 Iteration 47Q: 3 clusters Score -787438.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -787478.062500 Penalty: 4357.703125 Iteration 48Q: 3 clusters Score -787478.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -787512.437500 Penalty: 4357.703125 Iteration 49Q: 3 clusters Score -787512.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -787547.750000 Penalty: 4357.703125 Iteration 50Q: 3 clusters Score -787547.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -787594.875000 Penalty: 4357.703125 Iteration 51Q: 3 clusters Score -787594.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -787647.437500 Penalty: 4357.703125 Iteration 52Q: 3 clusters Score -787647.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -787709.687500 Penalty: 4357.703125 Iteration 53Q: 3 clusters Score -787709.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -787787.812500 Penalty: 4357.703125 Iteration 54Q: 3 clusters Score -787787.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -787858.812500 Penalty: 4357.703125 Iteration 55Q: 3 clusters Score -787858.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -787912.125000 Penalty: 4357.703125 Iteration 56Q: 3 clusters Score -787912.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -787964.312500 Penalty: 4357.703125 Iteration 57Q: 3 clusters Score -787964.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -788019.562500 Penalty: 4357.703125 Iteration 58Q: 3 clusters Score -788019.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -788071.062500 Penalty: 4357.703125 Iteration 59Q: 3 clusters Score -788071.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -788111.562500 Penalty: 4357.703125 Iteration 60F: 3 clusters Score -788111.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -788160.187500 Penalty: 4357.703125 Iteration 61Q: 3 clusters Score -788160.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -788216.812500 Penalty: 4357.703125 Iteration 62Q: 3 clusters Score -788216.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -788260.062500 Penalty: 4357.703125 Iteration 63Q: 3 clusters Score -788260.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -788295.875000 Penalty: 4357.703125 Iteration 64Q: 3 clusters Score -788295.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -788337.687500 Penalty: 4357.703125 Iteration 65Q: 3 clusters Score -788337.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -788385.125000 Penalty: 4357.703125 Iteration 66Q: 3 clusters Score -788385.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -788423.125000 Penalty: 4357.703125 Iteration 67Q: 3 clusters Score -788423.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -788449.937500 Penalty: 4357.703125 Iteration 68Q: 3 clusters Score -788449.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -788476.687500 Penalty: 4357.703125 Iteration 69Q: 3 clusters Score -788476.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -788500.937500 Penalty: 4357.703125 Iteration 70Q: 3 clusters Score -788500.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -788522.375000 Penalty: 4357.703125 Iteration 71Q: 3 clusters Score -788522.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -788532.250000 Penalty: 4357.703125 Iteration 72Q: 3 clusters Score -788532.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -788539.687500 Penalty: 4357.703125 Iteration 73Q: 3 clusters Score -788539.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -788549.000000 Penalty: 4357.703125 Iteration 74Q: 3 clusters Score -788549 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -788554.312500 Penalty: 4357.703125 Iteration 75Q: 3 clusters Score -788554.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -788563.875000 Penalty: 4357.703125 Iteration 76Q: 3 clusters Score -788563.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -788574.500000 Penalty: 4357.703125 Iteration 77Q: 3 clusters Score -788574.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -788581.062500 Penalty: 4357.703125 Iteration 78Q: 3 clusters Score -788581.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -788582.187500 Penalty: 4357.703125 Iteration 79Q: 3 clusters Score -788582.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -788583.000000 Penalty: 4357.703125 Iteration 80F: 3 clusters Score -788583 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -788583.687500 Penalty: 4357.703125 Iteration 81Q: 3 clusters Score -788583.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -788583.687500 Penalty: 4357.703125 Iteration 82F: 3 clusters Score -788583.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8758 members Entering Unmasked Estep Score: -1063325.875000 Penalty: 2251.275146 Iteration 0F: 2 clusters Score -1063326 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -1056390.750000 Penalty: 4502.550293 Iteration 0F: 3 clusters Score -1056391 nChanged 3599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -1058233.500000 Penalty: 4502.550293 Iteration 1F: 3 clusters Score -1058234 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1058501.000000 Penalty: 4502.550293 Iteration 2F: 3 clusters Score -1058501 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -1058708.750000 Penalty: 4502.550293 Iteration 3F: 3 clusters Score -1058709 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1058875.750000 Penalty: 4502.550293 Iteration 4Q: 3 clusters Score -1058876 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -1059031.125000 Penalty: 4502.550293 Iteration 5Q: 3 clusters Score -1059031 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1059200.000000 Penalty: 4502.550293 Iteration 6Q: 3 clusters Score -1059200 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -1059356.875000 Penalty: 4502.550293 Iteration 7Q: 3 clusters Score -1059357 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -1059519.375000 Penalty: 4502.550293 Iteration 8Q: 3 clusters Score -1059519 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -1059688.875000 Penalty: 4502.550293 Iteration 9Q: 3 clusters Score -1059689 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -1059856.875000 Penalty: 4502.550293 Iteration 10Q: 3 clusters Score -1059857 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 6774 members Entering Unmasked Estep Score: -1060034.250000 Penalty: 4502.550293 Iteration 11Q: 3 clusters Score -1060034 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1060228.000000 Penalty: 4502.550293 Iteration 12Q: 3 clusters Score -1060228 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -1060424.625000 Penalty: 4502.550293 Iteration 13Q: 3 clusters Score -1060425 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -1060611.500000 Penalty: 4502.550293 Iteration 14Q: 3 clusters Score -1060612 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -1060794.125000 Penalty: 4502.550293 Iteration 15Q: 3 clusters Score -1060794 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -1060948.000000 Penalty: 4502.550293 Iteration 16Q: 3 clusters Score -1060948 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -1061063.375000 Penalty: 4502.550293 Iteration 17Q: 3 clusters Score -1061063 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -1061139.875000 Penalty: 4502.550293 Iteration 18Q: 3 clusters Score -1061140 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -1061184.125000 Penalty: 4502.550293 Iteration 19Q: 3 clusters Score -1061184 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -1061219.750000 Penalty: 4502.550293 Iteration 20F: 3 clusters Score -1061220 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -1061252.500000 Penalty: 4502.550293 Iteration 21Q: 3 clusters Score -1061252 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -1061274.750000 Penalty: 4502.550293 Iteration 22Q: 3 clusters Score -1061275 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -1061297.750000 Penalty: 4502.550293 Iteration 23Q: 3 clusters Score -1061298 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -1061320.375000 Penalty: 4502.550293 Iteration 24Q: 3 clusters Score -1061320 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -1061341.875000 Penalty: 4502.550293 Iteration 25Q: 3 clusters Score -1061342 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 8369 members Entering Unmasked Estep Score: -1061369.000000 Penalty: 4502.550293 Iteration 26Q: 3 clusters Score -1061369 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 8383 members Entering Unmasked Estep Score: -1061387.375000 Penalty: 4502.550293 Iteration 27Q: 3 clusters Score -1061387 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -1061395.250000 Penalty: 4502.550293 Iteration 28Q: 3 clusters Score -1061395 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -1061405.875000 Penalty: 4502.550293 Iteration 29Q: 3 clusters Score -1061406 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -1061408.500000 Penalty: 4502.550293 Iteration 30Q: 3 clusters Score -1061408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -1061412.750000 Penalty: 4502.550293 Iteration 31Q: 3 clusters Score -1061413 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -1061415.500000 Penalty: 4502.550293 Iteration 32Q: 3 clusters Score -1061416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -1061417.125000 Penalty: 4502.550293 Iteration 33Q: 3 clusters Score -1061417 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -1061417.125000 Penalty: 4502.550293 Iteration 34F: 3 clusters Score -1061417 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (54686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54686 members Entering Unmasked Estep Score: -6647407.000000 Penalty: 2705.521973 Iteration 0F: 2 clusters Score -6647407 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27476 members Mstep: Class 2 contains 27210 members Entering Unmasked Estep Score: -6610644.500000 Penalty: 5411.043945 Iteration 0F: 3 clusters Score -6610644 nChanged 25395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27875 members Mstep: Class 2 contains 26811 members Entering Unmasked Estep Score: -6624834.500000 Penalty: 5411.043945 Iteration 1F: 3 clusters Score -6624834 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27928 members Mstep: Class 2 contains 26758 members Entering Unmasked Estep Score: -6625456.000000 Penalty: 5411.043945 Iteration 2Q: 3 clusters Score -6625456 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27972 members Mstep: Class 2 contains 26714 members Entering Unmasked Estep Score: -6626173.500000 Penalty: 5411.043945 Iteration 3Q: 3 clusters Score -6626174 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28005 members Mstep: Class 2 contains 26681 members Entering Unmasked Estep Score: -6626976.500000 Penalty: 5411.043945 Iteration 4Q: 3 clusters Score -6626976 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28005 members Mstep: Class 2 contains 26681 members Entering Unmasked Estep Score: -6627901.500000 Penalty: 5411.043945 Iteration 5Q: 3 clusters Score -6627902 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28013 members Mstep: Class 2 contains 26673 members Entering Unmasked Estep Score: -6628895.000000 Penalty: 5411.043945 Iteration 6Q: 3 clusters Score -6628895 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28141 members Mstep: Class 2 contains 26545 members Entering Unmasked Estep Score: -6630109.500000 Penalty: 5411.043945 Iteration 7Q: 3 clusters Score -6630110 nChanged 2637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28348 members Mstep: Class 2 contains 26338 members Entering Unmasked Estep Score: -6631369.500000 Penalty: 5411.043945 Iteration 8Q: 3 clusters Score -6631370 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28644 members Mstep: Class 2 contains 26042 members Entering Unmasked Estep Score: -6632634.000000 Penalty: 5411.043945 Iteration 9Q: 3 clusters Score -6632634 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29022 members Mstep: Class 2 contains 25664 members Entering Unmasked Estep Score: -6633737.000000 Penalty: 5411.043945 Iteration 10Q: 3 clusters Score -6633737 nChanged 2188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29494 members Mstep: Class 2 contains 25192 members Entering Unmasked Estep Score: -6634685.500000 Penalty: 5411.043945 Iteration 11Q: 3 clusters Score -6634686 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30092 members Mstep: Class 2 contains 24594 members Entering Unmasked Estep Score: -6635329.000000 Penalty: 5411.043945 Iteration 12Q: 3 clusters Score -6635329 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30833 members Mstep: Class 2 contains 23853 members Entering Unmasked Estep Score: -6635890.000000 Penalty: 5411.043945 Iteration 13Q: 3 clusters Score -6635890 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31697 members Mstep: Class 2 contains 22989 members Entering Unmasked Estep Score: -6636341.500000 Penalty: 5411.043945 Iteration 14Q: 3 clusters Score -6636342 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32714 members Mstep: Class 2 contains 21972 members Entering Unmasked Estep Score: -6636705.500000 Penalty: 5411.043945 Iteration 15Q: 3 clusters Score -6636706 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33791 members Mstep: Class 2 contains 20895 members Entering Unmasked Estep Score: -6637029.500000 Penalty: 5411.043945 Iteration 16Q: 3 clusters Score -6637030 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34981 members Mstep: Class 2 contains 19705 members Entering Unmasked Estep Score: -6637400.500000 Penalty: 5411.043945 Iteration 17Q: 3 clusters Score -6637400 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36218 members Mstep: Class 2 contains 18468 members Entering Unmasked Estep Score: -6637718.500000 Penalty: 5411.043945 Iteration 18Q: 3 clusters Score -6637718 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37583 members Mstep: Class 2 contains 17103 members Entering Unmasked Estep Score: -6638102.000000 Penalty: 5411.043945 Iteration 19Q: 3 clusters Score -6638102 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39038 members Mstep: Class 2 contains 15648 members Entering Unmasked Estep Score: -6638610.000000 Penalty: 5411.043945 Iteration 20F: 3 clusters Score -6638610 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40578 members Mstep: Class 2 contains 14108 members Entering Unmasked Estep Score: -6639148.500000 Penalty: 5411.043945 Iteration 21Q: 3 clusters Score -6639148 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42216 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -6639815.500000 Penalty: 5411.043945 Iteration 22Q: 3 clusters Score -6639816 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43909 members Mstep: Class 2 contains 10777 members Entering Unmasked Estep Score: -6640500.500000 Penalty: 5411.043945 Iteration 23Q: 3 clusters Score -6640500 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45563 members Mstep: Class 2 contains 9123 members Entering Unmasked Estep Score: -6641219.500000 Penalty: 5411.043945 Iteration 24Q: 3 clusters Score -6641220 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47229 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -6641971.500000 Penalty: 5411.043945 Iteration 25Q: 3 clusters Score -6641972 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48667 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -6642671.000000 Penalty: 5411.043945 Iteration 26Q: 3 clusters Score -6642671 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49834 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -6643253.000000 Penalty: 5411.043945 Iteration 27Q: 3 clusters Score -6643253 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50750 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -6643694.000000 Penalty: 5411.043945 Iteration 28Q: 3 clusters Score -6643694 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51467 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -6644032.000000 Penalty: 5411.043945 Iteration 29Q: 3 clusters Score -6644032 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52015 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -6644294.000000 Penalty: 5411.043945 Iteration 30Q: 3 clusters Score -6644294 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52454 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -6644513.000000 Penalty: 5411.043945 Iteration 31Q: 3 clusters Score -6644513 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52742 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -6644681.500000 Penalty: 5411.043945 Iteration 32Q: 3 clusters Score -6644682 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52941 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -6644771.000000 Penalty: 5411.043945 Iteration 33Q: 3 clusters Score -6644771 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53084 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -6644850.500000 Penalty: 5411.043945 Iteration 34Q: 3 clusters Score -6644850 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53187 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -6644902.000000 Penalty: 5411.043945 Iteration 35Q: 3 clusters Score -6644902 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53270 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -6644944.000000 Penalty: 5411.043945 Iteration 36Q: 3 clusters Score -6644944 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53334 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -6644969.500000 Penalty: 5411.043945 Iteration 37Q: 3 clusters Score -6644970 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53389 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -6645009.500000 Penalty: 5411.043945 Iteration 38Q: 3 clusters Score -6645010 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53445 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -6645037.000000 Penalty: 5411.043945 Iteration 39Q: 3 clusters Score -6645037 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53483 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -6645057.000000 Penalty: 5411.043945 Iteration 40F: 3 clusters Score -6645057 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53515 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -6645074.000000 Penalty: 5411.043945 Iteration 41Q: 3 clusters Score -6645074 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53540 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -6645092.500000 Penalty: 5411.043945 Iteration 42Q: 3 clusters Score -6645092 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53565 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -6645112.500000 Penalty: 5411.043945 Iteration 43Q: 3 clusters Score -6645112 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53594 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -6645140.500000 Penalty: 5411.043945 Iteration 44Q: 3 clusters Score -6645140 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53615 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -6645143.000000 Penalty: 5411.043945 Iteration 45Q: 3 clusters Score -6645143 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53637 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -6645155.000000 Penalty: 5411.043945 Iteration 46Q: 3 clusters Score -6645155 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53658 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -6645169.500000 Penalty: 5411.043945 Iteration 47Q: 3 clusters Score -6645170 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53682 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -6645183.000000 Penalty: 5411.043945 Iteration 48Q: 3 clusters Score -6645183 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53698 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -6645186.500000 Penalty: 5411.043945 Iteration 49Q: 3 clusters Score -6645186 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53713 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -6645189.500000 Penalty: 5411.043945 Iteration 50Q: 3 clusters Score -6645190 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53722 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -6645202.000000 Penalty: 5411.043945 Iteration 51Q: 3 clusters Score -6645202 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53735 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -6645217.500000 Penalty: 5411.043945 Iteration 52Q: 3 clusters Score -6645218 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53746 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -6645225.500000 Penalty: 5411.043945 Iteration 53Q: 3 clusters Score -6645226 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53761 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -6645229.000000 Penalty: 5411.043945 Iteration 54Q: 3 clusters Score -6645229 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53772 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -6645234.500000 Penalty: 5411.043945 Iteration 55Q: 3 clusters Score -6645234 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53777 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -6645239.500000 Penalty: 5411.043945 Iteration 56Q: 3 clusters Score -6645240 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53782 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -6645242.000000 Penalty: 5411.043945 Iteration 57Q: 3 clusters Score -6645242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53784 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -6645232.500000 Penalty: 5411.043945 Iteration 58Q: 3 clusters Score -6645232 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53787 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -6645243.500000 Penalty: 5411.043945 Iteration 59Q: 3 clusters Score -6645244 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53794 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -6645248.500000 Penalty: 5411.043945 Iteration 60F: 3 clusters Score -6645248 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53801 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -6645248.500000 Penalty: 5411.043945 Iteration 61Q: 3 clusters Score -6645248 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53808 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -6645248.500000 Penalty: 5411.043945 Iteration 62Q: 3 clusters Score -6645248 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53816 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -6645258.000000 Penalty: 5411.043945 Iteration 63Q: 3 clusters Score -6645258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53817 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -6645257.500000 Penalty: 5411.043945 Iteration 64Q: 3 clusters Score -6645258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53819 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -6645260.500000 Penalty: 5411.043945 Iteration 65Q: 3 clusters Score -6645260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53821 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -6645260.000000 Penalty: 5411.043945 Iteration 66Q: 3 clusters Score -6645260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53824 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -6645265.000000 Penalty: 5411.043945 Iteration 67Q: 3 clusters Score -6645265 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53824 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -6645262.000000 Penalty: 5411.043945 Iteration 68Q: 3 clusters Score -6645262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53827 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -6645264.000000 Penalty: 5411.043945 Iteration 69Q: 3 clusters Score -6645264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53828 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -6645267.000000 Penalty: 5411.043945 Iteration 70Q: 3 clusters Score -6645267 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53829 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -6645267.000000 Penalty: 5411.043945 Iteration 71Q: 3 clusters Score -6645267 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53830 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -6645266.000000 Penalty: 5411.043945 Iteration 72Q: 3 clusters Score -6645266 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53833 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -6645270.500000 Penalty: 5411.043945 Iteration 73Q: 3 clusters Score -6645270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53835 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -6645272.500000 Penalty: 5411.043945 Iteration 74Q: 3 clusters Score -6645272 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53838 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -6645282.000000 Penalty: 5411.043945 Iteration 75Q: 3 clusters Score -6645282 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53843 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -6645274.000000 Penalty: 5411.043945 Iteration 76Q: 3 clusters Score -6645274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53845 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -6645278.500000 Penalty: 5411.043945 Iteration 77Q: 3 clusters Score -6645278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53847 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -6645276.000000 Penalty: 5411.043945 Iteration 78Q: 3 clusters Score -6645276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53847 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -6645277.500000 Penalty: 5411.043945 Iteration 79Q: 3 clusters Score -6645278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53846 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -6645278.500000 Penalty: 5411.043945 Iteration 80F: 3 clusters Score -6645278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53845 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -6645281.500000 Penalty: 5411.043945 Iteration 81Q: 3 clusters Score -6645282 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53846 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -6645283.500000 Penalty: 5411.043945 Iteration 82Q: 3 clusters Score -6645284 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53846 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -6645283.500000 Penalty: 5411.043945 Iteration 83F: 3 clusters Score -6645284 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Entering Unmasked Estep Score: -553169.125000 Penalty: 2093.304688 Iteration 0F: 2 clusters Score -553169.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -548967.625000 Penalty: 4186.609375 Iteration 0F: 3 clusters Score -548967.6 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -549946.125000 Penalty: 4186.609375 Iteration 1F: 3 clusters Score -549946.1 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -550198.562500 Penalty: 4186.609375 Iteration 2F: 3 clusters Score -550198.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -550370.437500 Penalty: 4186.609375 Iteration 3F: 3 clusters Score -550370.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -550538.000000 Penalty: 4186.609375 Iteration 4Q: 3 clusters Score -550538 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -550699.937500 Penalty: 4186.609375 Iteration 5Q: 3 clusters Score -550699.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -550821.750000 Penalty: 4186.609375 Iteration 6Q: 3 clusters Score -550821.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -550912.500000 Penalty: 4186.609375 Iteration 7Q: 3 clusters Score -550912.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -551006.875000 Penalty: 4186.609375 Iteration 8Q: 3 clusters Score -551006.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -551087.812500 Penalty: 4186.609375 Iteration 9Q: 3 clusters Score -551087.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -551161.687500 Penalty: 4186.609375 Iteration 10Q: 3 clusters Score -551161.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -551215.687500 Penalty: 4186.609375 Iteration 11Q: 3 clusters Score -551215.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -551259.562500 Penalty: 4186.609375 Iteration 12Q: 3 clusters Score -551259.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -551301.187500 Penalty: 4186.609375 Iteration 13Q: 3 clusters Score -551301.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -551336.562500 Penalty: 4186.609375 Iteration 14Q: 3 clusters Score -551336.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -551363.437500 Penalty: 4186.609375 Iteration 15Q: 3 clusters Score -551363.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -551392.500000 Penalty: 4186.609375 Iteration 16Q: 3 clusters Score -551392.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -551419.000000 Penalty: 4186.609375 Iteration 17Q: 3 clusters Score -551419 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -551444.375000 Penalty: 4186.609375 Iteration 18Q: 3 clusters Score -551444.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -551464.375000 Penalty: 4186.609375 Iteration 19Q: 3 clusters Score -551464.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -551480.250000 Penalty: 4186.609375 Iteration 20F: 3 clusters Score -551480.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -551491.812500 Penalty: 4186.609375 Iteration 21Q: 3 clusters Score -551491.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -551508.875000 Penalty: 4186.609375 Iteration 22Q: 3 clusters Score -551508.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -551518.687500 Penalty: 4186.609375 Iteration 23Q: 3 clusters Score -551518.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -551524.500000 Penalty: 4186.609375 Iteration 24Q: 3 clusters Score -551524.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -551528.562500 Penalty: 4186.609375 Iteration 25Q: 3 clusters Score -551528.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -551531.500000 Penalty: 4186.609375 Iteration 26Q: 3 clusters Score -551531.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -551535.500000 Penalty: 4186.609375 Iteration 27Q: 3 clusters Score -551535.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -551538.562500 Penalty: 4186.609375 Iteration 28Q: 3 clusters Score -551538.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -551544.000000 Penalty: 4186.609375 Iteration 29Q: 3 clusters Score -551544 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -551547.562500 Penalty: 4186.609375 Iteration 30Q: 3 clusters Score -551547.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -551548.375000 Penalty: 4186.609375 Iteration 31Q: 3 clusters Score -551548.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -551552.812500 Penalty: 4186.609375 Iteration 32Q: 3 clusters Score -551552.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -551556.562500 Penalty: 4186.609375 Iteration 33Q: 3 clusters Score -551556.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -551566.125000 Penalty: 4186.609375 Iteration 34Q: 3 clusters Score -551566.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -551571.000000 Penalty: 4186.609375 Iteration 35Q: 3 clusters Score -551571 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -551578.812500 Penalty: 4186.609375 Iteration 36Q: 3 clusters Score -551578.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -551582.062500 Penalty: 4186.609375 Iteration 37Q: 3 clusters Score -551582.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -551586.250000 Penalty: 4186.609375 Iteration 38Q: 3 clusters Score -551586.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -551588.812500 Penalty: 4186.609375 Iteration 39Q: 3 clusters Score -551588.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -551591.562500 Penalty: 4186.609375 Iteration 40F: 3 clusters Score -551591.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -551592.687500 Penalty: 4186.609375 Iteration 41Q: 3 clusters Score -551592.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -551595.562500 Penalty: 4186.609375 Iteration 42Q: 3 clusters Score -551595.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -551595.687500 Penalty: 4186.609375 Iteration 43Q: 3 clusters Score -551595.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -551597.000000 Penalty: 4186.609375 Iteration 44Q: 3 clusters Score -551597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -551597.625000 Penalty: 4186.609375 Iteration 45Q: 3 clusters Score -551597.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -551596.625000 Penalty: 4186.609375 Iteration 46Q: 3 clusters Score -551596.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -551597.250000 Penalty: 4186.609375 Iteration 47Q: 3 clusters Score -551597.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -551597.250000 Penalty: 4186.609375 Iteration 48F: 3 clusters Score -551597.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (27217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27217 members Entering Unmasked Estep Score: -3305315.750000 Penalty: 2532.476074 Iteration 0F: 2 clusters Score -3305316 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13567 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -3286556.250000 Penalty: 5064.952148 Iteration 0F: 3 clusters Score -3286556 nChanged 12197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13634 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -3293224.750000 Penalty: 5064.952148 Iteration 1F: 3 clusters Score -3293225 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13700 members Mstep: Class 2 contains 13517 members Entering Unmasked Estep Score: -3293744.250000 Penalty: 5064.952148 Iteration 2F: 3 clusters Score -3293744 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13799 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -3294239.750000 Penalty: 5064.952148 Iteration 3Q: 3 clusters Score -3294240 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13936 members Mstep: Class 2 contains 13281 members Entering Unmasked Estep Score: -3294804.750000 Penalty: 5064.952148 Iteration 4Q: 3 clusters Score -3294805 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -3295410.250000 Penalty: 5064.952148 Iteration 5Q: 3 clusters Score -3295410 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14217 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -3296059.000000 Penalty: 5064.952148 Iteration 6Q: 3 clusters Score -3296059 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14323 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -3296757.750000 Penalty: 5064.952148 Iteration 7Q: 3 clusters Score -3296758 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14367 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -3297379.250000 Penalty: 5064.952148 Iteration 8Q: 3 clusters Score -3297379 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 12897 members Entering Unmasked Estep Score: -3297918.000000 Penalty: 5064.952148 Iteration 9Q: 3 clusters Score -3297918 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14213 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -3298384.750000 Penalty: 5064.952148 Iteration 10Q: 3 clusters Score -3298385 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14056 members Mstep: Class 2 contains 13161 members Entering Unmasked Estep Score: -3298725.500000 Penalty: 5064.952148 Iteration 11Q: 3 clusters Score -3298726 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13909 members Mstep: Class 2 contains 13308 members Entering Unmasked Estep Score: -3299042.250000 Penalty: 5064.952148 Iteration 12Q: 3 clusters Score -3299042 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13820 members Mstep: Class 2 contains 13397 members Entering Unmasked Estep Score: -3299354.000000 Penalty: 5064.952148 Iteration 13Q: 3 clusters Score -3299354 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13812 members Mstep: Class 2 contains 13405 members Entering Unmasked Estep Score: -3299618.250000 Penalty: 5064.952148 Iteration 14Q: 3 clusters Score -3299618 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13840 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -3299854.000000 Penalty: 5064.952148 Iteration 15Q: 3 clusters Score -3299854 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13909 members Mstep: Class 2 contains 13308 members Entering Unmasked Estep Score: -3300025.750000 Penalty: 5064.952148 Iteration 16Q: 3 clusters Score -3300026 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13981 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -3300155.750000 Penalty: 5064.952148 Iteration 17Q: 3 clusters Score -3300156 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14052 members Mstep: Class 2 contains 13165 members Entering Unmasked Estep Score: -3300259.500000 Penalty: 5064.952148 Iteration 18Q: 3 clusters Score -3300260 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Mstep: Class 2 contains 13090 members Entering Unmasked Estep Score: -3300310.500000 Penalty: 5064.952148 Iteration 19Q: 3 clusters Score -3300310 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14205 members Mstep: Class 2 contains 13012 members Entering Unmasked Estep Score: -3300348.750000 Penalty: 5064.952148 Iteration 20F: 3 clusters Score -3300349 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -3300381.250000 Penalty: 5064.952148 Iteration 21Q: 3 clusters Score -3300381 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14380 members Mstep: Class 2 contains 12837 members Entering Unmasked Estep Score: -3300423.000000 Penalty: 5064.952148 Iteration 22Q: 3 clusters Score -3300423 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -3300465.250000 Penalty: 5064.952148 Iteration 23Q: 3 clusters Score -3300465 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -3300478.500000 Penalty: 5064.952148 Iteration 24Q: 3 clusters Score -3300478 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14623 members Mstep: Class 2 contains 12594 members Entering Unmasked Estep Score: -3300492.500000 Penalty: 5064.952148 Iteration 25Q: 3 clusters Score -3300492 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14707 members Mstep: Class 2 contains 12510 members Entering Unmasked Estep Score: -3300512.750000 Penalty: 5064.952148 Iteration 26Q: 3 clusters Score -3300513 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14791 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -3300537.000000 Penalty: 5064.952148 Iteration 27Q: 3 clusters Score -3300537 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14880 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -3300565.250000 Penalty: 5064.952148 Iteration 28Q: 3 clusters Score -3300565 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14966 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -3300582.250000 Penalty: 5064.952148 Iteration 29Q: 3 clusters Score -3300582 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 12158 members Entering Unmasked Estep Score: -3300605.750000 Penalty: 5064.952148 Iteration 30Q: 3 clusters Score -3300606 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15135 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -3300625.500000 Penalty: 5064.952148 Iteration 31Q: 3 clusters Score -3300626 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15239 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -3300635.250000 Penalty: 5064.952148 Iteration 32Q: 3 clusters Score -3300635 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15349 members Mstep: Class 2 contains 11868 members Entering Unmasked Estep Score: -3300662.000000 Penalty: 5064.952148 Iteration 33Q: 3 clusters Score -3300662 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15451 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -3300681.500000 Penalty: 5064.952148 Iteration 34Q: 3 clusters Score -3300682 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15552 members Mstep: Class 2 contains 11665 members Entering Unmasked Estep Score: -3300707.750000 Penalty: 5064.952148 Iteration 35Q: 3 clusters Score -3300708 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15657 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -3300726.000000 Penalty: 5064.952148 Iteration 36Q: 3 clusters Score -3300726 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15752 members Mstep: Class 2 contains 11465 members Entering Unmasked Estep Score: -3300750.500000 Penalty: 5064.952148 Iteration 37Q: 3 clusters Score -3300750 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15853 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -3300764.500000 Penalty: 5064.952148 Iteration 38Q: 3 clusters Score -3300764 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15962 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -3300789.500000 Penalty: 5064.952148 Iteration 39Q: 3 clusters Score -3300790 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16067 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -3300828.250000 Penalty: 5064.952148 Iteration 40F: 3 clusters Score -3300828 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16147 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -3300836.750000 Penalty: 5064.952148 Iteration 41Q: 3 clusters Score -3300837 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16247 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -3300854.000000 Penalty: 5064.952148 Iteration 42Q: 3 clusters Score -3300854 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16353 members Mstep: Class 2 contains 10864 members Entering Unmasked Estep Score: -3300870.250000 Penalty: 5064.952148 Iteration 43Q: 3 clusters Score -3300870 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16448 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -3300890.500000 Penalty: 5064.952148 Iteration 44Q: 3 clusters Score -3300890 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16571 members Mstep: Class 2 contains 10646 members Entering Unmasked Estep Score: -3300925.000000 Penalty: 5064.952148 Iteration 45Q: 3 clusters Score -3300925 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16697 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -3300949.000000 Penalty: 5064.952148 Iteration 46Q: 3 clusters Score -3300949 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16818 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -3300976.750000 Penalty: 5064.952148 Iteration 47Q: 3 clusters Score -3300977 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16940 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -3300998.000000 Penalty: 5064.952148 Iteration 48Q: 3 clusters Score -3300998 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17097 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -3301035.250000 Penalty: 5064.952148 Iteration 49Q: 3 clusters Score -3301035 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17264 members Mstep: Class 2 contains 9953 members Entering Unmasked Estep Score: -3301075.250000 Penalty: 5064.952148 Iteration 50Q: 3 clusters Score -3301075 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17422 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -3301104.250000 Penalty: 5064.952148 Iteration 51Q: 3 clusters Score -3301104 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17571 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -3301129.750000 Penalty: 5064.952148 Iteration 52Q: 3 clusters Score -3301130 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17702 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -3301168.000000 Penalty: 5064.952148 Iteration 53Q: 3 clusters Score -3301168 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17823 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -3301199.000000 Penalty: 5064.952148 Iteration 54Q: 3 clusters Score -3301199 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17939 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -3301216.250000 Penalty: 5064.952148 Iteration 55Q: 3 clusters Score -3301216 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18045 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -3301245.500000 Penalty: 5064.952148 Iteration 56Q: 3 clusters Score -3301246 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18169 members Mstep: Class 2 contains 9048 members Entering Unmasked Estep Score: -3301273.750000 Penalty: 5064.952148 Iteration 57Q: 3 clusters Score -3301274 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18297 members 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Class 0 contains 0 members Mstep: Class 1 contains 20267 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -3301723.750000 Penalty: 5064.952148 Iteration 70Q: 3 clusters Score -3301724 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20414 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -3301747.250000 Penalty: 5064.952148 Iteration 71Q: 3 clusters Score -3301747 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20565 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -3301785.250000 Penalty: 5064.952148 Iteration 72Q: 3 clusters Score -3301785 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20716 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -3301813.250000 Penalty: 5064.952148 Iteration 73Q: 3 clusters Score -3301813 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20852 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -3301844.750000 Penalty: 5064.952148 Iteration 74Q: 3 clusters Score -3301845 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20981 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -3301860.000000 Penalty: 5064.952148 Iteration 75Q: 3 clusters Score -3301860 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21110 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -3301883.750000 Penalty: 5064.952148 Iteration 76Q: 3 clusters Score -3301884 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21236 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -3301923.500000 Penalty: 5064.952148 Iteration 77Q: 3 clusters Score -3301924 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21340 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -3301952.500000 Penalty: 5064.952148 Iteration 78Q: 3 clusters Score -3301952 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21453 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -3301975.500000 Penalty: 5064.952148 Iteration 79Q: 3 clusters Score -3301976 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21558 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -3301985.000000 Penalty: 5064.952148 Iteration 80F: 3 clusters Score -3301985 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21646 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -3302003.750000 Penalty: 5064.952148 Iteration 81Q: 3 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members Entering Unmasked Estep Score: -3302313.250000 Penalty: 5064.952148 Iteration 101Q: 3 clusters Score -3302313 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23373 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -3302325.000000 Penalty: 5064.952148 Iteration 102Q: 3 clusters Score -3302325 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23438 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -3302338.750000 Penalty: 5064.952148 Iteration 103Q: 3 clusters Score -3302339 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23501 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -3302357.250000 Penalty: 5064.952148 Iteration 104Q: 3 clusters Score -3302357 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23549 members Mstep: 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members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -3302912.250000 Penalty: 5064.952148 Iteration 152Q: 3 clusters Score -3302912 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25698 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -3302923.250000 Penalty: 5064.952148 Iteration 153Q: 3 clusters Score -3302923 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25728 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -3302937.250000 Penalty: 5064.952148 Iteration 154Q: 3 clusters Score -3302937 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25755 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -3302944.000000 Penalty: 5064.952148 Iteration 155Q: 3 clusters Score -3302944 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25772 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -3302948.250000 Penalty: 5064.952148 Iteration 156Q: 3 clusters Score -3302948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25783 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -3302948.750000 Penalty: 5064.952148 Iteration 157Q: 3 clusters Score -3302949 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25793 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -3302948.750000 Penalty: 5064.952148 Iteration 158Q: 3 clusters Score -3302949 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25799 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -3302957.750000 Penalty: 5064.952148 Iteration 159Q: 3 clusters Score -3302958 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25803 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -3302955.000000 Penalty: 5064.952148 Iteration 160F: 3 clusters Score -3302955 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25810 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -3302961.250000 Penalty: 5064.952148 Iteration 161Q: 3 clusters Score -3302961 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25818 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -3302958.750000 Penalty: 5064.952148 Iteration 162Q: 3 clusters Score -3302959 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25829 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -3302961.750000 Penalty: 5064.952148 Iteration 163Q: 3 clusters Score -3302962 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25837 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -3302963.500000 Penalty: 5064.952148 Iteration 164Q: 3 clusters Score -3302964 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25845 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -3302964.250000 Penalty: 5064.952148 Iteration 165Q: 3 clusters Score -3302964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25851 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -3302968.500000 Penalty: 5064.952148 Iteration 166Q: 3 clusters Score -3302968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25854 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -3302966.500000 Penalty: 5064.952148 Iteration 167Q: 3 clusters Score -3302966 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25857 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -3302966.250000 Penalty: 5064.952148 Iteration 168Q: 3 clusters Score -3302966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25858 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -3302966.500000 Penalty: 5064.952148 Iteration 169Q: 3 clusters Score -3302966 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25858 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -3302966.500000 Penalty: 5064.952148 Iteration 170F: 3 clusters Score -3302966 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Entering Unmasked Estep Score: -937355.625000 Penalty: 2223.022461 Iteration 0F: 2 clusters Score -937355.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -931076.812500 Penalty: 4446.044922 Iteration 0F: 3 clusters Score -931076.8 nChanged 3153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -932814.000000 Penalty: 4446.044922 Iteration 1F: 3 clusters Score -932814 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -933183.812500 Penalty: 4446.044922 Iteration 2F: 3 clusters Score -933183.8 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -933488.687500 Penalty: 4446.044922 Iteration 3F: 3 clusters Score -933488.7 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -933745.562500 Penalty: 4446.044922 Iteration 4F: 3 clusters Score -933745.6 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -933958.562500 Penalty: 4446.044922 Iteration 5Q: 3 clusters Score -933958.6 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -934126.937500 Penalty: 4446.044922 Iteration 6Q: 3 clusters Score -934126.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -934283.687500 Penalty: 4446.044922 Iteration 7Q: 3 clusters Score -934283.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -934439.625000 Penalty: 4446.044922 Iteration 8Q: 3 clusters Score -934439.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -934555.125000 Penalty: 4446.044922 Iteration 9Q: 3 clusters Score -934555.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -934646.125000 Penalty: 4446.044922 Iteration 10Q: 3 clusters Score -934646.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -934734.000000 Penalty: 4446.044922 Iteration 11Q: 3 clusters Score -934734 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -934845.875000 Penalty: 4446.044922 Iteration 12Q: 3 clusters Score -934845.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -934957.875000 Penalty: 4446.044922 Iteration 13Q: 3 clusters Score -934957.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -935081.125000 Penalty: 4446.044922 Iteration 14Q: 3 clusters Score -935081.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -935193.687500 Penalty: 4446.044922 Iteration 15Q: 3 clusters Score -935193.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -935282.625000 Penalty: 4446.044922 Iteration 16Q: 3 clusters Score -935282.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -935350.312500 Penalty: 4446.044922 Iteration 17Q: 3 clusters Score -935350.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -935421.437500 Penalty: 4446.044922 Iteration 18Q: 3 clusters Score -935421.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -935497.500000 Penalty: 4446.044922 Iteration 19Q: 3 clusters Score -935497.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -935574.062500 Penalty: 4446.044922 Iteration 20F: 3 clusters Score -935574.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -935633.937500 Penalty: 4446.044922 Iteration 21Q: 3 clusters Score -935633.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -935699.937500 Penalty: 4446.044922 Iteration 22Q: 3 clusters Score -935699.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -935762.000000 Penalty: 4446.044922 Iteration 23Q: 3 clusters Score -935762 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -935816.437500 Penalty: 4446.044922 Iteration 24Q: 3 clusters Score -935816.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -935858.937500 Penalty: 4446.044922 Iteration 25Q: 3 clusters Score -935858.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -935892.750000 Penalty: 4446.044922 Iteration 26Q: 3 clusters Score -935892.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -935915.250000 Penalty: 4446.044922 Iteration 27Q: 3 clusters Score -935915.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -935930.125000 Penalty: 4446.044922 Iteration 28Q: 3 clusters Score -935930.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -935940.562500 Penalty: 4446.044922 Iteration 29Q: 3 clusters Score -935940.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -935948.500000 Penalty: 4446.044922 Iteration 30Q: 3 clusters Score -935948.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -935955.062500 Penalty: 4446.044922 Iteration 31Q: 3 clusters Score -935955.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -935959.875000 Penalty: 4446.044922 Iteration 32Q: 3 clusters Score -935959.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -935963.750000 Penalty: 4446.044922 Iteration 33Q: 3 clusters Score -935963.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -935965.437500 Penalty: 4446.044922 Iteration 34Q: 3 clusters Score -935965.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -935970.437500 Penalty: 4446.044922 Iteration 35Q: 3 clusters Score -935970.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -935974.125000 Penalty: 4446.044922 Iteration 36Q: 3 clusters Score -935974.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -935976.562500 Penalty: 4446.044922 Iteration 37Q: 3 clusters Score -935976.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -935976.500000 Penalty: 4446.044922 Iteration 38Q: 3 clusters Score -935976.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -935978.000000 Penalty: 4446.044922 Iteration 39Q: 3 clusters Score -935978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -935978.125000 Penalty: 4446.044922 Iteration 40F: 3 clusters Score -935978.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -935978.687500 Penalty: 4446.044922 Iteration 41Q: 3 clusters Score -935978.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -935980.562500 Penalty: 4446.044922 Iteration 42Q: 3 clusters Score -935980.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -935979.750000 Penalty: 4446.044922 Iteration 43Q: 3 clusters Score -935979.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -935983.000000 Penalty: 4446.044922 Iteration 44Q: 3 clusters Score -935983 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -935984.000000 Penalty: 4446.044922 Iteration 45Q: 3 clusters Score -935984 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -935988.312500 Penalty: 4446.044922 Iteration 46Q: 3 clusters Score -935988.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -935989.687500 Penalty: 4446.044922 Iteration 47Q: 3 clusters Score -935989.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -935991.312500 Penalty: 4446.044922 Iteration 48Q: 3 clusters Score -935991.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -935993.250000 Penalty: 4446.044922 Iteration 49Q: 3 clusters Score -935993.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -935993.000000 Penalty: 4446.044922 Iteration 50Q: 3 clusters Score -935993 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -935995.750000 Penalty: 4446.044922 Iteration 51Q: 3 clusters Score -935995.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -935999.000000 Penalty: 4446.044922 Iteration 52Q: 3 clusters Score -935999 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -935998.125000 Penalty: 4446.044922 Iteration 53Q: 3 clusters Score -935998.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -935998.125000 Penalty: 4446.044922 Iteration 54F: 3 clusters Score -935998.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Entering Unmasked Estep Score: -426100.468750 Penalty: 2030.794922 Iteration 0F: 2 clusters Score -426100.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -422468.468750 Penalty: 4061.589844 Iteration 0F: 3 clusters Score -422468.5 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -423266.781250 Penalty: 4061.589844 Iteration 1F: 3 clusters Score -423266.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -423461.375000 Penalty: 4061.589844 Iteration 2F: 3 clusters Score -423461.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -423578.437500 Penalty: 4061.589844 Iteration 3Q: 3 clusters Score -423578.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -423671.375000 Penalty: 4061.589844 Iteration 4Q: 3 clusters Score -423671.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -423756.062500 Penalty: 4061.589844 Iteration 5Q: 3 clusters Score -423756.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -423833.875000 Penalty: 4061.589844 Iteration 6Q: 3 clusters Score -423833.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -423901.562500 Penalty: 4061.589844 Iteration 7Q: 3 clusters Score -423901.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -423959.000000 Penalty: 4061.589844 Iteration 8Q: 3 clusters Score -423959 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -424004.281250 Penalty: 4061.589844 Iteration 9Q: 3 clusters Score -424004.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -424047.875000 Penalty: 4061.589844 Iteration 10Q: 3 clusters Score -424047.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -424080.718750 Penalty: 4061.589844 Iteration 11Q: 3 clusters Score -424080.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -424105.500000 Penalty: 4061.589844 Iteration 12Q: 3 clusters Score -424105.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -424119.375000 Penalty: 4061.589844 Iteration 13Q: 3 clusters Score -424119.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -424134.031250 Penalty: 4061.589844 Iteration 14Q: 3 clusters Score -424134 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -424151.281250 Penalty: 4061.589844 Iteration 15Q: 3 clusters Score -424151.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -424172.843750 Penalty: 4061.589844 Iteration 16Q: 3 clusters Score -424172.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -424189.937500 Penalty: 4061.589844 Iteration 17Q: 3 clusters Score -424189.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -424198.875000 Penalty: 4061.589844 Iteration 18Q: 3 clusters Score -424198.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -424208.531250 Penalty: 4061.589844 Iteration 19Q: 3 clusters Score -424208.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -424220.625000 Penalty: 4061.589844 Iteration 20F: 3 clusters Score -424220.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -424226.937500 Penalty: 4061.589844 Iteration 21Q: 3 clusters Score -424226.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -424234.781250 Penalty: 4061.589844 Iteration 22Q: 3 clusters Score -424234.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -424244.437500 Penalty: 4061.589844 Iteration 23Q: 3 clusters Score -424244.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -424253.718750 Penalty: 4061.589844 Iteration 24Q: 3 clusters Score -424253.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -424263.468750 Penalty: 4061.589844 Iteration 25Q: 3 clusters Score -424263.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -424272.062500 Penalty: 4061.589844 Iteration 26Q: 3 clusters Score -424272.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -424277.468750 Penalty: 4061.589844 Iteration 27Q: 3 clusters Score -424277.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -424281.625000 Penalty: 4061.589844 Iteration 28Q: 3 clusters Score -424281.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -424286.906250 Penalty: 4061.589844 Iteration 29Q: 3 clusters Score -424286.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -424294.062500 Penalty: 4061.589844 Iteration 30Q: 3 clusters Score -424294.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -424305.437500 Penalty: 4061.589844 Iteration 31Q: 3 clusters Score -424305.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -424315.062500 Penalty: 4061.589844 Iteration 32Q: 3 clusters Score -424315.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -424320.281250 Penalty: 4061.589844 Iteration 33Q: 3 clusters Score -424320.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -424324.281250 Penalty: 4061.589844 Iteration 34Q: 3 clusters Score -424324.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -424330.656250 Penalty: 4061.589844 Iteration 35Q: 3 clusters Score -424330.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -424336.093750 Penalty: 4061.589844 Iteration 36Q: 3 clusters Score -424336.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -424344.281250 Penalty: 4061.589844 Iteration 37Q: 3 clusters Score -424344.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -424349.187500 Penalty: 4061.589844 Iteration 38Q: 3 clusters Score -424349.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -424352.437500 Penalty: 4061.589844 Iteration 39Q: 3 clusters Score -424352.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -424355.125000 Penalty: 4061.589844 Iteration 40F: 3 clusters Score -424355.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -424359.000000 Penalty: 4061.589844 Iteration 41Q: 3 clusters Score -424359 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -424362.593750 Penalty: 4061.589844 Iteration 42Q: 3 clusters Score -424362.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -424365.343750 Penalty: 4061.589844 Iteration 43Q: 3 clusters Score -424365.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -424365.593750 Penalty: 4061.589844 Iteration 44Q: 3 clusters Score -424365.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -424365.000000 Penalty: 4061.589844 Iteration 45Q: 3 clusters Score -424365 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -424365.843750 Penalty: 4061.589844 Iteration 46Q: 3 clusters Score -424365.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -424367.625000 Penalty: 4061.589844 Iteration 47Q: 3 clusters Score -424367.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -424367.625000 Penalty: 4061.589844 Iteration 48Q: 3 clusters Score -424367.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -424368.156250 Penalty: 4061.589844 Iteration 49Q: 3 clusters Score -424368.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -424367.843750 Penalty: 4061.589844 Iteration 50Q: 3 clusters Score -424367.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -424369.093750 Penalty: 4061.589844 Iteration 51Q: 3 clusters Score -424369.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -424370.062500 Penalty: 4061.589844 Iteration 52Q: 3 clusters Score -424370.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -424371.656250 Penalty: 4061.589844 Iteration 53Q: 3 clusters Score -424371.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -424373.250000 Penalty: 4061.589844 Iteration 54Q: 3 clusters Score -424373.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -424373.468750 Penalty: 4061.589844 Iteration 55Q: 3 clusters Score -424373.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -424373.468750 Penalty: 4061.589844 Iteration 56F: 3 clusters Score -424373.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Entering Unmasked Estep Score: -285634.937500 Penalty: 1949.708374 Iteration 0F: 2 clusters Score -285634.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -282645.812500 Penalty: 3899.416748 Iteration 0F: 3 clusters Score -282645.8 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -283327.031250 Penalty: 3899.416748 Iteration 1F: 3 clusters Score -283327 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -283593.343750 Penalty: 3899.416748 Iteration 2F: 3 clusters Score -283593.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -283761.093750 Penalty: 3899.416748 Iteration 3F: 3 clusters Score -283761.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -283859.281250 Penalty: 3899.416748 Iteration 4Q: 3 clusters Score -283859.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -283917.593750 Penalty: 3899.416748 Iteration 5Q: 3 clusters Score -283917.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -283962.500000 Penalty: 3899.416748 Iteration 6Q: 3 clusters Score -283962.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -283996.906250 Penalty: 3899.416748 Iteration 7Q: 3 clusters Score -283996.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -284015.562500 Penalty: 3899.416748 Iteration 8Q: 3 clusters Score -284015.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -284034.000000 Penalty: 3899.416748 Iteration 9Q: 3 clusters Score -284034 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -284047.750000 Penalty: 3899.416748 Iteration 10Q: 3 clusters Score -284047.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -284060.687500 Penalty: 3899.416748 Iteration 11Q: 3 clusters Score -284060.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -284071.781250 Penalty: 3899.416748 Iteration 12Q: 3 clusters Score -284071.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -284084.843750 Penalty: 3899.416748 Iteration 13Q: 3 clusters Score -284084.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -284096.812500 Penalty: 3899.416748 Iteration 14Q: 3 clusters Score -284096.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -284106.750000 Penalty: 3899.416748 Iteration 15Q: 3 clusters Score -284106.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -284119.906250 Penalty: 3899.416748 Iteration 16Q: 3 clusters Score -284119.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -284126.093750 Penalty: 3899.416748 Iteration 17Q: 3 clusters Score -284126.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -284129.250000 Penalty: 3899.416748 Iteration 18Q: 3 clusters Score -284129.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -284132.312500 Penalty: 3899.416748 Iteration 19Q: 3 clusters Score -284132.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -284138.031250 Penalty: 3899.416748 Iteration 20F: 3 clusters Score -284138 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -284159.218750 Penalty: 3899.416748 Iteration 21Q: 3 clusters Score -284159.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -284187.875000 Penalty: 3899.416748 Iteration 22Q: 3 clusters Score -284187.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -284209.718750 Penalty: 3899.416748 Iteration 23Q: 3 clusters Score -284209.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -284229.531250 Penalty: 3899.416748 Iteration 24Q: 3 clusters Score -284229.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -284251.062500 Penalty: 3899.416748 Iteration 25Q: 3 clusters Score -284251.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -284266.000000 Penalty: 3899.416748 Iteration 26Q: 3 clusters Score -284266 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -284275.750000 Penalty: 3899.416748 Iteration 27Q: 3 clusters Score -284275.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -284285.906250 Penalty: 3899.416748 Iteration 28Q: 3 clusters Score -284285.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -284293.000000 Penalty: 3899.416748 Iteration 29Q: 3 clusters Score -284293 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -284300.906250 Penalty: 3899.416748 Iteration 30Q: 3 clusters Score -284300.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -284309.125000 Penalty: 3899.416748 Iteration 31Q: 3 clusters Score -284309.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -284313.687500 Penalty: 3899.416748 Iteration 32Q: 3 clusters Score -284313.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -284324.062500 Penalty: 3899.416748 Iteration 33Q: 3 clusters Score -284324.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -284333.843750 Penalty: 3899.416748 Iteration 34Q: 3 clusters Score -284333.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -284340.218750 Penalty: 3899.416748 Iteration 35Q: 3 clusters Score -284340.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -284343.812500 Penalty: 3899.416748 Iteration 36Q: 3 clusters Score -284343.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -284346.281250 Penalty: 3899.416748 Iteration 37Q: 3 clusters Score -284346.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -284347.218750 Penalty: 3899.416748 Iteration 38Q: 3 clusters Score -284347.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -284349.000000 Penalty: 3899.416748 Iteration 39Q: 3 clusters Score -284349 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -284350.062500 Penalty: 3899.416748 Iteration 40F: 3 clusters Score -284350.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Entering Unmasked Estep Score: -640816.937500 Penalty: 2129.830078 Iteration 0F: 2 clusters Score -640816.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -636052.750000 Penalty: 4259.660156 Iteration 0F: 3 clusters Score -636052.8 nChanged 2056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -637228.812500 Penalty: 4259.660156 Iteration 1F: 3 clusters Score -637228.8 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -637468.937500 Penalty: 4259.660156 Iteration 2F: 3 clusters Score -637468.9 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -637640.437500 Penalty: 4259.660156 Iteration 3F: 3 clusters Score -637640.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -637771.062500 Penalty: 4259.660156 Iteration 4Q: 3 clusters Score -637771.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -637849.375000 Penalty: 4259.660156 Iteration 5Q: 3 clusters Score -637849.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -637935.437500 Penalty: 4259.660156 Iteration 6Q: 3 clusters Score -637935.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -638005.500000 Penalty: 4259.660156 Iteration 7Q: 3 clusters Score -638005.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -638058.562500 Penalty: 4259.660156 Iteration 8Q: 3 clusters Score -638058.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -638095.187500 Penalty: 4259.660156 Iteration 9Q: 3 clusters Score -638095.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -638134.500000 Penalty: 4259.660156 Iteration 10Q: 3 clusters Score -638134.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -638175.750000 Penalty: 4259.660156 Iteration 11Q: 3 clusters Score -638175.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -638208.375000 Penalty: 4259.660156 Iteration 12Q: 3 clusters Score -638208.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -638241.812500 Penalty: 4259.660156 Iteration 13Q: 3 clusters Score -638241.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -638265.062500 Penalty: 4259.660156 Iteration 14Q: 3 clusters Score -638265.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -638293.187500 Penalty: 4259.660156 Iteration 15Q: 3 clusters Score -638293.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -638322.000000 Penalty: 4259.660156 Iteration 16Q: 3 clusters Score -638322 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -638360.375000 Penalty: 4259.660156 Iteration 17Q: 3 clusters Score -638360.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -638405.625000 Penalty: 4259.660156 Iteration 18Q: 3 clusters Score -638405.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -638457.375000 Penalty: 4259.660156 Iteration 19Q: 3 clusters Score -638457.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -638509.562500 Penalty: 4259.660156 Iteration 20F: 3 clusters Score -638509.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -638569.750000 Penalty: 4259.660156 Iteration 21Q: 3 clusters Score -638569.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -638626.125000 Penalty: 4259.660156 Iteration 22Q: 3 clusters Score -638626.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -638678.187500 Penalty: 4259.660156 Iteration 23Q: 3 clusters Score -638678.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -638730.937500 Penalty: 4259.660156 Iteration 24Q: 3 clusters Score -638730.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -638785.687500 Penalty: 4259.660156 Iteration 25Q: 3 clusters Score -638785.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -638853.437500 Penalty: 4259.660156 Iteration 26Q: 3 clusters Score -638853.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -638913.562500 Penalty: 4259.660156 Iteration 27Q: 3 clusters Score -638913.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -638975.812500 Penalty: 4259.660156 Iteration 28Q: 3 clusters Score -638975.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -639015.500000 Penalty: 4259.660156 Iteration 29Q: 3 clusters Score -639015.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -639060.000000 Penalty: 4259.660156 Iteration 30Q: 3 clusters Score -639060 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -639098.687500 Penalty: 4259.660156 Iteration 31Q: 3 clusters Score -639098.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -639128.187500 Penalty: 4259.660156 Iteration 32Q: 3 clusters Score -639128.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -639143.812500 Penalty: 4259.660156 Iteration 33Q: 3 clusters Score -639143.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -639158.875000 Penalty: 4259.660156 Iteration 34Q: 3 clusters Score -639158.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -639168.000000 Penalty: 4259.660156 Iteration 35Q: 3 clusters Score -639168 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -639176.750000 Penalty: 4259.660156 Iteration 36Q: 3 clusters Score -639176.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -639183.312500 Penalty: 4259.660156 Iteration 37Q: 3 clusters Score -639183.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -639189.187500 Penalty: 4259.660156 Iteration 38Q: 3 clusters Score -639189.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -639193.000000 Penalty: 4259.660156 Iteration 39Q: 3 clusters Score -639193 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -639196.000000 Penalty: 4259.660156 Iteration 40F: 3 clusters Score -639196 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -639198.687500 Penalty: 4259.660156 Iteration 41Q: 3 clusters Score -639198.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -639202.812500 Penalty: 4259.660156 Iteration 42Q: 3 clusters Score -639202.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -639203.750000 Penalty: 4259.660156 Iteration 43Q: 3 clusters Score -639203.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -639204.187500 Penalty: 4259.660156 Iteration 44Q: 3 clusters Score -639204.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -639205.812500 Penalty: 4259.660156 Iteration 45Q: 3 clusters Score -639205.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -639205.375000 Penalty: 4259.660156 Iteration 46Q: 3 clusters Score -639205.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -639208.062500 Penalty: 4259.660156 Iteration 47Q: 3 clusters Score -639208.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -639209.250000 Penalty: 4259.660156 Iteration 48Q: 3 clusters Score -639209.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -639209.437500 Penalty: 4259.660156 Iteration 49Q: 3 clusters Score -639209.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -639209.437500 Penalty: 4259.660156 Iteration 50F: 3 clusters Score -639209.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (12622 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12622 members Entering Unmasked Estep Score: -1387635.250000 Penalty: 2341.912598 Iteration 0F: 2 clusters Score -1387635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 6411 members Entering Unmasked Estep Score: -1378322.125000 Penalty: 4683.825195 Iteration 0F: 3 clusters Score -1378322 nChanged 5408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -1381498.375000 Penalty: 4683.825195 Iteration 1F: 3 clusters Score -1381498 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -1382199.375000 Penalty: 4683.825195 Iteration 2F: 3 clusters Score -1382199 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -1382852.000000 Penalty: 4683.825195 Iteration 3F: 3 clusters Score -1382852 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -1383469.750000 Penalty: 4683.825195 Iteration 4F: 3 clusters Score -1383470 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -1384108.125000 Penalty: 4683.825195 Iteration 5F: 3 clusters Score -1384108 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 8785 members Entering Unmasked Estep Score: -1384675.125000 Penalty: 4683.825195 Iteration 6F: 3 clusters Score -1384675 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -1385226.625000 Penalty: 4683.825195 Iteration 7F: 3 clusters Score -1385227 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -1385638.500000 Penalty: 4683.825195 Iteration 8Q: 3 clusters Score -1385638 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 10107 members Entering Unmasked Estep Score: -1385966.125000 Penalty: 4683.825195 Iteration 9Q: 3 clusters Score -1385966 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -1386177.875000 Penalty: 4683.825195 Iteration 10Q: 3 clusters Score -1386178 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 10601 members Entering Unmasked Estep Score: -1386326.250000 Penalty: 4683.825195 Iteration 11Q: 3 clusters Score -1386326 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -1386422.375000 Penalty: 4683.825195 Iteration 12Q: 3 clusters Score -1386422 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 10909 members Entering Unmasked Estep Score: -1386482.875000 Penalty: 4683.825195 Iteration 13Q: 3 clusters Score -1386483 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 11026 members Entering Unmasked Estep Score: -1386537.375000 Penalty: 4683.825195 Iteration 14Q: 3 clusters Score -1386537 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -1386580.625000 Penalty: 4683.825195 Iteration 15Q: 3 clusters Score -1386581 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -1386608.250000 Penalty: 4683.825195 Iteration 16Q: 3 clusters Score -1386608 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 11263 members Entering Unmasked Estep Score: -1386626.500000 Penalty: 4683.825195 Iteration 17Q: 3 clusters Score -1386626 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 11306 members Entering Unmasked Estep Score: -1386646.375000 Penalty: 4683.825195 Iteration 18Q: 3 clusters Score -1386646 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 11350 members Entering Unmasked Estep Score: -1386658.375000 Penalty: 4683.825195 Iteration 19Q: 3 clusters Score -1386658 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 11388 members Entering Unmasked Estep Score: -1386671.375000 Penalty: 4683.825195 Iteration 20F: 3 clusters Score -1386671 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 11421 members Entering Unmasked Estep Score: -1386680.000000 Penalty: 4683.825195 Iteration 21Q: 3 clusters Score -1386680 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 11438 members Entering Unmasked Estep Score: -1386682.375000 Penalty: 4683.825195 Iteration 22Q: 3 clusters Score -1386682 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 11461 members Entering Unmasked Estep Score: -1386687.250000 Penalty: 4683.825195 Iteration 23Q: 3 clusters Score -1386687 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -1386692.875000 Penalty: 4683.825195 Iteration 24Q: 3 clusters Score -1386693 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -1386705.500000 Penalty: 4683.825195 Iteration 25Q: 3 clusters Score -1386706 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -1386710.250000 Penalty: 4683.825195 Iteration 26Q: 3 clusters Score -1386710 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -1386715.000000 Penalty: 4683.825195 Iteration 27Q: 3 clusters Score -1386715 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -1386723.125000 Penalty: 4683.825195 Iteration 28Q: 3 clusters Score -1386723 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 11593 members Entering Unmasked Estep Score: -1386727.000000 Penalty: 4683.825195 Iteration 29Q: 3 clusters Score -1386727 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 11616 members Entering Unmasked Estep Score: -1386738.250000 Penalty: 4683.825195 Iteration 30Q: 3 clusters Score -1386738 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -1386751.125000 Penalty: 4683.825195 Iteration 31Q: 3 clusters Score -1386751 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -1386754.500000 Penalty: 4683.825195 Iteration 32Q: 3 clusters Score -1386754 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -1386761.875000 Penalty: 4683.825195 Iteration 33Q: 3 clusters Score -1386762 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -1386765.250000 Penalty: 4683.825195 Iteration 34Q: 3 clusters Score -1386765 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -1386774.750000 Penalty: 4683.825195 Iteration 35Q: 3 clusters Score -1386775 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 11727 members Entering Unmasked Estep Score: -1386790.250000 Penalty: 4683.825195 Iteration 36Q: 3 clusters Score -1386790 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 11743 members Entering Unmasked Estep Score: -1386797.500000 Penalty: 4683.825195 Iteration 37Q: 3 clusters Score -1386798 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -1386808.000000 Penalty: 4683.825195 Iteration 38Q: 3 clusters Score -1386808 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 11769 members Entering Unmasked Estep Score: -1386814.000000 Penalty: 4683.825195 Iteration 39Q: 3 clusters Score -1386814 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -1386823.875000 Penalty: 4683.825195 Iteration 40F: 3 clusters Score -1386824 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -1386833.875000 Penalty: 4683.825195 Iteration 41Q: 3 clusters Score -1386834 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -1386851.125000 Penalty: 4683.825195 Iteration 42Q: 3 clusters Score -1386851 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -1386867.375000 Penalty: 4683.825195 Iteration 43Q: 3 clusters Score -1386867 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -1386899.750000 Penalty: 4683.825195 Iteration 44Q: 3 clusters Score -1386900 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -1386928.875000 Penalty: 4683.825195 Iteration 45Q: 3 clusters Score -1386929 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 11889 members Entering Unmasked Estep Score: -1386946.625000 Penalty: 4683.825195 Iteration 46Q: 3 clusters Score -1386947 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -1386965.125000 Penalty: 4683.825195 Iteration 47Q: 3 clusters Score -1386965 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -1386971.125000 Penalty: 4683.825195 Iteration 48Q: 3 clusters Score -1386971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -1386968.875000 Penalty: 4683.825195 Iteration 49Q: 3 clusters Score -1386969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -1386969.500000 Penalty: 4683.825195 Iteration 50Q: 3 clusters Score -1386970 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -1386969.500000 Penalty: 4683.825195 Iteration 51F: 3 clusters Score -1386970 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (101781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101781 members Entering Unmasked Estep Score: -12335442.000000 Penalty: 2859.583496 Iteration 0F: 2 clusters Score -1.233544e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50934 members Mstep: Class 2 contains 50847 members Entering Unmasked Estep Score: -12267633.000000 Penalty: 5719.166992 Iteration 0F: 3 clusters Score -1.226763e+07 nChanged 48107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52345 members Mstep: Class 2 contains 49436 members Entering Unmasked Estep Score: -12294571.000000 Penalty: 5719.166992 Iteration 1F: 3 clusters Score -1.229457e+07 nChanged 3342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53157 members Mstep: Class 2 contains 48624 members Entering Unmasked Estep Score: -12295316.000000 Penalty: 5719.166992 Iteration 2Q: 3 clusters Score -1.229532e+07 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54453 members Mstep: Class 2 contains 47328 members Entering Unmasked Estep Score: -12296239.000000 Penalty: 5719.166992 Iteration 3Q: 3 clusters Score -1.229624e+07 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56373 members Mstep: Class 2 contains 45408 members Entering Unmasked Estep Score: -12297305.000000 Penalty: 5719.166992 Iteration 4Q: 3 clusters Score -1.22973e+07 nChanged 4287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59088 members Mstep: Class 2 contains 42693 members Entering Unmasked Estep Score: -12298946.000000 Penalty: 5719.166992 Iteration 5Q: 3 clusters Score -1.229895e+07 nChanged 4891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62937 members Mstep: Class 2 contains 38844 members Entering Unmasked Estep Score: -12300989.000000 Penalty: 5719.166992 Iteration 6Q: 3 clusters Score -1.230099e+07 nChanged 5812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68131 members Mstep: Class 2 contains 33650 members Entering Unmasked Estep Score: -12304281.000000 Penalty: 5719.166992 Iteration 7F: 3 clusters Score -1.230428e+07 nChanged 6942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74811 members Mstep: Class 2 contains 26970 members Entering Unmasked Estep Score: -12308917.000000 Penalty: 5719.166992 Iteration 8F: 3 clusters Score -1.230892e+07 nChanged 7588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82357 members Mstep: Class 2 contains 19424 members Entering Unmasked Estep Score: -12315023.000000 Penalty: 5719.166992 Iteration 9F: 3 clusters Score -1.231502e+07 nChanged 7604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89951 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -12321910.000000 Penalty: 5719.166992 Iteration 10F: 3 clusters Score -1.232191e+07 nChanged 5975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95926 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -12327651.000000 Penalty: 5719.166992 Iteration 11F: 3 clusters Score -1.232765e+07 nChanged 3487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99413 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -12330891.000000 Penalty: 5719.166992 Iteration 12Q: 3 clusters Score -1.233089e+07 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100841 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -12332096.000000 Penalty: 5719.166992 Iteration 13Q: 3 clusters Score -1.23321e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101307 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -12332551.000000 Penalty: 5719.166992 Iteration 14Q: 3 clusters Score -1.233255e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101427 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -12332709.000000 Penalty: 5719.166992 Iteration 15Q: 3 clusters Score -1.233271e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101484 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -12332813.000000 Penalty: 5719.166992 Iteration 16Q: 3 clusters Score -1.233281e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101502 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -12332845.000000 Penalty: 5719.166992 Iteration 17Q: 3 clusters Score -1.233284e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101516 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -12332887.000000 Penalty: 5719.166992 Iteration 18Q: 3 clusters Score -1.233289e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101526 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -12332895.000000 Penalty: 5719.166992 Iteration 19Q: 3 clusters Score -1.23329e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101527 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -12332911.000000 Penalty: 5719.166992 Iteration 20F: 3 clusters Score -1.233291e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101532 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -12332918.000000 Penalty: 5719.166992 Iteration 21Q: 3 clusters Score -1.233292e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101532 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -12332914.000000 Penalty: 5719.166992 Iteration 22Q: 3 clusters Score -1.233291e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101533 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -12332915.000000 Penalty: 5719.166992 Iteration 23Q: 3 clusters Score -1.233292e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101534 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -12332916.000000 Penalty: 5719.166992 Iteration 24Q: 3 clusters Score -1.233292e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101535 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -12332918.000000 Penalty: 5719.166992 Iteration 25Q: 3 clusters Score -1.233292e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101537 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -12332930.000000 Penalty: 5719.166992 Iteration 26Q: 3 clusters Score -1.233293e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101539 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -12332934.000000 Penalty: 5719.166992 Iteration 27Q: 3 clusters Score -1.233293e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101541 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -12332925.000000 Penalty: 5719.166992 Iteration 28Q: 3 clusters Score -1.233292e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101542 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12332932.000000 Penalty: 5719.166992 Iteration 29Q: 3 clusters Score -1.233293e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101543 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -12332928.000000 Penalty: 5719.166992 Iteration 30Q: 3 clusters Score -1.233293e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101542 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12332935.000000 Penalty: 5719.166992 Iteration 31Q: 3 clusters Score -1.233294e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101542 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12332947.000000 Penalty: 5719.166992 Iteration 32Q: 3 clusters Score -1.233295e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101543 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -12332943.000000 Penalty: 5719.166992 Iteration 33Q: 3 clusters Score -1.233294e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101544 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -12332950.000000 Penalty: 5719.166992 Iteration 34Q: 3 clusters Score -1.233295e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101543 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -12332948.000000 Penalty: 5719.166992 Iteration 35Q: 3 clusters Score -1.233295e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101543 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -12332955.000000 Penalty: 5719.166992 Iteration 36Q: 3 clusters Score -1.233296e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101545 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -12332957.000000 Penalty: 5719.166992 Iteration 37Q: 3 clusters Score -1.233296e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101547 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -12332955.000000 Penalty: 5719.166992 Iteration 38Q: 3 clusters Score -1.233296e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101547 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -12332955.000000 Penalty: 5719.166992 Iteration 39F: 3 clusters Score -1.233296e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Entering Unmasked Estep Score: -680871.687500 Penalty: 2140.502441 Iteration 0F: 2 clusters Score -680871.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -676014.250000 Penalty: 4281.004883 Iteration 0F: 3 clusters Score -676014.2 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -677140.625000 Penalty: 4281.004883 Iteration 1F: 3 clusters Score -677140.6 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -677349.375000 Penalty: 4281.004883 Iteration 2F: 3 clusters Score -677349.4 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -677497.875000 Penalty: 4281.004883 Iteration 3Q: 3 clusters Score -677497.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -677631.500000 Penalty: 4281.004883 Iteration 4Q: 3 clusters Score -677631.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -677743.375000 Penalty: 4281.004883 Iteration 5Q: 3 clusters Score -677743.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -677820.437500 Penalty: 4281.004883 Iteration 6Q: 3 clusters Score -677820.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -677870.625000 Penalty: 4281.004883 Iteration 7Q: 3 clusters Score -677870.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -677919.250000 Penalty: 4281.004883 Iteration 8Q: 3 clusters Score -677919.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -677961.125000 Penalty: 4281.004883 Iteration 9Q: 3 clusters Score -677961.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -678011.875000 Penalty: 4281.004883 Iteration 10Q: 3 clusters Score -678011.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -678062.625000 Penalty: 4281.004883 Iteration 11Q: 3 clusters Score -678062.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -678115.312500 Penalty: 4281.004883 Iteration 12Q: 3 clusters Score -678115.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -678165.250000 Penalty: 4281.004883 Iteration 13Q: 3 clusters Score -678165.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -678217.812500 Penalty: 4281.004883 Iteration 14Q: 3 clusters Score -678217.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -678266.750000 Penalty: 4281.004883 Iteration 15Q: 3 clusters Score -678266.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -678317.250000 Penalty: 4281.004883 Iteration 16Q: 3 clusters Score -678317.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -678374.312500 Penalty: 4281.004883 Iteration 17Q: 3 clusters Score -678374.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -678441.062500 Penalty: 4281.004883 Iteration 18Q: 3 clusters Score -678441.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -678492.625000 Penalty: 4281.004883 Iteration 19Q: 3 clusters Score -678492.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -678532.437500 Penalty: 4281.004883 Iteration 20F: 3 clusters Score -678532.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -678574.312500 Penalty: 4281.004883 Iteration 21Q: 3 clusters Score -678574.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -678620.375000 Penalty: 4281.004883 Iteration 22Q: 3 clusters Score -678620.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -678664.062500 Penalty: 4281.004883 Iteration 23Q: 3 clusters Score -678664.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -678700.125000 Penalty: 4281.004883 Iteration 24Q: 3 clusters Score -678700.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -678732.562500 Penalty: 4281.004883 Iteration 25Q: 3 clusters Score -678732.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -678757.375000 Penalty: 4281.004883 Iteration 26Q: 3 clusters Score -678757.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -678782.812500 Penalty: 4281.004883 Iteration 27Q: 3 clusters Score -678782.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -678802.625000 Penalty: 4281.004883 Iteration 28Q: 3 clusters Score -678802.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -678813.187500 Penalty: 4281.004883 Iteration 29Q: 3 clusters Score -678813.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -678825.750000 Penalty: 4281.004883 Iteration 30Q: 3 clusters Score -678825.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -678834.375000 Penalty: 4281.004883 Iteration 31Q: 3 clusters Score -678834.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -678837.125000 Penalty: 4281.004883 Iteration 32Q: 3 clusters Score -678837.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -678841.937500 Penalty: 4281.004883 Iteration 33Q: 3 clusters Score -678841.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -678850.250000 Penalty: 4281.004883 Iteration 34Q: 3 clusters Score -678850.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -678855.437500 Penalty: 4281.004883 Iteration 35Q: 3 clusters Score -678855.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -678862.125000 Penalty: 4281.004883 Iteration 36Q: 3 clusters Score -678862.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -678866.625000 Penalty: 4281.004883 Iteration 37Q: 3 clusters Score -678866.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -678870.312500 Penalty: 4281.004883 Iteration 38Q: 3 clusters Score -678870.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -678874.250000 Penalty: 4281.004883 Iteration 39Q: 3 clusters Score -678874.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -678877.000000 Penalty: 4281.004883 Iteration 40F: 3 clusters Score -678877 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -678883.562500 Penalty: 4281.004883 Iteration 41Q: 3 clusters Score -678883.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -678890.187500 Penalty: 4281.004883 Iteration 42Q: 3 clusters Score -678890.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -678898.625000 Penalty: 4281.004883 Iteration 43Q: 3 clusters Score -678898.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -678903.375000 Penalty: 4281.004883 Iteration 44Q: 3 clusters Score -678903.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -678912.812500 Penalty: 4281.004883 Iteration 45Q: 3 clusters Score -678912.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -678915.875000 Penalty: 4281.004883 Iteration 46Q: 3 clusters Score -678915.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -678920.687500 Penalty: 4281.004883 Iteration 47Q: 3 clusters Score -678920.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -678931.500000 Penalty: 4281.004883 Iteration 48Q: 3 clusters Score -678931.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -678936.937500 Penalty: 4281.004883 Iteration 49Q: 3 clusters Score -678936.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -678942.437500 Penalty: 4281.004883 Iteration 50Q: 3 clusters Score -678942.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -678947.437500 Penalty: 4281.004883 Iteration 51Q: 3 clusters Score -678947.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -678953.187500 Penalty: 4281.004883 Iteration 52Q: 3 clusters Score -678953.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -678958.937500 Penalty: 4281.004883 Iteration 53Q: 3 clusters Score -678958.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -678964.250000 Penalty: 4281.004883 Iteration 54Q: 3 clusters Score -678964.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -678968.562500 Penalty: 4281.004883 Iteration 55Q: 3 clusters Score -678968.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -678971.687500 Penalty: 4281.004883 Iteration 56Q: 3 clusters Score -678971.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -678971.625000 Penalty: 4281.004883 Iteration 57Q: 3 clusters Score -678971.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -678975.125000 Penalty: 4281.004883 Iteration 58Q: 3 clusters Score -678975.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -678975.062500 Penalty: 4281.004883 Iteration 59Q: 3 clusters Score -678975.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -678978.000000 Penalty: 4281.004883 Iteration 60F: 3 clusters Score -678978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -678980.250000 Penalty: 4281.004883 Iteration 61Q: 3 clusters Score -678980.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -678981.812500 Penalty: 4281.004883 Iteration 62Q: 3 clusters Score -678981.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -678982.187500 Penalty: 4281.004883 Iteration 63Q: 3 clusters Score -678982.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -678983.750000 Penalty: 4281.004883 Iteration 64Q: 3 clusters Score -678983.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -678984.000000 Penalty: 4281.004883 Iteration 65Q: 3 clusters Score -678984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -678984.937500 Penalty: 4281.004883 Iteration 66Q: 3 clusters Score -678984.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -678986.562500 Penalty: 4281.004883 Iteration 67Q: 3 clusters Score -678986.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -678987.750000 Penalty: 4281.004883 Iteration 68Q: 3 clusters Score -678987.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -678987.750000 Penalty: 4281.004883 Iteration 69F: 3 clusters Score -678987.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (10681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Entering Unmasked Estep Score: -1297912.625000 Penalty: 2300.503174 Iteration 0F: 2 clusters Score -1297913 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -1289889.500000 Penalty: 4601.006348 Iteration 0F: 3 clusters Score -1289890 nChanged 4427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1292252.125000 Penalty: 4601.006348 Iteration 1F: 3 clusters Score -1292252 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -1292695.250000 Penalty: 4601.006348 Iteration 2F: 3 clusters Score -1292695 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1293171.125000 Penalty: 4601.006348 Iteration 3F: 3 clusters Score -1293171 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1293680.125000 Penalty: 4601.006348 Iteration 4F: 3 clusters Score -1293680 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -1294158.000000 Penalty: 4601.006348 Iteration 5F: 3 clusters Score -1294158 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1294568.000000 Penalty: 4601.006348 Iteration 6F: 3 clusters Score -1294568 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -1294845.000000 Penalty: 4601.006348 Iteration 7Q: 3 clusters Score -1294845 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1295020.250000 Penalty: 4601.006348 Iteration 8Q: 3 clusters Score -1295020 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -1295141.750000 Penalty: 4601.006348 Iteration 9Q: 3 clusters Score -1295142 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -1295241.625000 Penalty: 4601.006348 Iteration 10Q: 3 clusters Score -1295242 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1295331.125000 Penalty: 4601.006348 Iteration 11Q: 3 clusters Score -1295331 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1295393.875000 Penalty: 4601.006348 Iteration 12Q: 3 clusters Score -1295394 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1295445.000000 Penalty: 4601.006348 Iteration 13Q: 3 clusters Score -1295445 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -1295472.625000 Penalty: 4601.006348 Iteration 14Q: 3 clusters Score -1295473 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -1295496.125000 Penalty: 4601.006348 Iteration 15Q: 3 clusters Score -1295496 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1295519.500000 Penalty: 4601.006348 Iteration 16Q: 3 clusters Score -1295520 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1295534.250000 Penalty: 4601.006348 Iteration 17Q: 3 clusters Score -1295534 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -1295549.250000 Penalty: 4601.006348 Iteration 18Q: 3 clusters Score -1295549 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1295565.625000 Penalty: 4601.006348 Iteration 19Q: 3 clusters Score -1295566 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1295584.125000 Penalty: 4601.006348 Iteration 20F: 3 clusters Score -1295584 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1295601.875000 Penalty: 4601.006348 Iteration 21Q: 3 clusters Score -1295602 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1295622.750000 Penalty: 4601.006348 Iteration 22Q: 3 clusters Score -1295623 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -1295633.875000 Penalty: 4601.006348 Iteration 23Q: 3 clusters Score -1295634 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -1295652.500000 Penalty: 4601.006348 Iteration 24Q: 3 clusters Score -1295652 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1295662.625000 Penalty: 4601.006348 Iteration 25Q: 3 clusters Score -1295663 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1295675.000000 Penalty: 4601.006348 Iteration 26Q: 3 clusters Score -1295675 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -1295687.500000 Penalty: 4601.006348 Iteration 27Q: 3 clusters Score -1295688 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9007 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1295701.875000 Penalty: 4601.006348 Iteration 28Q: 3 clusters Score -1295702 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -1295713.375000 Penalty: 4601.006348 Iteration 29Q: 3 clusters Score -1295713 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1295729.500000 Penalty: 4601.006348 Iteration 30Q: 3 clusters Score -1295730 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9117 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1295741.625000 Penalty: 4601.006348 Iteration 31Q: 3 clusters Score -1295742 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -1295750.625000 Penalty: 4601.006348 Iteration 32Q: 3 clusters Score -1295751 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1295761.500000 Penalty: 4601.006348 Iteration 33Q: 3 clusters Score -1295762 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1295774.125000 Penalty: 4601.006348 Iteration 34Q: 3 clusters Score -1295774 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -1295785.875000 Penalty: 4601.006348 Iteration 35Q: 3 clusters Score -1295786 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -1295794.000000 Penalty: 4601.006348 Iteration 36Q: 3 clusters Score -1295794 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1295798.000000 Penalty: 4601.006348 Iteration 37Q: 3 clusters Score -1295798 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1295805.750000 Penalty: 4601.006348 Iteration 38Q: 3 clusters Score -1295806 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1295819.500000 Penalty: 4601.006348 Iteration 39Q: 3 clusters Score -1295820 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9373 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1295831.625000 Penalty: 4601.006348 Iteration 40F: 3 clusters Score -1295832 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9390 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -1295836.125000 Penalty: 4601.006348 Iteration 41Q: 3 clusters Score -1295836 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1295838.000000 Penalty: 4601.006348 Iteration 42Q: 3 clusters Score -1295838 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1295850.875000 Penalty: 4601.006348 Iteration 43Q: 3 clusters Score -1295851 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9438 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1295851.375000 Penalty: 4601.006348 Iteration 44Q: 3 clusters Score -1295851 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1295860.125000 Penalty: 4601.006348 Iteration 45Q: 3 clusters Score -1295860 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9468 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1295862.750000 Penalty: 4601.006348 Iteration 46Q: 3 clusters Score -1295863 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -1295867.125000 Penalty: 4601.006348 Iteration 47Q: 3 clusters Score -1295867 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1295870.875000 Penalty: 4601.006348 Iteration 48Q: 3 clusters Score -1295871 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1295871.625000 Penalty: 4601.006348 Iteration 49Q: 3 clusters Score -1295872 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9497 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1295871.500000 Penalty: 4601.006348 Iteration 50Q: 3 clusters Score -1295872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9501 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1295871.875000 Penalty: 4601.006348 Iteration 51Q: 3 clusters Score -1295872 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1295873.625000 Penalty: 4601.006348 Iteration 52Q: 3 clusters Score -1295874 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1295878.375000 Penalty: 4601.006348 Iteration 53Q: 3 clusters Score -1295878 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1295879.250000 Penalty: 4601.006348 Iteration 54Q: 3 clusters Score -1295879 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -1295882.125000 Penalty: 4601.006348 Iteration 55Q: 3 clusters Score -1295882 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -1295888.000000 Penalty: 4601.006348 Iteration 56Q: 3 clusters Score -1295888 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1295890.375000 Penalty: 4601.006348 Iteration 57Q: 3 clusters Score -1295890 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1295891.375000 Penalty: 4601.006348 Iteration 58Q: 3 clusters Score -1295891 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1295896.750000 Penalty: 4601.006348 Iteration 59Q: 3 clusters Score -1295897 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -1295894.125000 Penalty: 4601.006348 Iteration 60F: 3 clusters Score -1295894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1295894.000000 Penalty: 4601.006348 Iteration 61Q: 3 clusters Score -1295894 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1295894.000000 Penalty: 4601.006348 Iteration 62F: 3 clusters Score -1295894 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 3476 members Mstep: Class 3 contains 2386 members Mstep: Class 4 contains 3876 members Mstep: Class 5 contains 13303 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8758 members Mstep: Class 8 contains 54686 members Mstep: Class 9 contains 4632 members Mstep: Class 10 contains 27217 members Mstep: Class 11 contains 7815 members Mstep: Class 12 contains 3600 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12622 members Mstep: Class 16 contains 101781 members Mstep: Class 17 contains 5603 members Mstep: Class 18 contains 10681 members Entering Unmasked Estep ConsiderDeletion Score: -33511186.000000 Penalty: 56051.496094 Iteration 79Q: 19 clusters Score -3.351119e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 3476 members Mstep: Class 3 contains 2385 members Mstep: Class 4 contains 3881 members Mstep: Class 5 contains 13310 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8742 members Mstep: Class 8 contains 54687 members Mstep: Class 9 contains 4631 members Mstep: Class 10 contains 27224 members Mstep: Class 11 contains 7815 members Mstep: Class 12 contains 3601 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12620 members Mstep: Class 16 contains 101781 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10680 members Entering Unmasked Estep ConsiderDeletion Score: -33511228.000000 Penalty: 56051.496094 Iteration 80F: 19 clusters Score -3.351123e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 3476 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3882 members Mstep: Class 5 contains 13315 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8736 members Mstep: Class 8 contains 54686 members Mstep: Class 9 contains 4631 members Mstep: Class 10 contains 27228 members Mstep: Class 11 contains 7815 members Mstep: Class 12 contains 3600 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12620 members Mstep: Class 16 contains 101781 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511200.000000 Penalty: 56051.496094 Iteration 81Q: 19 clusters Score -3.35112e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8907 members Mstep: Class 2 contains 3476 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3882 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8730 members Mstep: Class 8 contains 54687 members Mstep: Class 9 contains 4631 members Mstep: Class 10 contains 27233 members Mstep: Class 11 contains 7816 members Mstep: Class 12 contains 3600 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12619 members Mstep: Class 16 contains 101780 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511192.000000 Penalty: 56051.496094 Iteration 82Q: 19 clusters Score -3.351119e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8907 members Mstep: Class 2 contains 3476 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3884 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8724 members Mstep: Class 8 contains 54688 members Mstep: Class 9 contains 4629 members Mstep: Class 10 contains 27241 members Mstep: Class 11 contains 7819 members Mstep: Class 12 contains 3600 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12617 members Mstep: Class 16 contains 101777 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511208.000000 Penalty: 56051.496094 Iteration 83Q: 19 clusters Score -3.351121e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 3476 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3885 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8716 members Mstep: Class 8 contains 54689 members Mstep: Class 9 contains 4629 members Mstep: Class 10 contains 27250 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3600 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12616 members Mstep: Class 16 contains 101775 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511224.000000 Penalty: 56051.496094 Iteration 84Q: 19 clusters Score -3.351122e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8904 members Mstep: Class 2 contains 3476 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3887 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8710 members Mstep: Class 8 contains 54688 members Mstep: Class 9 contains 4629 members Mstep: Class 10 contains 27259 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3601 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12613 members Mstep: Class 16 contains 101775 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511224.000000 Penalty: 56051.496094 Iteration 85Q: 19 clusters Score -3.351122e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3887 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8707 members Mstep: Class 8 contains 54685 members Mstep: Class 9 contains 4629 members Mstep: Class 10 contains 27265 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3602 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12613 members Mstep: Class 16 contains 101775 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511236.000000 Penalty: 56051.496094 Iteration 86Q: 19 clusters Score -3.351124e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 3478 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3888 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8703 members Mstep: Class 8 contains 54684 members Mstep: Class 9 contains 4629 members Mstep: Class 10 contains 27269 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3603 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12612 members Mstep: Class 16 contains 101776 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511226.000000 Penalty: 56051.496094 Iteration 87Q: 19 clusters Score -3.351123e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 3478 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3890 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8699 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4629 members Mstep: Class 10 contains 27275 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3603 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12609 members Mstep: Class 16 contains 101777 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511230.000000 Penalty: 56051.496094 Iteration 88Q: 19 clusters Score -3.351123e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 3478 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3888 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8694 members Mstep: Class 8 contains 54681 members Mstep: Class 9 contains 4629 members Mstep: Class 10 contains 27282 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3603 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12608 members Mstep: Class 16 contains 101778 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511226.000000 Penalty: 56051.496094 Iteration 89Q: 19 clusters Score -3.351123e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 3478 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3889 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8685 members Mstep: Class 8 contains 54681 members Mstep: Class 9 contains 4629 members Mstep: Class 10 contains 27289 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3603 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12609 members Mstep: Class 16 contains 101778 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511228.000000 Penalty: 56051.496094 Iteration 90Q: 19 clusters Score -3.351123e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 3479 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3890 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8674 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4629 members Mstep: Class 10 contains 27299 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3603 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12611 members Mstep: Class 16 contains 101773 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511204.000000 Penalty: 56051.496094 Iteration 91Q: 19 clusters Score -3.35112e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 3480 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3893 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8668 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4628 members Mstep: Class 10 contains 27304 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12609 members Mstep: Class 16 contains 101773 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511218.000000 Penalty: 56051.496094 Iteration 92Q: 19 clusters Score -3.351122e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 3479 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3894 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8661 members Mstep: Class 8 contains 54681 members Mstep: Class 9 contains 4628 members Mstep: Class 10 contains 27311 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3603 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12611 members Mstep: Class 16 contains 101773 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511230.000000 Penalty: 56051.496094 Iteration 93Q: 19 clusters Score -3.351123e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8899 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3897 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8654 members Mstep: Class 8 contains 54681 members Mstep: Class 9 contains 4628 members Mstep: Class 10 contains 27316 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3603 members Mstep: Class 13 contains 2597 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12611 members Mstep: Class 16 contains 101774 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511240.000000 Penalty: 56051.496094 Iteration 94Q: 19 clusters Score -3.351124e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2384 members Mstep: Class 4 contains 3900 members Mstep: Class 5 contains 13317 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8648 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4627 members Mstep: Class 10 contains 27320 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3603 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12610 members Mstep: Class 16 contains 101774 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511252.000000 Penalty: 56051.496094 Iteration 95Q: 19 clusters Score -3.351125e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2383 members Mstep: Class 4 contains 3904 members Mstep: Class 5 contains 13318 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8638 members Mstep: Class 8 contains 54683 members Mstep: Class 9 contains 4627 members Mstep: Class 10 contains 27328 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12607 members Mstep: Class 16 contains 101774 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511276.000000 Penalty: 56051.496094 Iteration 96Q: 19 clusters Score -3.351128e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2383 members Mstep: Class 4 contains 3911 members Mstep: Class 5 contains 13323 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8633 members Mstep: Class 8 contains 54683 members Mstep: Class 9 contains 4627 members Mstep: Class 10 contains 27329 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12602 members Mstep: Class 16 contains 101773 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511264.000000 Penalty: 56051.496094 Iteration 97Q: 19 clusters Score -3.351126e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2382 members Mstep: Class 4 contains 3917 members Mstep: Class 5 contains 13327 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8632 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4627 members Mstep: Class 10 contains 27328 members Mstep: Class 11 contains 7819 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12599 members Mstep: Class 16 contains 101772 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511262.000000 Penalty: 56051.496094 Iteration 98Q: 19 clusters Score -3.351126e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2382 members Mstep: Class 4 contains 3919 members Mstep: Class 5 contains 13329 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8630 members Mstep: Class 8 contains 54683 members Mstep: Class 9 contains 4627 members Mstep: Class 10 contains 27328 members Mstep: Class 11 contains 7819 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12596 members Mstep: Class 16 contains 101772 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511256.000000 Penalty: 56051.496094 Iteration 99Q: 19 clusters Score -3.351126e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2381 members Mstep: Class 4 contains 3923 members Mstep: Class 5 contains 13329 members Mstep: Class 6 contains 6540 members Mstep: Class 7 contains 8629 members Mstep: Class 8 contains 54683 members Mstep: Class 9 contains 4627 members Mstep: Class 10 contains 27328 members Mstep: Class 11 contains 7819 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12593 members Mstep: Class 16 contains 101773 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511246.000000 Penalty: 56051.496094 Iteration 100F: 19 clusters Score -3.351125e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2380 members Mstep: Class 4 contains 3928 members Mstep: Class 5 contains 13330 members Mstep: Class 6 contains 6539 members Mstep: Class 7 contains 8628 members Mstep: Class 8 contains 54683 members Mstep: Class 9 contains 4627 members Mstep: Class 10 contains 27328 members Mstep: Class 11 contains 7819 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12591 members Mstep: Class 16 contains 101773 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511270.000000 Penalty: 56051.496094 Iteration 101Q: 19 clusters Score -3.351127e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2377 members Mstep: Class 4 contains 3931 members Mstep: Class 5 contains 13332 members Mstep: Class 6 contains 6538 members Mstep: Class 7 contains 8625 members Mstep: Class 8 contains 54683 members Mstep: Class 9 contains 4627 members Mstep: Class 10 contains 27328 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12591 members Mstep: Class 16 contains 101774 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511260.000000 Penalty: 56051.496094 Iteration 102Q: 19 clusters Score -3.351126e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3477 members Mstep: Class 3 contains 2376 members Mstep: Class 4 contains 3936 members Mstep: Class 5 contains 13334 members Mstep: Class 6 contains 6537 members Mstep: Class 7 contains 8622 members Mstep: Class 8 contains 54681 members Mstep: Class 9 contains 4627 members Mstep: Class 10 contains 27329 members Mstep: Class 11 contains 7821 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12590 members Mstep: Class 16 contains 101773 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511252.000000 Penalty: 56051.496094 Iteration 103Q: 19 clusters Score -3.351125e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 2374 members Mstep: Class 4 contains 3942 members Mstep: Class 5 contains 13333 members Mstep: Class 6 contains 6536 members Mstep: Class 7 contains 8622 members Mstep: Class 8 contains 54681 members Mstep: Class 9 contains 4626 members Mstep: Class 10 contains 27328 members Mstep: Class 11 contains 7823 members Mstep: Class 12 contains 3604 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12589 members Mstep: Class 16 contains 101774 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511266.000000 Penalty: 56051.496094 Iteration 104Q: 19 clusters Score -3.351127e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 2373 members Mstep: Class 4 contains 3943 members Mstep: Class 5 contains 13333 members Mstep: Class 6 contains 6534 members Mstep: Class 7 contains 8621 members Mstep: Class 8 contains 54681 members Mstep: Class 9 contains 4624 members Mstep: Class 10 contains 27331 members Mstep: Class 11 contains 7824 members Mstep: Class 12 contains 3605 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12587 members Mstep: Class 16 contains 101775 members Mstep: Class 17 contains 5605 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511264.000000 Penalty: 56051.496094 Iteration 105Q: 19 clusters Score -3.351126e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 2372 members Mstep: Class 4 contains 3945 members Mstep: Class 5 contains 13334 members Mstep: Class 6 contains 6533 members Mstep: Class 7 contains 8620 members Mstep: Class 8 contains 54681 members Mstep: Class 9 contains 4623 members Mstep: Class 10 contains 27331 members Mstep: Class 11 contains 7825 members Mstep: Class 12 contains 3606 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12586 members Mstep: Class 16 contains 101776 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10679 members Entering Unmasked Estep ConsiderDeletion Score: -33511310.000000 Penalty: 56051.496094 Iteration 106Q: 19 clusters Score -3.351131e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 2372 members Mstep: Class 4 contains 3946 members Mstep: Class 5 contains 13334 members Mstep: Class 6 contains 6532 members Mstep: Class 7 contains 8619 members Mstep: Class 8 contains 54681 members Mstep: Class 9 contains 4622 members Mstep: Class 10 contains 27332 members Mstep: Class 11 contains 7826 members Mstep: Class 12 contains 3606 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12585 members Mstep: Class 16 contains 101779 members Mstep: Class 17 contains 5603 members Mstep: Class 18 contains 10678 members Entering Unmasked Estep ConsiderDeletion Score: -33511308.000000 Penalty: 56051.496094 Iteration 107Q: 19 clusters Score -3.351131e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 2372 members Mstep: Class 4 contains 3947 members Mstep: Class 5 contains 13334 members Mstep: Class 6 contains 6532 members Mstep: Class 7 contains 8617 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4620 members Mstep: Class 10 contains 27334 members Mstep: Class 11 contains 7828 members Mstep: Class 12 contains 3607 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12583 members Mstep: Class 16 contains 101780 members Mstep: Class 17 contains 5601 members Mstep: Class 18 contains 10678 members Entering Unmasked Estep ConsiderDeletion Score: -33511310.000000 Penalty: 56051.496094 Iteration 108Q: 19 clusters Score -3.351131e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 2372 members Mstep: Class 4 contains 3947 members Mstep: Class 5 contains 13335 members Mstep: Class 6 contains 6531 members Mstep: Class 7 contains 8615 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4620 members Mstep: Class 10 contains 27336 members Mstep: Class 11 contains 7829 members Mstep: Class 12 contains 3607 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12583 members Mstep: Class 16 contains 101782 members Mstep: Class 17 contains 5598 members Mstep: Class 18 contains 10678 members Entering Unmasked Estep ConsiderDeletion Score: -33511300.000000 Penalty: 56051.496094 Iteration 109Q: 19 clusters Score -3.35113e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 2372 members Mstep: Class 4 contains 3946 members Mstep: Class 5 contains 13335 members Mstep: Class 6 contains 6530 members Mstep: Class 7 contains 8615 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4620 members Mstep: Class 10 contains 27336 members Mstep: Class 11 contains 7831 members Mstep: Class 12 contains 3607 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12583 members Mstep: Class 16 contains 101786 members Mstep: Class 17 contains 5594 members Mstep: Class 18 contains 10678 members Entering Unmasked Estep ConsiderDeletion Score: -33511304.000000 Penalty: 56051.496094 Iteration 110Q: 19 clusters Score -3.35113e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 2372 members Mstep: Class 4 contains 3946 members Mstep: Class 5 contains 13335 members Mstep: Class 6 contains 6530 members Mstep: Class 7 contains 8615 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4620 members Mstep: Class 10 contains 27336 members Mstep: Class 11 contains 7831 members Mstep: Class 12 contains 3607 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12583 members Mstep: Class 16 contains 101788 members Mstep: Class 17 contains 5592 members Mstep: Class 18 contains 10678 members Entering Unmasked Estep ConsiderDeletion Score: -33511310.000000 Penalty: 56051.496094 Iteration 111Q: 19 clusters Score -3.351131e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 3475 members Mstep: Class 3 contains 2372 members Mstep: Class 4 contains 3946 members Mstep: Class 5 contains 13335 members Mstep: Class 6 contains 6530 members Mstep: Class 7 contains 8615 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4620 members Mstep: Class 10 contains 27336 members Mstep: Class 11 contains 7831 members Mstep: Class 12 contains 3607 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12583 members Mstep: Class 16 contains 101788 members Mstep: Class 17 contains 5592 members Mstep: Class 18 contains 10678 members Entering Unmasked Estep ConsiderDeletion Score: -33511310.000000 Penalty: 56051.496094 Iteration 112F: 19 clusters Score -3.351131e+07 nChanged 0 Entering ConstructFrom: Score: -33511310.000000 Penalty: 56051.496094 Entering ConstructFrom: Trying to split cluster 1 (8894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Entering Unmasked Estep Score: -1057693.500000 Penalty: 2255.096680 Iteration 0F: 2 clusters Score -1057694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1050790.250000 Penalty: 4510.193359 Iteration 0F: 3 clusters Score -1050790 nChanged 3670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1052991.500000 Penalty: 4510.193359 Iteration 1F: 3 clusters Score -1052992 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1053782.250000 Penalty: 4510.193359 Iteration 2F: 3 clusters Score -1053782 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1054638.125000 Penalty: 4510.193359 Iteration 3F: 3 clusters Score -1054638 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -1055336.750000 Penalty: 4510.193359 Iteration 4F: 3 clusters Score -1055337 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -1055828.875000 Penalty: 4510.193359 Iteration 5F: 3 clusters Score -1055829 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -1056170.625000 Penalty: 4510.193359 Iteration 6F: 3 clusters Score -1056171 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1056382.000000 Penalty: 4510.193359 Iteration 7Q: 3 clusters Score -1056382 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1056479.000000 Penalty: 4510.193359 Iteration 8Q: 3 clusters Score -1056479 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -1056521.250000 Penalty: 4510.193359 Iteration 9Q: 3 clusters Score -1056521 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1056552.000000 Penalty: 4510.193359 Iteration 10Q: 3 clusters Score -1056552 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1056575.125000 Penalty: 4510.193359 Iteration 11Q: 3 clusters Score -1056575 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -1056591.000000 Penalty: 4510.193359 Iteration 12Q: 3 clusters Score -1056591 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -1056607.250000 Penalty: 4510.193359 Iteration 13Q: 3 clusters Score -1056607 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1056623.500000 Penalty: 4510.193359 Iteration 14Q: 3 clusters Score -1056624 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -1056635.000000 Penalty: 4510.193359 Iteration 15Q: 3 clusters Score -1056635 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -1056639.625000 Penalty: 4510.193359 Iteration 16Q: 3 clusters Score -1056640 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1056642.375000 Penalty: 4510.193359 Iteration 17Q: 3 clusters Score -1056642 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -1056648.875000 Penalty: 4510.193359 Iteration 18Q: 3 clusters Score -1056649 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -1056653.750000 Penalty: 4510.193359 Iteration 19Q: 3 clusters Score -1056654 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1056659.750000 Penalty: 4510.193359 Iteration 20F: 3 clusters Score -1056660 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1056663.875000 Penalty: 4510.193359 Iteration 21Q: 3 clusters Score -1056664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -1056666.875000 Penalty: 4510.193359 Iteration 22Q: 3 clusters Score -1056667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1056666.500000 Penalty: 4510.193359 Iteration 23Q: 3 clusters Score -1056666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -1056669.000000 Penalty: 4510.193359 Iteration 24Q: 3 clusters Score -1056669 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -1056670.875000 Penalty: 4510.193359 Iteration 25Q: 3 clusters Score -1056671 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -1056674.125000 Penalty: 4510.193359 Iteration 26Q: 3 clusters Score -1056674 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -1056674.000000 Penalty: 4510.193359 Iteration 27Q: 3 clusters Score -1056674 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -1056675.250000 Penalty: 4510.193359 Iteration 28Q: 3 clusters Score -1056675 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -1056674.250000 Penalty: 4510.193359 Iteration 29Q: 3 clusters Score -1056674 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -1056674.250000 Penalty: 4510.193359 Iteration 30F: 3 clusters Score -1056674 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Entering Unmasked Estep Score: -396876.875000 Penalty: 2022.030762 Iteration 0F: 2 clusters Score -396876.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -393447.812500 Penalty: 4044.061523 Iteration 0F: 3 clusters Score -393447.8 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -394712.593750 Penalty: 4044.061523 Iteration 1F: 3 clusters Score -394712.6 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -395878.625000 Penalty: 4044.061523 Iteration 2F: 3 clusters Score -395878.6 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -397086.781250 Penalty: 4044.061523 Iteration 3F: 3 clusters Score -397086.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -397592.437500 Penalty: 4044.061523 Iteration 4F: 3 clusters Score -397592.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -397746.718750 Penalty: 4044.061523 Iteration 5Q: 3 clusters Score -397746.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -397794.906250 Penalty: 4044.061523 Iteration 6Q: 3 clusters Score -397794.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -397817.156250 Penalty: 4044.061523 Iteration 7Q: 3 clusters Score -397817.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -397825.468750 Penalty: 4044.061523 Iteration 8Q: 3 clusters Score -397825.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -397831.062500 Penalty: 4044.061523 Iteration 9Q: 3 clusters Score -397831.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -397836.187500 Penalty: 4044.061523 Iteration 10Q: 3 clusters Score -397836.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -397842.593750 Penalty: 4044.061523 Iteration 11Q: 3 clusters Score -397842.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -397847.093750 Penalty: 4044.061523 Iteration 12Q: 3 clusters Score -397847.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -397851.406250 Penalty: 4044.061523 Iteration 13Q: 3 clusters Score -397851.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -397852.687500 Penalty: 4044.061523 Iteration 14Q: 3 clusters Score -397852.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -397852.687500 Penalty: 4044.061523 Iteration 15F: 3 clusters Score -397852.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 575 members Mstep: Class 3 contains 2372 members Mstep: Class 4 contains 3946 members Mstep: Class 5 contains 13335 members Mstep: Class 6 contains 6530 members Mstep: Class 7 contains 8615 members Mstep: Class 8 contains 54682 members Mstep: Class 9 contains 4620 members Mstep: Class 10 contains 27336 members Mstep: Class 11 contains 7831 members Mstep: Class 12 contains 3607 members Mstep: Class 13 contains 2598 members Mstep: Class 14 contains 5367 members Mstep: Class 15 contains 12583 members Mstep: Class 16 contains 101788 members Mstep: Class 17 contains 5592 members Mstep: Class 18 contains 10678 members Mstep: Class 19 contains 2900 members Entering Unmasked Estep Score: -33511232.000000 Penalty: 59165.464844 Splitting cluster 2 changes total score from -33511310.000000 to -33511232.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (2372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Entering Unmasked Estep Score: -274031.968750 Penalty: 1927.329224 Iteration 0F: 2 clusters Score -274032 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -271204.593750 Penalty: 3854.658447 Iteration 0F: 3 clusters Score -271204.6 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -271783.437500 Penalty: 3854.658447 Iteration 1F: 3 clusters Score -271783.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -271911.718750 Penalty: 3854.658447 Iteration 2F: 3 clusters Score -271911.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -271972.312500 Penalty: 3854.658447 Iteration 3Q: 3 clusters Score -271972.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -272022.312500 Penalty: 3854.658447 Iteration 4Q: 3 clusters Score -272022.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -272070.875000 Penalty: 3854.658447 Iteration 5Q: 3 clusters Score -272070.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -272106.625000 Penalty: 3854.658447 Iteration 6Q: 3 clusters Score -272106.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -272148.031250 Penalty: 3854.658447 Iteration 7Q: 3 clusters Score -272148 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -272177.781250 Penalty: 3854.658447 Iteration 8Q: 3 clusters Score -272177.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -272213.781250 Penalty: 3854.658447 Iteration 9Q: 3 clusters Score -272213.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -272251.093750 Penalty: 3854.658447 Iteration 10Q: 3 clusters Score -272251.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -272287.375000 Penalty: 3854.658447 Iteration 11Q: 3 clusters Score -272287.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -272315.281250 Penalty: 3854.658447 Iteration 12Q: 3 clusters Score -272315.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -272349.718750 Penalty: 3854.658447 Iteration 13Q: 3 clusters Score -272349.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -272386.125000 Penalty: 3854.658447 Iteration 14Q: 3 clusters Score -272386.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -272413.375000 Penalty: 3854.658447 Iteration 15Q: 3 clusters Score -272413.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -272441.906250 Penalty: 3854.658447 Iteration 16Q: 3 clusters Score -272441.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -272471.562500 Penalty: 3854.658447 Iteration 17Q: 3 clusters Score -272471.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -272504.625000 Penalty: 3854.658447 Iteration 18Q: 3 clusters Score -272504.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -272539.406250 Penalty: 3854.658447 Iteration 19Q: 3 clusters Score -272539.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -272565.750000 Penalty: 3854.658447 Iteration 20F: 3 clusters Score -272565.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -272581.718750 Penalty: 3854.658447 Iteration 21Q: 3 clusters Score -272581.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -272597.375000 Penalty: 3854.658447 Iteration 22Q: 3 clusters Score -272597.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -272620.406250 Penalty: 3854.658447 Iteration 23Q: 3 clusters Score -272620.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -272635.062500 Penalty: 3854.658447 Iteration 24Q: 3 clusters Score -272635.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -272650.375000 Penalty: 3854.658447 Iteration 25Q: 3 clusters Score -272650.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -272662.843750 Penalty: 3854.658447 Iteration 26Q: 3 clusters Score -272662.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -272672.687500 Penalty: 3854.658447 Iteration 27Q: 3 clusters Score -272672.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -272678.687500 Penalty: 3854.658447 Iteration 28Q: 3 clusters Score -272678.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -272684.375000 Penalty: 3854.658447 Iteration 29Q: 3 clusters Score -272684.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -272685.781250 Penalty: 3854.658447 Iteration 30Q: 3 clusters Score -272685.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -272686.687500 Penalty: 3854.658447 Iteration 31Q: 3 clusters Score -272686.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -272686.687500 Penalty: 3854.658447 Iteration 32F: 3 clusters Score -272686.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Entering Unmasked Estep Score: -462957.500000 Penalty: 2053.553467 Iteration 0F: 2 clusters Score -462957.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -459110.218750 Penalty: 4107.106934 Iteration 0F: 3 clusters Score -459110.2 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -460012.312500 Penalty: 4107.106934 Iteration 1F: 3 clusters Score -460012.3 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -460215.218750 Penalty: 4107.106934 Iteration 2F: 3 clusters Score -460215.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -460324.500000 Penalty: 4107.106934 Iteration 3Q: 3 clusters Score -460324.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -460406.562500 Penalty: 4107.106934 Iteration 4Q: 3 clusters Score -460406.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -460471.312500 Penalty: 4107.106934 Iteration 5Q: 3 clusters Score -460471.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -460529.562500 Penalty: 4107.106934 Iteration 6Q: 3 clusters Score -460529.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -460582.281250 Penalty: 4107.106934 Iteration 7Q: 3 clusters Score -460582.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -460625.343750 Penalty: 4107.106934 Iteration 8Q: 3 clusters Score -460625.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -460656.250000 Penalty: 4107.106934 Iteration 9Q: 3 clusters Score -460656.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -460684.250000 Penalty: 4107.106934 Iteration 10Q: 3 clusters Score -460684.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -460710.406250 Penalty: 4107.106934 Iteration 11Q: 3 clusters Score -460710.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -460731.250000 Penalty: 4107.106934 Iteration 12Q: 3 clusters Score -460731.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -460742.375000 Penalty: 4107.106934 Iteration 13Q: 3 clusters Score -460742.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -460757.000000 Penalty: 4107.106934 Iteration 14Q: 3 clusters Score -460757 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -460766.843750 Penalty: 4107.106934 Iteration 15Q: 3 clusters Score -460766.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -460773.750000 Penalty: 4107.106934 Iteration 16Q: 3 clusters Score -460773.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -460781.750000 Penalty: 4107.106934 Iteration 17Q: 3 clusters Score -460781.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -460792.000000 Penalty: 4107.106934 Iteration 18Q: 3 clusters Score -460792 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -460805.156250 Penalty: 4107.106934 Iteration 19Q: 3 clusters Score -460805.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -460818.156250 Penalty: 4107.106934 Iteration 20F: 3 clusters Score -460818.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -460830.718750 Penalty: 4107.106934 Iteration 21Q: 3 clusters Score -460830.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -460846.031250 Penalty: 4107.106934 Iteration 22Q: 3 clusters Score -460846 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -460856.156250 Penalty: 4107.106934 Iteration 23Q: 3 clusters Score -460856.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -460867.437500 Penalty: 4107.106934 Iteration 24Q: 3 clusters Score -460867.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -460880.062500 Penalty: 4107.106934 Iteration 25Q: 3 clusters Score -460880.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -460897.062500 Penalty: 4107.106934 Iteration 26Q: 3 clusters Score -460897.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -460908.937500 Penalty: 4107.106934 Iteration 27Q: 3 clusters Score -460908.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -460916.062500 Penalty: 4107.106934 Iteration 28Q: 3 clusters Score -460916.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -460921.093750 Penalty: 4107.106934 Iteration 29Q: 3 clusters Score -460921.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -460926.000000 Penalty: 4107.106934 Iteration 30Q: 3 clusters Score -460926 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -460934.468750 Penalty: 4107.106934 Iteration 31Q: 3 clusters Score -460934.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -460939.437500 Penalty: 4107.106934 Iteration 32Q: 3 clusters Score -460939.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -460946.468750 Penalty: 4107.106934 Iteration 33Q: 3 clusters Score -460946.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -460957.781250 Penalty: 4107.106934 Iteration 34Q: 3 clusters Score -460957.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -460963.843750 Penalty: 4107.106934 Iteration 35Q: 3 clusters Score -460963.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -460969.656250 Penalty: 4107.106934 Iteration 36Q: 3 clusters Score -460969.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -460973.593750 Penalty: 4107.106934 Iteration 37Q: 3 clusters Score -460973.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -460976.687500 Penalty: 4107.106934 Iteration 38Q: 3 clusters Score -460976.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -460978.250000 Penalty: 4107.106934 Iteration 39Q: 3 clusters Score -460978.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -460980.093750 Penalty: 4107.106934 Iteration 40F: 3 clusters Score -460980.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -460980.625000 Penalty: 4107.106934 Iteration 41Q: 3 clusters Score -460980.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -460981.562500 Penalty: 4107.106934 Iteration 42Q: 3 clusters Score -460981.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -460982.843750 Penalty: 4107.106934 Iteration 43Q: 3 clusters Score -460982.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -460985.437500 Penalty: 4107.106934 Iteration 44Q: 3 clusters Score -460985.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -460988.281250 Penalty: 4107.106934 Iteration 45Q: 3 clusters Score -460988.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -460991.437500 Penalty: 4107.106934 Iteration 46Q: 3 clusters Score -460991.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -460993.625000 Penalty: 4107.106934 Iteration 47Q: 3 clusters Score -460993.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -460996.093750 Penalty: 4107.106934 Iteration 48Q: 3 clusters Score -460996.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -460996.843750 Penalty: 4107.106934 Iteration 49Q: 3 clusters Score -460996.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -460998.750000 Penalty: 4107.106934 Iteration 50Q: 3 clusters Score -460998.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -461001.187500 Penalty: 4107.106934 Iteration 51Q: 3 clusters Score -461001.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -461003.343750 Penalty: 4107.106934 Iteration 52Q: 3 clusters Score -461003.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -461006.781250 Penalty: 4107.106934 Iteration 53Q: 3 clusters Score -461006.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -461010.062500 Penalty: 4107.106934 Iteration 54Q: 3 clusters Score -461010.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -461013.406250 Penalty: 4107.106934 Iteration 55Q: 3 clusters Score -461013.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -461013.843750 Penalty: 4107.106934 Iteration 56Q: 3 clusters Score -461013.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -461015.375000 Penalty: 4107.106934 Iteration 57Q: 3 clusters Score -461015.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -461016.437500 Penalty: 4107.106934 Iteration 58Q: 3 clusters Score -461016.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -461017.031250 Penalty: 4107.106934 Iteration 59Q: 3 clusters Score -461017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -461018.656250 Penalty: 4107.106934 Iteration 60F: 3 clusters Score -461018.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -461023.593750 Penalty: 4107.106934 Iteration 61Q: 3 clusters Score -461023.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -461025.031250 Penalty: 4107.106934 Iteration 62Q: 3 clusters Score -461025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -461025.375000 Penalty: 4107.106934 Iteration 63Q: 3 clusters Score -461025.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -461026.281250 Penalty: 4107.106934 Iteration 64Q: 3 clusters Score -461026.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -461026.718750 Penalty: 4107.106934 Iteration 65Q: 3 clusters Score -461026.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -461027.375000 Penalty: 4107.106934 Iteration 66Q: 3 clusters Score -461027.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -461028.312500 Penalty: 4107.106934 Iteration 67Q: 3 clusters Score -461028.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -461028.875000 Penalty: 4107.106934 Iteration 68Q: 3 clusters Score -461028.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -461031.312500 Penalty: 4107.106934 Iteration 69Q: 3 clusters Score -461031.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -461033.406250 Penalty: 4107.106934 Iteration 70Q: 3 clusters Score -461033.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -461034.250000 Penalty: 4107.106934 Iteration 71Q: 3 clusters Score -461034.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -461034.750000 Penalty: 4107.106934 Iteration 72Q: 3 clusters Score -461034.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -461034.968750 Penalty: 4107.106934 Iteration 73Q: 3 clusters Score -461035 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -461035.406250 Penalty: 4107.106934 Iteration 74Q: 3 clusters Score -461035.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -461036.718750 Penalty: 4107.106934 Iteration 75Q: 3 clusters Score -461036.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -461038.562500 Penalty: 4107.106934 Iteration 76Q: 3 clusters Score -461038.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -461038.843750 Penalty: 4107.106934 Iteration 77Q: 3 clusters Score -461038.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -461038.843750 Penalty: 4107.106934 Iteration 78F: 3 clusters Score -461038.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (13335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13335 members Entering Unmasked Estep Score: -1614055.875000 Penalty: 2355.540527 Iteration 0F: 2 clusters Score -1614056 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -1604245.625000 Penalty: 4711.081055 Iteration 0F: 3 clusters Score -1604246 nChanged 5704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -1607314.875000 Penalty: 4711.081055 Iteration 1F: 3 clusters Score -1607315 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -1607719.000000 Penalty: 4711.081055 Iteration 2F: 3 clusters Score -1607719 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -1608049.625000 Penalty: 4711.081055 Iteration 3F: 3 clusters Score -1608050 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1608409.125000 Penalty: 4711.081055 Iteration 4Q: 3 clusters Score -1608409 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -1608826.250000 Penalty: 4711.081055 Iteration 5F: 3 clusters Score -1608826 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -1609339.875000 Penalty: 4711.081055 Iteration 6F: 3 clusters Score -1609340 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10691 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -1609913.750000 Penalty: 4711.081055 Iteration 7F: 3 clusters Score -1609914 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -1610459.375000 Penalty: 4711.081055 Iteration 8F: 3 clusters Score -1610459 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1610933.125000 Penalty: 4711.081055 Iteration 9Q: 3 clusters Score -1610933 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -1611248.500000 Penalty: 4711.081055 Iteration 10Q: 3 clusters Score -1611248 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1611468.625000 Penalty: 4711.081055 Iteration 11Q: 3 clusters Score -1611469 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -1611621.250000 Penalty: 4711.081055 Iteration 12Q: 3 clusters Score -1611621 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12847 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1611725.000000 Penalty: 4711.081055 Iteration 13Q: 3 clusters Score -1611725 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -1611801.375000 Penalty: 4711.081055 Iteration 14Q: 3 clusters Score -1611801 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12951 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1611849.875000 Penalty: 4711.081055 Iteration 15Q: 3 clusters Score -1611850 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12979 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1611890.625000 Penalty: 4711.081055 Iteration 16Q: 3 clusters Score -1611891 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -1611913.625000 Penalty: 4711.081055 Iteration 17Q: 3 clusters Score -1611914 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13010 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1611929.750000 Penalty: 4711.081055 Iteration 18Q: 3 clusters Score -1611930 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13022 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1611948.875000 Penalty: 4711.081055 Iteration 19Q: 3 clusters Score -1611949 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13029 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -1611959.000000 Penalty: 4711.081055 Iteration 20F: 3 clusters Score -1611959 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -1611968.375000 Penalty: 4711.081055 Iteration 21Q: 3 clusters Score -1611968 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13041 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -1611977.250000 Penalty: 4711.081055 Iteration 22Q: 3 clusters Score -1611977 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13043 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1611982.625000 Penalty: 4711.081055 Iteration 23Q: 3 clusters Score -1611983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13045 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1611985.000000 Penalty: 4711.081055 Iteration 24Q: 3 clusters Score -1611985 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13045 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1611985.000000 Penalty: 4711.081055 Iteration 25F: 3 clusters Score -1611985 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Entering Unmasked Estep Score: -788580.187500 Penalty: 2178.472412 Iteration 0F: 2 clusters Score -788580.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -783139.937500 Penalty: 4356.944824 Iteration 0F: 3 clusters Score -783139.9 nChanged 2599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -784548.750000 Penalty: 4356.944824 Iteration 1F: 3 clusters Score -784548.8 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -784809.750000 Penalty: 4356.944824 Iteration 2F: 3 clusters Score -784809.8 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -785003.937500 Penalty: 4356.944824 Iteration 3F: 3 clusters Score -785003.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -785206.687500 Penalty: 4356.944824 Iteration 4Q: 3 clusters Score -785206.7 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -785391.562500 Penalty: 4356.944824 Iteration 5Q: 3 clusters Score -785391.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -785595.312500 Penalty: 4356.944824 Iteration 6Q: 3 clusters Score -785595.3 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -785795.375000 Penalty: 4356.944824 Iteration 7Q: 3 clusters Score -785795.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -786006.125000 Penalty: 4356.944824 Iteration 8Q: 3 clusters Score -786006.1 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -786234.437500 Penalty: 4356.944824 Iteration 9Q: 3 clusters Score -786234.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -786434.125000 Penalty: 4356.944824 Iteration 10Q: 3 clusters Score -786434.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -786597.687500 Penalty: 4356.944824 Iteration 11Q: 3 clusters Score -786597.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -786734.312500 Penalty: 4356.944824 Iteration 12Q: 3 clusters Score -786734.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -786836.562500 Penalty: 4356.944824 Iteration 13Q: 3 clusters Score -786836.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -786904.312500 Penalty: 4356.944824 Iteration 14Q: 3 clusters Score -786904.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -786968.250000 Penalty: 4356.944824 Iteration 15Q: 3 clusters Score -786968.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -787021.500000 Penalty: 4356.944824 Iteration 16Q: 3 clusters Score -787021.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -787059.250000 Penalty: 4356.944824 Iteration 17Q: 3 clusters Score -787059.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -787093.125000 Penalty: 4356.944824 Iteration 18Q: 3 clusters Score -787093.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -787128.562500 Penalty: 4356.944824 Iteration 19Q: 3 clusters Score -787128.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -787159.875000 Penalty: 4356.944824 Iteration 20F: 3 clusters Score -787159.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -787184.312500 Penalty: 4356.944824 Iteration 21Q: 3 clusters Score -787184.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -787212.750000 Penalty: 4356.944824 Iteration 22Q: 3 clusters Score -787212.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -787232.375000 Penalty: 4356.944824 Iteration 23Q: 3 clusters Score -787232.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -787258.187500 Penalty: 4356.944824 Iteration 24Q: 3 clusters Score -787258.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -787285.687500 Penalty: 4356.944824 Iteration 25Q: 3 clusters Score -787285.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -787315.125000 Penalty: 4356.944824 Iteration 26Q: 3 clusters Score -787315.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -787342.250000 Penalty: 4356.944824 Iteration 27Q: 3 clusters Score -787342.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -787361.937500 Penalty: 4356.944824 Iteration 28Q: 3 clusters Score -787361.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -787379.375000 Penalty: 4356.944824 Iteration 29Q: 3 clusters Score -787379.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -787391.250000 Penalty: 4356.944824 Iteration 30Q: 3 clusters Score -787391.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -787396.625000 Penalty: 4356.944824 Iteration 31Q: 3 clusters Score -787396.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -787402.125000 Penalty: 4356.944824 Iteration 32Q: 3 clusters Score -787402.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -787403.750000 Penalty: 4356.944824 Iteration 33Q: 3 clusters Score -787403.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -787407.812500 Penalty: 4356.944824 Iteration 34Q: 3 clusters Score -787407.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -787412.812500 Penalty: 4356.944824 Iteration 35Q: 3 clusters Score -787412.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -787420.812500 Penalty: 4356.944824 Iteration 36Q: 3 clusters Score -787420.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -787421.250000 Penalty: 4356.944824 Iteration 37Q: 3 clusters Score -787421.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -787423.125000 Penalty: 4356.944824 Iteration 38Q: 3 clusters Score -787423.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -787424.687500 Penalty: 4356.944824 Iteration 39Q: 3 clusters Score -787424.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -787425.312500 Penalty: 4356.944824 Iteration 40F: 3 clusters Score -787425.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -787429.000000 Penalty: 4356.944824 Iteration 41Q: 3 clusters Score -787429 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -787430.437500 Penalty: 4356.944824 Iteration 42Q: 3 clusters Score -787430.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -787431.437500 Penalty: 4356.944824 Iteration 43Q: 3 clusters Score -787431.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -787433.000000 Penalty: 4356.944824 Iteration 44Q: 3 clusters Score -787433 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -787432.625000 Penalty: 4356.944824 Iteration 45Q: 3 clusters Score -787432.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -787434.437500 Penalty: 4356.944824 Iteration 46Q: 3 clusters Score -787434.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -787432.937500 Penalty: 4356.944824 Iteration 47Q: 3 clusters Score -787432.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -787432.937500 Penalty: 4356.944824 Iteration 48F: 3 clusters Score -787432.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Entering Unmasked Estep Score: -1046272.000000 Penalty: 2247.192627 Iteration 0F: 2 clusters Score -1046272 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1039467.125000 Penalty: 4494.385254 Iteration 0F: 3 clusters Score -1039467 nChanged 3546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1041435.937500 Penalty: 4494.385254 Iteration 1F: 3 clusters Score -1041436 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -1041711.812500 Penalty: 4494.385254 Iteration 2F: 3 clusters Score -1041712 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -1041896.437500 Penalty: 4494.385254 Iteration 3F: 3 clusters Score -1041896 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1042031.062500 Penalty: 4494.385254 Iteration 4Q: 3 clusters Score -1042031 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -1042149.000000 Penalty: 4494.385254 Iteration 5Q: 3 clusters Score -1042149 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -1042236.500000 Penalty: 4494.385254 Iteration 6Q: 3 clusters Score -1042236 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1042308.875000 Penalty: 4494.385254 Iteration 7Q: 3 clusters Score -1042309 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -1042366.187500 Penalty: 4494.385254 Iteration 8Q: 3 clusters Score -1042366 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -1042422.875000 Penalty: 4494.385254 Iteration 9Q: 3 clusters Score -1042423 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -1042475.687500 Penalty: 4494.385254 Iteration 10Q: 3 clusters Score -1042476 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1042531.125000 Penalty: 4494.385254 Iteration 11Q: 3 clusters Score -1042531 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1042586.312500 Penalty: 4494.385254 Iteration 12Q: 3 clusters Score -1042586 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1042633.500000 Penalty: 4494.385254 Iteration 13Q: 3 clusters Score -1042634 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1042686.750000 Penalty: 4494.385254 Iteration 14Q: 3 clusters Score -1042687 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -1042740.625000 Penalty: 4494.385254 Iteration 15Q: 3 clusters Score -1042741 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1042809.937500 Penalty: 4494.385254 Iteration 16Q: 3 clusters Score -1042810 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -1042893.312500 Penalty: 4494.385254 Iteration 17Q: 3 clusters Score -1042893 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -1042983.812500 Penalty: 4494.385254 Iteration 18Q: 3 clusters Score -1042984 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -1043080.937500 Penalty: 4494.385254 Iteration 19Q: 3 clusters Score -1043081 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -1043193.187500 Penalty: 4494.385254 Iteration 20F: 3 clusters Score -1043193 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -1043311.875000 Penalty: 4494.385254 Iteration 21Q: 3 clusters Score -1043312 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 7188 members Entering Unmasked Estep Score: -1043447.687500 Penalty: 4494.385254 Iteration 22Q: 3 clusters Score -1043448 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -1043574.625000 Penalty: 4494.385254 Iteration 23Q: 3 clusters Score -1043575 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -1043679.812500 Penalty: 4494.385254 Iteration 24Q: 3 clusters Score -1043680 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -1043784.937500 Penalty: 4494.385254 Iteration 25Q: 3 clusters Score -1043785 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -1043885.750000 Penalty: 4494.385254 Iteration 26Q: 3 clusters Score -1043886 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -1043972.312500 Penalty: 4494.385254 Iteration 27Q: 3 clusters Score -1043972 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -1044047.062500 Penalty: 4494.385254 Iteration 28Q: 3 clusters Score -1044047 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -1044085.375000 Penalty: 4494.385254 Iteration 29Q: 3 clusters Score -1044085 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -1044115.312500 Penalty: 4494.385254 Iteration 30Q: 3 clusters Score -1044115 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -1044137.687500 Penalty: 4494.385254 Iteration 31Q: 3 clusters Score -1044138 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -1044164.875000 Penalty: 4494.385254 Iteration 32Q: 3 clusters Score -1044165 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -1044197.812500 Penalty: 4494.385254 Iteration 33Q: 3 clusters Score -1044198 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -1044214.687500 Penalty: 4494.385254 Iteration 34Q: 3 clusters Score -1044215 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -1044231.875000 Penalty: 4494.385254 Iteration 35Q: 3 clusters Score -1044232 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 8213 members Entering Unmasked Estep Score: -1044243.875000 Penalty: 4494.385254 Iteration 36Q: 3 clusters Score -1044244 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -1044255.562500 Penalty: 4494.385254 Iteration 37Q: 3 clusters Score -1044256 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -1044266.187500 Penalty: 4494.385254 Iteration 38Q: 3 clusters Score -1044266 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 8240 members Entering Unmasked Estep Score: -1044272.125000 Penalty: 4494.385254 Iteration 39Q: 3 clusters Score -1044272 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -1044275.375000 Penalty: 4494.385254 Iteration 40F: 3 clusters Score -1044275 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 8245 members Entering Unmasked Estep Score: -1044278.937500 Penalty: 4494.385254 Iteration 41Q: 3 clusters Score -1044279 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 8249 members Entering Unmasked Estep Score: -1044285.000000 Penalty: 4494.385254 Iteration 42Q: 3 clusters Score -1044285 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 8253 members Entering Unmasked Estep Score: -1044289.687500 Penalty: 4494.385254 Iteration 43Q: 3 clusters Score -1044290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 8258 members Entering Unmasked Estep Score: -1044294.062500 Penalty: 4494.385254 Iteration 44Q: 3 clusters Score -1044294 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -1044299.687500 Penalty: 4494.385254 Iteration 45Q: 3 clusters Score -1044300 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -1044305.062500 Penalty: 4494.385254 Iteration 46Q: 3 clusters Score -1044305 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -1044305.562500 Penalty: 4494.385254 Iteration 47Q: 3 clusters Score -1044306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -1044307.000000 Penalty: 4494.385254 Iteration 48Q: 3 clusters Score -1044307 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -1044307.000000 Penalty: 4494.385254 Iteration 49F: 3 clusters Score -1044307 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (54682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54682 members Entering Unmasked Estep Score: -6646974.500000 Penalty: 2705.503906 Iteration 0F: 2 clusters Score -6646974 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27261 members Mstep: Class 2 contains 27421 members Entering Unmasked Estep Score: -6610124.500000 Penalty: 5411.007812 Iteration 0F: 3 clusters Score -6610124 nChanged 25482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26963 members Mstep: Class 2 contains 27719 members Entering Unmasked Estep Score: -6624186.000000 Penalty: 5411.007812 Iteration 1F: 3 clusters Score -6624186 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26875 members Mstep: Class 2 contains 27807 members Entering Unmasked Estep Score: -6624734.500000 Penalty: 5411.007812 Iteration 2Q: 3 clusters Score -6624734 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26791 members Mstep: Class 2 contains 27891 members Entering Unmasked Estep Score: -6625212.000000 Penalty: 5411.007812 Iteration 3Q: 3 clusters Score -6625212 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26632 members Mstep: Class 2 contains 28050 members Entering Unmasked Estep Score: -6625732.000000 Penalty: 5411.007812 Iteration 4Q: 3 clusters Score -6625732 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26437 members Mstep: Class 2 contains 28245 members Entering Unmasked Estep Score: -6626221.500000 Penalty: 5411.007812 Iteration 5Q: 3 clusters Score -6626222 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26178 members Mstep: Class 2 contains 28504 members Entering Unmasked Estep Score: -6626799.000000 Penalty: 5411.007812 Iteration 6Q: 3 clusters Score -6626799 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25905 members Mstep: Class 2 contains 28777 members Entering Unmasked Estep Score: -6627357.000000 Penalty: 5411.007812 Iteration 7Q: 3 clusters Score -6627357 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25482 members Mstep: Class 2 contains 29200 members Entering Unmasked Estep Score: -6628055.000000 Penalty: 5411.007812 Iteration 8Q: 3 clusters Score -6628055 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24913 members Mstep: Class 2 contains 29769 members Entering Unmasked Estep Score: -6628904.000000 Penalty: 5411.007812 Iteration 9Q: 3 clusters Score -6628904 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24178 members Mstep: Class 2 contains 30504 members Entering Unmasked Estep Score: -6630005.000000 Penalty: 5411.007812 Iteration 10Q: 3 clusters Score -6630005 nChanged 2369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23297 members Mstep: Class 2 contains 31385 members Entering Unmasked Estep Score: -6631313.000000 Penalty: 5411.007812 Iteration 11Q: 3 clusters Score -6631313 nChanged 2484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22375 members Mstep: Class 2 contains 32307 members Entering Unmasked Estep Score: -6632721.000000 Penalty: 5411.007812 Iteration 12Q: 3 clusters Score -6632721 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21480 members Mstep: Class 2 contains 33202 members Entering Unmasked Estep Score: -6633931.000000 Penalty: 5411.007812 Iteration 13Q: 3 clusters Score -6633931 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20715 members Mstep: Class 2 contains 33967 members Entering Unmasked Estep Score: -6634696.500000 Penalty: 5411.007812 Iteration 14Q: 3 clusters Score -6634696 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19993 members Mstep: Class 2 contains 34689 members Entering Unmasked Estep Score: -6635158.500000 Penalty: 5411.007812 Iteration 15Q: 3 clusters Score -6635158 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19267 members Mstep: Class 2 contains 35415 members Entering Unmasked Estep Score: -6635381.000000 Penalty: 5411.007812 Iteration 16Q: 3 clusters Score -6635381 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18500 members Mstep: Class 2 contains 36182 members Entering Unmasked Estep Score: -6635605.500000 Penalty: 5411.007812 Iteration 17Q: 3 clusters Score -6635606 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17695 members Mstep: Class 2 contains 36987 members Entering Unmasked Estep Score: -6635818.500000 Penalty: 5411.007812 Iteration 18Q: 3 clusters Score -6635818 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16902 members Mstep: Class 2 contains 37780 members Entering Unmasked Estep Score: -6636000.000000 Penalty: 5411.007812 Iteration 19Q: 3 clusters Score -6636000 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16079 members Mstep: Class 2 contains 38603 members Entering Unmasked Estep Score: -6636263.000000 Penalty: 5411.007812 Iteration 20F: 3 clusters Score -6636263 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15178 members Mstep: Class 2 contains 39504 members Entering Unmasked Estep Score: -6636518.500000 Penalty: 5411.007812 Iteration 21Q: 3 clusters Score -6636518 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14257 members Mstep: Class 2 contains 40425 members Entering Unmasked Estep Score: -6636833.000000 Penalty: 5411.007812 Iteration 22Q: 3 clusters Score -6636833 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13287 members Mstep: Class 2 contains 41395 members Entering Unmasked Estep Score: -6637134.500000 Penalty: 5411.007812 Iteration 23Q: 3 clusters Score -6637134 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12274 members Mstep: Class 2 contains 42408 members Entering Unmasked Estep Score: -6637501.000000 Penalty: 5411.007812 Iteration 24Q: 3 clusters Score -6637501 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 43526 members Entering Unmasked Estep Score: -6637948.000000 Penalty: 5411.007812 Iteration 25Q: 3 clusters Score -6637948 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 44650 members Entering Unmasked Estep Score: -6638464.000000 Penalty: 5411.007812 Iteration 26Q: 3 clusters Score -6638464 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 45793 members Entering Unmasked Estep Score: -6638990.500000 Penalty: 5411.007812 Iteration 27Q: 3 clusters Score -6638990 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 46951 members Entering Unmasked Estep Score: -6639569.500000 Penalty: 5411.007812 Iteration 28Q: 3 clusters Score -6639570 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 48034 members Entering Unmasked Estep Score: -6640211.500000 Penalty: 5411.007812 Iteration 29Q: 3 clusters Score -6640212 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 49073 members Entering Unmasked Estep Score: -6640808.000000 Penalty: 5411.007812 Iteration 30Q: 3 clusters Score -6640808 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 50024 members Entering Unmasked Estep Score: -6641360.000000 Penalty: 5411.007812 Iteration 31Q: 3 clusters Score -6641360 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 50921 members Entering Unmasked Estep Score: -6641929.000000 Penalty: 5411.007812 Iteration 32Q: 3 clusters Score -6641929 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 51734 members Entering Unmasked Estep Score: -6642482.000000 Penalty: 5411.007812 Iteration 33Q: 3 clusters Score -6642482 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 52458 members Entering Unmasked Estep Score: -6643015.000000 Penalty: 5411.007812 Iteration 34Q: 3 clusters Score -6643015 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 53063 members Entering Unmasked Estep Score: -6643509.500000 Penalty: 5411.007812 Iteration 35Q: 3 clusters Score -6643510 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 53533 members Entering Unmasked Estep Score: -6643894.500000 Penalty: 5411.007812 Iteration 36Q: 3 clusters Score -6643894 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 53854 members Entering Unmasked Estep Score: -6644154.500000 Penalty: 5411.007812 Iteration 37Q: 3 clusters Score -6644154 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 54049 members Entering Unmasked Estep Score: -6644353.000000 Penalty: 5411.007812 Iteration 38Q: 3 clusters Score -6644353 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 54174 members Entering Unmasked Estep Score: -6644451.500000 Penalty: 5411.007812 Iteration 39Q: 3 clusters Score -6644452 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 54236 members Entering Unmasked Estep Score: -6644516.500000 Penalty: 5411.007812 Iteration 40F: 3 clusters Score -6644516 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 54280 members Entering Unmasked Estep Score: -6644564.000000 Penalty: 5411.007812 Iteration 41Q: 3 clusters Score -6644564 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 54308 members Entering Unmasked Estep Score: -6644599.000000 Penalty: 5411.007812 Iteration 42Q: 3 clusters Score -6644599 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 54319 members Entering Unmasked Estep Score: -6644622.000000 Penalty: 5411.007812 Iteration 43Q: 3 clusters Score -6644622 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 54326 members Entering Unmasked Estep Score: -6644634.500000 Penalty: 5411.007812 Iteration 44Q: 3 clusters Score -6644634 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 54332 members Entering Unmasked Estep Score: -6644636.000000 Penalty: 5411.007812 Iteration 45Q: 3 clusters Score -6644636 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 54338 members Entering Unmasked Estep Score: -6644644.500000 Penalty: 5411.007812 Iteration 46Q: 3 clusters Score -6644644 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 54340 members Entering Unmasked Estep Score: -6644651.000000 Penalty: 5411.007812 Iteration 47Q: 3 clusters Score -6644651 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 54341 members Entering Unmasked Estep Score: -6644651.000000 Penalty: 5411.007812 Iteration 48Q: 3 clusters Score -6644651 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 54341 members Entering Unmasked Estep Score: -6644651.000000 Penalty: 5411.007812 Iteration 49F: 3 clusters Score -6644651 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Entering Unmasked Estep Score: -551785.062500 Penalty: 2092.661377 Iteration 0F: 2 clusters Score -551785.1 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 2328 members Entering Unmasked Estep Score: -547569.000000 Penalty: 4185.322754 Iteration 0F: 3 clusters Score -547569 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -548539.187500 Penalty: 4185.322754 Iteration 1F: 3 clusters Score -548539.2 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -548824.250000 Penalty: 4185.322754 Iteration 2F: 3 clusters Score -548824.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -548977.687500 Penalty: 4185.322754 Iteration 3F: 3 clusters Score -548977.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -549093.875000 Penalty: 4185.322754 Iteration 4Q: 3 clusters Score -549093.9 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -549194.062500 Penalty: 4185.322754 Iteration 5Q: 3 clusters Score -549194.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -549279.375000 Penalty: 4185.322754 Iteration 6Q: 3 clusters Score -549279.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -549351.375000 Penalty: 4185.322754 Iteration 7Q: 3 clusters Score -549351.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -549434.375000 Penalty: 4185.322754 Iteration 8Q: 3 clusters Score -549434.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -549502.500000 Penalty: 4185.322754 Iteration 9Q: 3 clusters Score -549502.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -549578.187500 Penalty: 4185.322754 Iteration 10Q: 3 clusters Score -549578.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -549648.625000 Penalty: 4185.322754 Iteration 11Q: 3 clusters Score -549648.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -549730.875000 Penalty: 4185.322754 Iteration 12Q: 3 clusters Score -549730.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -549793.562500 Penalty: 4185.322754 Iteration 13Q: 3 clusters Score -549793.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -549855.125000 Penalty: 4185.322754 Iteration 14Q: 3 clusters Score -549855.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -549904.062500 Penalty: 4185.322754 Iteration 15Q: 3 clusters Score -549904.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -549948.750000 Penalty: 4185.322754 Iteration 16Q: 3 clusters Score -549948.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -549990.312500 Penalty: 4185.322754 Iteration 17Q: 3 clusters Score -549990.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -550031.562500 Penalty: 4185.322754 Iteration 18Q: 3 clusters Score -550031.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -550067.625000 Penalty: 4185.322754 Iteration 19Q: 3 clusters Score -550067.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -550097.875000 Penalty: 4185.322754 Iteration 20F: 3 clusters Score -550097.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -550120.625000 Penalty: 4185.322754 Iteration 21Q: 3 clusters Score -550120.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -550147.625000 Penalty: 4185.322754 Iteration 22Q: 3 clusters Score -550147.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -550167.375000 Penalty: 4185.322754 Iteration 23Q: 3 clusters Score -550167.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -550181.687500 Penalty: 4185.322754 Iteration 24Q: 3 clusters Score -550181.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -550189.625000 Penalty: 4185.322754 Iteration 25Q: 3 clusters Score -550189.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -550196.687500 Penalty: 4185.322754 Iteration 26Q: 3 clusters Score -550196.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -550202.812500 Penalty: 4185.322754 Iteration 27Q: 3 clusters Score -550202.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -550208.937500 Penalty: 4185.322754 Iteration 28Q: 3 clusters Score -550208.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -550213.875000 Penalty: 4185.322754 Iteration 29Q: 3 clusters Score -550213.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -550221.187500 Penalty: 4185.322754 Iteration 30Q: 3 clusters Score -550221.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -550228.312500 Penalty: 4185.322754 Iteration 31Q: 3 clusters Score -550228.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -550235.687500 Penalty: 4185.322754 Iteration 32Q: 3 clusters Score -550235.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -550245.437500 Penalty: 4185.322754 Iteration 33Q: 3 clusters Score -550245.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -550252.000000 Penalty: 4185.322754 Iteration 34Q: 3 clusters Score -550252 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -550257.187500 Penalty: 4185.322754 Iteration 35Q: 3 clusters Score -550257.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -550259.187500 Penalty: 4185.322754 Iteration 36Q: 3 clusters Score -550259.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -550262.375000 Penalty: 4185.322754 Iteration 37Q: 3 clusters Score -550262.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -550262.750000 Penalty: 4185.322754 Iteration 38Q: 3 clusters Score -550262.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -550265.312500 Penalty: 4185.322754 Iteration 39Q: 3 clusters Score -550265.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -550265.312500 Penalty: 4185.322754 Iteration 40F: 3 clusters Score -550265.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (27336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27336 members Entering Unmasked Estep Score: -3319343.750000 Penalty: 2533.557861 Iteration 0F: 2 clusters Score -3319344 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13604 members Mstep: Class 2 contains 13732 members Entering Unmasked Estep Score: -3300467.000000 Penalty: 5067.115723 Iteration 0F: 3 clusters Score -3300467 nChanged 12326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13288 members Mstep: Class 2 contains 14048 members Entering Unmasked Estep Score: -3307084.250000 Penalty: 5067.115723 Iteration 1F: 3 clusters Score -3307084 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13036 members Mstep: Class 2 contains 14300 members Entering Unmasked Estep Score: -3307569.000000 Penalty: 5067.115723 Iteration 2Q: 3 clusters Score -3307569 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 14600 members Entering Unmasked Estep Score: -3308007.250000 Penalty: 5067.115723 Iteration 3Q: 3 clusters Score -3308007 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 15049 members Entering Unmasked Estep Score: -3308467.250000 Penalty: 5067.115723 Iteration 4Q: 3 clusters Score -3308467 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11708 members Mstep: Class 2 contains 15628 members Entering Unmasked Estep Score: -3308989.750000 Penalty: 5067.115723 Iteration 5Q: 3 clusters Score -3308990 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 16398 members Entering Unmasked Estep Score: -3309587.500000 Penalty: 5067.115723 Iteration 6Q: 3 clusters Score -3309588 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 17391 members Entering Unmasked Estep Score: -3310393.000000 Penalty: 5067.115723 Iteration 7F: 3 clusters Score -3310393 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 18524 members Entering Unmasked Estep Score: -3311334.500000 Penalty: 5067.115723 Iteration 8F: 3 clusters Score -3311334 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 19778 members Entering Unmasked Estep Score: -3312350.500000 Penalty: 5067.115723 Iteration 9F: 3 clusters Score -3312350 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 21030 members Entering Unmasked Estep Score: -3313343.750000 Penalty: 5067.115723 Iteration 10F: 3 clusters Score -3313344 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 22140 members Entering Unmasked Estep Score: -3314277.000000 Penalty: 5067.115723 Iteration 11Q: 3 clusters Score -3314277 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 23085 members Entering Unmasked Estep Score: -3315036.250000 Penalty: 5067.115723 Iteration 12Q: 3 clusters Score -3315036 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 23820 members Entering Unmasked Estep Score: -3315571.500000 Penalty: 5067.115723 Iteration 13Q: 3 clusters Score -3315572 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 24378 members Entering Unmasked Estep Score: -3315968.750000 Penalty: 5067.115723 Iteration 14Q: 3 clusters Score -3315969 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 24793 members Entering Unmasked Estep Score: -3316245.000000 Penalty: 5067.115723 Iteration 15Q: 3 clusters Score -3316245 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 25090 members Entering Unmasked Estep Score: -3316408.250000 Penalty: 5067.115723 Iteration 16Q: 3 clusters Score -3316408 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 25298 members Entering Unmasked Estep Score: -3316507.750000 Penalty: 5067.115723 Iteration 17Q: 3 clusters Score -3316508 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 25477 members Entering Unmasked Estep Score: -3316603.000000 Penalty: 5067.115723 Iteration 18Q: 3 clusters Score -3316603 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 25624 members Entering Unmasked Estep Score: -3316677.750000 Penalty: 5067.115723 Iteration 19Q: 3 clusters Score -3316678 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 25754 members Entering Unmasked Estep Score: -3316759.250000 Penalty: 5067.115723 Iteration 20F: 3 clusters Score -3316759 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 25881 members Entering Unmasked Estep Score: -3316807.000000 Penalty: 5067.115723 Iteration 21Q: 3 clusters Score -3316807 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 25979 members Entering Unmasked Estep Score: -3316854.250000 Penalty: 5067.115723 Iteration 22Q: 3 clusters Score -3316854 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 26061 members Entering Unmasked Estep Score: -3316894.000000 Penalty: 5067.115723 Iteration 23Q: 3 clusters Score -3316894 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 26142 members Entering Unmasked Estep Score: -3316914.500000 Penalty: 5067.115723 Iteration 24Q: 3 clusters Score -3316914 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 26215 members Entering Unmasked Estep Score: -3316952.500000 Penalty: 5067.115723 Iteration 25Q: 3 clusters Score -3316952 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 26279 members Entering Unmasked Estep Score: -3316986.250000 Penalty: 5067.115723 Iteration 26Q: 3 clusters Score -3316986 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 26337 members Entering Unmasked Estep Score: -3317018.000000 Penalty: 5067.115723 Iteration 27Q: 3 clusters Score -3317018 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 26379 members Entering Unmasked Estep Score: -3317038.500000 Penalty: 5067.115723 Iteration 28Q: 3 clusters Score -3317038 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 26413 members Entering Unmasked Estep Score: -3317055.750000 Penalty: 5067.115723 Iteration 29Q: 3 clusters Score -3317056 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 26442 members Entering Unmasked Estep Score: -3317072.250000 Penalty: 5067.115723 Iteration 30Q: 3 clusters Score -3317072 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 26468 members Entering Unmasked Estep Score: -3317099.500000 Penalty: 5067.115723 Iteration 31Q: 3 clusters Score -3317100 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 26493 members Entering Unmasked Estep Score: -3317116.250000 Penalty: 5067.115723 Iteration 32Q: 3 clusters Score -3317116 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 26506 members Entering Unmasked Estep Score: -3317124.250000 Penalty: 5067.115723 Iteration 33Q: 3 clusters Score -3317124 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 26523 members Entering Unmasked Estep Score: -3317129.750000 Penalty: 5067.115723 Iteration 34Q: 3 clusters Score -3317130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 26530 members Entering Unmasked Estep Score: -3317136.250000 Penalty: 5067.115723 Iteration 35Q: 3 clusters Score -3317136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 26536 members Entering Unmasked Estep Score: -3317137.500000 Penalty: 5067.115723 Iteration 36Q: 3 clusters Score -3317138 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 26543 members Entering Unmasked Estep Score: -3317150.750000 Penalty: 5067.115723 Iteration 37Q: 3 clusters Score -3317151 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 26555 members Entering Unmasked Estep Score: -3317158.000000 Penalty: 5067.115723 Iteration 38Q: 3 clusters Score -3317158 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 26561 members Entering Unmasked Estep Score: -3317159.000000 Penalty: 5067.115723 Iteration 39Q: 3 clusters Score -3317159 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 26563 members Entering Unmasked Estep Score: -3317161.250000 Penalty: 5067.115723 Iteration 40F: 3 clusters Score -3317161 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 26567 members Entering Unmasked Estep Score: -3317161.750000 Penalty: 5067.115723 Iteration 41Q: 3 clusters Score -3317162 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 26572 members Entering Unmasked Estep Score: -3317170.500000 Penalty: 5067.115723 Iteration 42Q: 3 clusters Score -3317170 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 26573 members Entering Unmasked Estep Score: -3317171.250000 Penalty: 5067.115723 Iteration 43Q: 3 clusters Score -3317171 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 26577 members Entering Unmasked Estep Score: -3317172.000000 Penalty: 5067.115723 Iteration 44Q: 3 clusters Score -3317172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 26583 members Entering Unmasked Estep Score: -3317176.000000 Penalty: 5067.115723 Iteration 45Q: 3 clusters Score -3317176 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 26590 members Entering Unmasked Estep Score: -3317177.750000 Penalty: 5067.115723 Iteration 46Q: 3 clusters Score -3317178 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 26597 members Entering Unmasked Estep Score: -3317181.750000 Penalty: 5067.115723 Iteration 47Q: 3 clusters Score -3317182 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 26598 members Entering Unmasked Estep Score: -3317190.000000 Penalty: 5067.115723 Iteration 48Q: 3 clusters Score -3317190 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 26601 members Entering Unmasked Estep Score: -3317194.000000 Penalty: 5067.115723 Iteration 49Q: 3 clusters Score -3317194 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 26606 members Entering Unmasked Estep Score: -3317192.250000 Penalty: 5067.115723 Iteration 50Q: 3 clusters Score -3317192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 26611 members Entering Unmasked Estep Score: -3317192.500000 Penalty: 5067.115723 Iteration 51Q: 3 clusters Score -3317192 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 26617 members Entering Unmasked Estep Score: -3317198.500000 Penalty: 5067.115723 Iteration 52Q: 3 clusters Score -3317198 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 26623 members Entering Unmasked Estep Score: -3317203.000000 Penalty: 5067.115723 Iteration 53Q: 3 clusters Score -3317203 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 26630 members Entering Unmasked Estep Score: -3317204.250000 Penalty: 5067.115723 Iteration 54Q: 3 clusters Score -3317204 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 26639 members Entering Unmasked Estep Score: -3317213.000000 Penalty: 5067.115723 Iteration 55Q: 3 clusters Score -3317213 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 26646 members Entering Unmasked Estep Score: -3317208.500000 Penalty: 5067.115723 Iteration 56Q: 3 clusters Score -3317208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 26654 members Entering Unmasked Estep Score: -3317215.250000 Penalty: 5067.115723 Iteration 57Q: 3 clusters Score -3317215 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 26659 members Entering Unmasked Estep Score: -3317218.250000 Penalty: 5067.115723 Iteration 58Q: 3 clusters Score -3317218 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 26667 members Entering Unmasked Estep Score: -3317221.750000 Penalty: 5067.115723 Iteration 59Q: 3 clusters Score -3317222 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 26674 members Entering Unmasked Estep Score: -3317218.500000 Penalty: 5067.115723 Iteration 60F: 3 clusters Score -3317218 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 26681 members Entering Unmasked Estep Score: -3317224.000000 Penalty: 5067.115723 Iteration 61Q: 3 clusters Score -3317224 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 26691 members Entering Unmasked Estep Score: -3317233.000000 Penalty: 5067.115723 Iteration 62Q: 3 clusters Score -3317233 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 26696 members Entering Unmasked Estep Score: -3317240.250000 Penalty: 5067.115723 Iteration 63Q: 3 clusters Score -3317240 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 26700 members Entering Unmasked Estep Score: -3317247.250000 Penalty: 5067.115723 Iteration 64Q: 3 clusters Score -3317247 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 26707 members Entering Unmasked Estep Score: -3317240.500000 Penalty: 5067.115723 Iteration 65Q: 3 clusters Score -3317240 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 26714 members Entering Unmasked Estep Score: -3317249.750000 Penalty: 5067.115723 Iteration 66Q: 3 clusters Score -3317250 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 26720 members Entering Unmasked Estep Score: -3317257.750000 Penalty: 5067.115723 Iteration 67Q: 3 clusters Score -3317258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 26726 members Entering Unmasked Estep Score: -3317259.750000 Penalty: 5067.115723 Iteration 68Q: 3 clusters Score -3317260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 26730 members Entering Unmasked Estep Score: -3317255.750000 Penalty: 5067.115723 Iteration 69Q: 3 clusters Score -3317256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 26731 members Entering Unmasked Estep Score: -3317256.500000 Penalty: 5067.115723 Iteration 70Q: 3 clusters Score -3317256 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 26731 members Entering Unmasked Estep Score: -3317256.500000 Penalty: 5067.115723 Iteration 71F: 3 clusters Score -3317256 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Entering Unmasked Estep Score: -939238.375000 Penalty: 2223.529541 Iteration 0F: 2 clusters Score -939238.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -932979.500000 Penalty: 4447.059082 Iteration 0F: 3 clusters Score -932979.5 nChanged 3132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -934857.937500 Penalty: 4447.059082 Iteration 1F: 3 clusters Score -934857.9 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -935323.187500 Penalty: 4447.059082 Iteration 2F: 3 clusters Score -935323.2 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -935683.875000 Penalty: 4447.059082 Iteration 3F: 3 clusters Score -935683.9 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -935984.812500 Penalty: 4447.059082 Iteration 4F: 3 clusters Score -935984.8 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -936219.875000 Penalty: 4447.059082 Iteration 5Q: 3 clusters Score -936219.9 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -936410.750000 Penalty: 4447.059082 Iteration 6Q: 3 clusters Score -936410.8 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -936586.062500 Penalty: 4447.059082 Iteration 7Q: 3 clusters Score -936586.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -936730.125000 Penalty: 4447.059082 Iteration 8Q: 3 clusters Score -936730.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -936875.625000 Penalty: 4447.059082 Iteration 9Q: 3 clusters Score -936875.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -937034.625000 Penalty: 4447.059082 Iteration 10Q: 3 clusters Score -937034.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -937165.125000 Penalty: 4447.059082 Iteration 11Q: 3 clusters Score -937165.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -937256.687500 Penalty: 4447.059082 Iteration 12Q: 3 clusters Score -937256.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -937311.312500 Penalty: 4447.059082 Iteration 13Q: 3 clusters Score -937311.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -937350.812500 Penalty: 4447.059082 Iteration 14Q: 3 clusters Score -937350.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -937391.062500 Penalty: 4447.059082 Iteration 15Q: 3 clusters Score -937391.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -937428.000000 Penalty: 4447.059082 Iteration 16Q: 3 clusters Score -937428 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -937456.312500 Penalty: 4447.059082 Iteration 17Q: 3 clusters Score -937456.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -937482.187500 Penalty: 4447.059082 Iteration 18Q: 3 clusters Score -937482.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -937505.312500 Penalty: 4447.059082 Iteration 19Q: 3 clusters Score -937505.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -937522.437500 Penalty: 4447.059082 Iteration 20F: 3 clusters Score -937522.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -937531.625000 Penalty: 4447.059082 Iteration 21Q: 3 clusters Score -937531.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -937540.437500 Penalty: 4447.059082 Iteration 22Q: 3 clusters Score -937540.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -937546.062500 Penalty: 4447.059082 Iteration 23Q: 3 clusters Score -937546.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -937552.000000 Penalty: 4447.059082 Iteration 24Q: 3 clusters Score -937552 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -937555.125000 Penalty: 4447.059082 Iteration 25Q: 3 clusters Score -937555.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -937557.562500 Penalty: 4447.059082 Iteration 26Q: 3 clusters Score -937557.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -937556.875000 Penalty: 4447.059082 Iteration 27Q: 3 clusters Score -937556.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -937558.437500 Penalty: 4447.059082 Iteration 28Q: 3 clusters Score -937558.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -937558.937500 Penalty: 4447.059082 Iteration 29Q: 3 clusters Score -937558.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -937561.750000 Penalty: 4447.059082 Iteration 30Q: 3 clusters Score -937561.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -937562.312500 Penalty: 4447.059082 Iteration 31Q: 3 clusters Score -937562.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -937564.562500 Penalty: 4447.059082 Iteration 32Q: 3 clusters Score -937564.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -937568.937500 Penalty: 4447.059082 Iteration 33Q: 3 clusters Score -937568.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -937570.125000 Penalty: 4447.059082 Iteration 34Q: 3 clusters Score -937570.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -937570.562500 Penalty: 4447.059082 Iteration 35Q: 3 clusters Score -937570.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -937571.000000 Penalty: 4447.059082 Iteration 36Q: 3 clusters Score -937571 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -937574.375000 Penalty: 4447.059082 Iteration 37Q: 3 clusters Score -937574.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -937573.500000 Penalty: 4447.059082 Iteration 38Q: 3 clusters Score -937573.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -937573.750000 Penalty: 4447.059082 Iteration 39Q: 3 clusters Score -937573.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -937574.125000 Penalty: 4447.059082 Iteration 40F: 3 clusters Score -937574.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -937573.250000 Penalty: 4447.059082 Iteration 41Q: 3 clusters Score -937573.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -937573.937500 Penalty: 4447.059082 Iteration 42Q: 3 clusters Score -937573.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -937576.687500 Penalty: 4447.059082 Iteration 43Q: 3 clusters Score -937576.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -937575.250000 Penalty: 4447.059082 Iteration 44Q: 3 clusters Score -937575.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -937576.312500 Penalty: 4447.059082 Iteration 45Q: 3 clusters Score -937576.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -937578.625000 Penalty: 4447.059082 Iteration 46Q: 3 clusters Score -937578.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -937578.000000 Penalty: 4447.059082 Iteration 47Q: 3 clusters Score -937578 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -937580.125000 Penalty: 4447.059082 Iteration 48Q: 3 clusters Score -937580.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -937581.687500 Penalty: 4447.059082 Iteration 49Q: 3 clusters Score -937581.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -937582.687500 Penalty: 4447.059082 Iteration 50Q: 3 clusters Score -937582.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -937582.687500 Penalty: 4447.059082 Iteration 51Q: 3 clusters Score -937582.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -937583.375000 Penalty: 4447.059082 Iteration 52Q: 3 clusters Score -937583.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -937582.062500 Penalty: 4447.059082 Iteration 53Q: 3 clusters Score -937582.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -937582.875000 Penalty: 4447.059082 Iteration 54Q: 3 clusters Score -937582.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -937583.312500 Penalty: 4447.059082 Iteration 55Q: 3 clusters Score -937583.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -937583.687500 Penalty: 4447.059082 Iteration 56Q: 3 clusters Score -937583.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -937584.875000 Penalty: 4447.059082 Iteration 57Q: 3 clusters Score -937584.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -937589.750000 Penalty: 4447.059082 Iteration 58Q: 3 clusters Score -937589.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -937592.937500 Penalty: 4447.059082 Iteration 59Q: 3 clusters Score -937592.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -937593.562500 Penalty: 4447.059082 Iteration 60F: 3 clusters Score -937593.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -937594.375000 Penalty: 4447.059082 Iteration 61Q: 3 clusters Score -937594.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -937597.187500 Penalty: 4447.059082 Iteration 62Q: 3 clusters Score -937597.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -937597.187500 Penalty: 4447.059082 Iteration 63F: 3 clusters Score -937597.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Entering Unmasked Estep Score: -426927.843750 Penalty: 2031.276733 Iteration 0F: 2 clusters Score -426927.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -423260.156250 Penalty: 4062.553467 Iteration 0F: 3 clusters Score -423260.2 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -424085.281250 Penalty: 4062.553467 Iteration 1F: 3 clusters Score -424085.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -424233.718750 Penalty: 4062.553467 Iteration 2F: 3 clusters Score -424233.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -424327.437500 Penalty: 4062.553467 Iteration 3Q: 3 clusters Score -424327.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -424405.906250 Penalty: 4062.553467 Iteration 4Q: 3 clusters Score -424405.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -424465.906250 Penalty: 4062.553467 Iteration 5Q: 3 clusters Score -424465.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -424515.500000 Penalty: 4062.553467 Iteration 6Q: 3 clusters Score -424515.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -424556.406250 Penalty: 4062.553467 Iteration 7Q: 3 clusters Score -424556.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -424593.000000 Penalty: 4062.553467 Iteration 8Q: 3 clusters Score -424593 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -424631.500000 Penalty: 4062.553467 Iteration 9Q: 3 clusters Score -424631.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -424661.937500 Penalty: 4062.553467 Iteration 10Q: 3 clusters Score -424661.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -424686.906250 Penalty: 4062.553467 Iteration 11Q: 3 clusters Score -424686.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -424707.968750 Penalty: 4062.553467 Iteration 12Q: 3 clusters Score -424708 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -424736.375000 Penalty: 4062.553467 Iteration 13Q: 3 clusters Score -424736.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -424767.437500 Penalty: 4062.553467 Iteration 14Q: 3 clusters Score -424767.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -424797.437500 Penalty: 4062.553467 Iteration 15Q: 3 clusters Score -424797.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -424834.406250 Penalty: 4062.553467 Iteration 16Q: 3 clusters Score -424834.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -424861.187500 Penalty: 4062.553467 Iteration 17Q: 3 clusters Score -424861.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -424885.000000 Penalty: 4062.553467 Iteration 18Q: 3 clusters Score -424885 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -424901.687500 Penalty: 4062.553467 Iteration 19Q: 3 clusters Score -424901.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -424925.062500 Penalty: 4062.553467 Iteration 20F: 3 clusters Score -424925.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -424953.906250 Penalty: 4062.553467 Iteration 21Q: 3 clusters Score -424953.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -424992.187500 Penalty: 4062.553467 Iteration 22Q: 3 clusters Score -424992.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -425025.468750 Penalty: 4062.553467 Iteration 23Q: 3 clusters Score -425025.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -425050.687500 Penalty: 4062.553467 Iteration 24Q: 3 clusters Score -425050.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -425070.156250 Penalty: 4062.553467 Iteration 25Q: 3 clusters Score -425070.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -425095.312500 Penalty: 4062.553467 Iteration 26Q: 3 clusters Score -425095.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -425114.000000 Penalty: 4062.553467 Iteration 27Q: 3 clusters Score -425114 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -425133.218750 Penalty: 4062.553467 Iteration 28Q: 3 clusters Score -425133.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -425144.312500 Penalty: 4062.553467 Iteration 29Q: 3 clusters Score -425144.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -425153.156250 Penalty: 4062.553467 Iteration 30Q: 3 clusters Score -425153.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -425160.125000 Penalty: 4062.553467 Iteration 31Q: 3 clusters Score -425160.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -425166.593750 Penalty: 4062.553467 Iteration 32Q: 3 clusters Score -425166.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -425176.968750 Penalty: 4062.553467 Iteration 33Q: 3 clusters Score -425177 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -425185.500000 Penalty: 4062.553467 Iteration 34Q: 3 clusters Score -425185.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -425196.468750 Penalty: 4062.553467 Iteration 35Q: 3 clusters Score -425196.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -425208.281250 Penalty: 4062.553467 Iteration 36Q: 3 clusters Score -425208.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -425211.281250 Penalty: 4062.553467 Iteration 37Q: 3 clusters Score -425211.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -425216.031250 Penalty: 4062.553467 Iteration 38Q: 3 clusters Score -425216 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -425225.687500 Penalty: 4062.553467 Iteration 39Q: 3 clusters Score -425225.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -425233.593750 Penalty: 4062.553467 Iteration 40F: 3 clusters Score -425233.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -425237.875000 Penalty: 4062.553467 Iteration 41Q: 3 clusters Score -425237.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -425240.937500 Penalty: 4062.553467 Iteration 42Q: 3 clusters Score -425240.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -425246.406250 Penalty: 4062.553467 Iteration 43Q: 3 clusters Score -425246.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -425253.843750 Penalty: 4062.553467 Iteration 44Q: 3 clusters Score -425253.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -425261.500000 Penalty: 4062.553467 Iteration 45Q: 3 clusters Score -425261.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -425269.125000 Penalty: 4062.553467 Iteration 46Q: 3 clusters Score -425269.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -425280.062500 Penalty: 4062.553467 Iteration 47Q: 3 clusters Score -425280.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -425286.750000 Penalty: 4062.553467 Iteration 48Q: 3 clusters Score -425286.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -425292.968750 Penalty: 4062.553467 Iteration 49Q: 3 clusters Score -425293 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -425295.250000 Penalty: 4062.553467 Iteration 50Q: 3 clusters Score -425295.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -425295.937500 Penalty: 4062.553467 Iteration 51Q: 3 clusters Score -425295.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -425297.406250 Penalty: 4062.553467 Iteration 52Q: 3 clusters Score -425297.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -425297.781250 Penalty: 4062.553467 Iteration 53Q: 3 clusters Score -425297.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -425299.125000 Penalty: 4062.553467 Iteration 54Q: 3 clusters Score -425299.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -425299.468750 Penalty: 4062.553467 Iteration 55Q: 3 clusters Score -425299.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -425302.218750 Penalty: 4062.553467 Iteration 56Q: 3 clusters Score -425302.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -425303.343750 Penalty: 4062.553467 Iteration 57Q: 3 clusters Score -425303.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -425305.156250 Penalty: 4062.553467 Iteration 58Q: 3 clusters Score -425305.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -425305.937500 Penalty: 4062.553467 Iteration 59Q: 3 clusters Score -425305.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -425307.125000 Penalty: 4062.553467 Iteration 60F: 3 clusters Score -425307.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -425306.781250 Penalty: 4062.553467 Iteration 61Q: 3 clusters Score -425306.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -425308.250000 Penalty: 4062.553467 Iteration 62Q: 3 clusters Score -425308.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -425308.250000 Penalty: 4062.553467 Iteration 63F: 3 clusters Score -425308.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Entering Unmasked Estep Score: -285859.906250 Penalty: 1949.899292 Iteration 0F: 2 clusters Score -285859.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -282879.562500 Penalty: 3899.798584 Iteration 0F: 3 clusters Score -282879.6 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -283493.437500 Penalty: 3899.798584 Iteration 1F: 3 clusters Score -283493.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -283624.218750 Penalty: 3899.798584 Iteration 2F: 3 clusters Score -283624.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -283693.781250 Penalty: 3899.798584 Iteration 3Q: 3 clusters Score -283693.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -283742.625000 Penalty: 3899.798584 Iteration 4Q: 3 clusters Score -283742.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -283777.500000 Penalty: 3899.798584 Iteration 5Q: 3 clusters Score -283777.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -283800.031250 Penalty: 3899.798584 Iteration 6Q: 3 clusters Score -283800 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -283810.812500 Penalty: 3899.798584 Iteration 7Q: 3 clusters Score -283810.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -283817.812500 Penalty: 3899.798584 Iteration 8Q: 3 clusters Score -283817.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -283826.968750 Penalty: 3899.798584 Iteration 9Q: 3 clusters Score -283827 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -283835.687500 Penalty: 3899.798584 Iteration 10Q: 3 clusters Score -283835.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -283846.687500 Penalty: 3899.798584 Iteration 11Q: 3 clusters Score -283846.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -283857.218750 Penalty: 3899.798584 Iteration 12Q: 3 clusters Score -283857.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -283868.781250 Penalty: 3899.798584 Iteration 13Q: 3 clusters Score -283868.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -283877.781250 Penalty: 3899.798584 Iteration 14Q: 3 clusters Score -283877.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -283893.562500 Penalty: 3899.798584 Iteration 15Q: 3 clusters Score -283893.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -283908.375000 Penalty: 3899.798584 Iteration 16Q: 3 clusters Score -283908.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -283926.125000 Penalty: 3899.798584 Iteration 17Q: 3 clusters Score -283926.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -283941.343750 Penalty: 3899.798584 Iteration 18Q: 3 clusters Score -283941.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -283954.468750 Penalty: 3899.798584 Iteration 19Q: 3 clusters Score -283954.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -283964.156250 Penalty: 3899.798584 Iteration 20F: 3 clusters Score -283964.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -283976.937500 Penalty: 3899.798584 Iteration 21Q: 3 clusters Score -283976.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -283997.125000 Penalty: 3899.798584 Iteration 22Q: 3 clusters Score -283997.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -284013.656250 Penalty: 3899.798584 Iteration 23Q: 3 clusters Score -284013.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -284026.562500 Penalty: 3899.798584 Iteration 24Q: 3 clusters Score -284026.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -284035.093750 Penalty: 3899.798584 Iteration 25Q: 3 clusters Score -284035.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -284044.187500 Penalty: 3899.798584 Iteration 26Q: 3 clusters Score -284044.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -284057.343750 Penalty: 3899.798584 Iteration 27Q: 3 clusters Score -284057.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -284068.562500 Penalty: 3899.798584 Iteration 28Q: 3 clusters Score -284068.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -284072.437500 Penalty: 3899.798584 Iteration 29Q: 3 clusters Score -284072.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -284085.562500 Penalty: 3899.798584 Iteration 30Q: 3 clusters Score -284085.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -284099.156250 Penalty: 3899.798584 Iteration 31Q: 3 clusters Score -284099.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -284115.031250 Penalty: 3899.798584 Iteration 32Q: 3 clusters Score -284115 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -284132.125000 Penalty: 3899.798584 Iteration 33Q: 3 clusters Score -284132.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -284150.218750 Penalty: 3899.798584 Iteration 34Q: 3 clusters Score -284150.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -284169.656250 Penalty: 3899.798584 Iteration 35Q: 3 clusters Score -284169.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -284184.750000 Penalty: 3899.798584 Iteration 36Q: 3 clusters Score -284184.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -284199.093750 Penalty: 3899.798584 Iteration 37Q: 3 clusters Score -284199.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -284216.000000 Penalty: 3899.798584 Iteration 38Q: 3 clusters Score -284216 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -284224.062500 Penalty: 3899.798584 Iteration 39Q: 3 clusters Score -284224.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -284228.968750 Penalty: 3899.798584 Iteration 40F: 3 clusters Score -284229 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -284235.250000 Penalty: 3899.798584 Iteration 41Q: 3 clusters Score -284235.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -284243.968750 Penalty: 3899.798584 Iteration 42Q: 3 clusters Score -284244 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -284252.031250 Penalty: 3899.798584 Iteration 43Q: 3 clusters Score -284252 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -284257.687500 Penalty: 3899.798584 Iteration 44Q: 3 clusters Score -284257.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -284261.281250 Penalty: 3899.798584 Iteration 45Q: 3 clusters Score -284261.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -284267.437500 Penalty: 3899.798584 Iteration 46Q: 3 clusters Score -284267.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -284271.562500 Penalty: 3899.798584 Iteration 47Q: 3 clusters Score -284271.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -284274.687500 Penalty: 3899.798584 Iteration 48Q: 3 clusters Score -284274.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -284280.687500 Penalty: 3899.798584 Iteration 49Q: 3 clusters Score -284280.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -284291.531250 Penalty: 3899.798584 Iteration 50Q: 3 clusters Score -284291.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -284305.250000 Penalty: 3899.798584 Iteration 51Q: 3 clusters Score -284305.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -284317.500000 Penalty: 3899.798584 Iteration 52Q: 3 clusters Score -284317.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -284330.968750 Penalty: 3899.798584 Iteration 53Q: 3 clusters Score -284331 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -284339.375000 Penalty: 3899.798584 Iteration 54Q: 3 clusters Score -284339.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -284346.312500 Penalty: 3899.798584 Iteration 55Q: 3 clusters Score -284346.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -284354.593750 Penalty: 3899.798584 Iteration 56Q: 3 clusters Score -284354.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -284365.625000 Penalty: 3899.798584 Iteration 57Q: 3 clusters Score -284365.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -284377.531250 Penalty: 3899.798584 Iteration 58Q: 3 clusters Score -284377.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -284387.593750 Penalty: 3899.798584 Iteration 59Q: 3 clusters Score -284387.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -284397.968750 Penalty: 3899.798584 Iteration 60F: 3 clusters Score -284398 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -284410.718750 Penalty: 3899.798584 Iteration 61Q: 3 clusters Score -284410.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -284421.500000 Penalty: 3899.798584 Iteration 62Q: 3 clusters Score -284421.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -284430.312500 Penalty: 3899.798584 Iteration 63Q: 3 clusters Score -284430.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -284438.250000 Penalty: 3899.798584 Iteration 64Q: 3 clusters Score -284438.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -284445.937500 Penalty: 3899.798584 Iteration 65Q: 3 clusters Score -284445.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -284452.062500 Penalty: 3899.798584 Iteration 66Q: 3 clusters Score -284452.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -284459.468750 Penalty: 3899.798584 Iteration 67Q: 3 clusters Score -284459.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -284468.937500 Penalty: 3899.798584 Iteration 68Q: 3 clusters Score -284468.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -284475.656250 Penalty: 3899.798584 Iteration 69Q: 3 clusters Score -284475.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -284485.625000 Penalty: 3899.798584 Iteration 70Q: 3 clusters Score -284485.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -284493.812500 Penalty: 3899.798584 Iteration 71Q: 3 clusters Score -284493.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -284501.406250 Penalty: 3899.798584 Iteration 72Q: 3 clusters Score -284501.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -284512.656250 Penalty: 3899.798584 Iteration 73Q: 3 clusters Score -284512.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -284525.093750 Penalty: 3899.798584 Iteration 74Q: 3 clusters Score -284525.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -284530.875000 Penalty: 3899.798584 Iteration 75Q: 3 clusters Score -284530.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -284538.156250 Penalty: 3899.798584 Iteration 76Q: 3 clusters Score -284538.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -284543.156250 Penalty: 3899.798584 Iteration 77Q: 3 clusters Score -284543.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -284547.687500 Penalty: 3899.798584 Iteration 78Q: 3 clusters Score -284547.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -284549.468750 Penalty: 3899.798584 Iteration 79Q: 3 clusters Score -284549.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -284549.562500 Penalty: 3899.798584 Iteration 80F: 3 clusters Score -284549.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -284549.812500 Penalty: 3899.798584 Iteration 81Q: 3 clusters Score -284549.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -284549.812500 Penalty: 3899.798584 Iteration 82F: 3 clusters Score -284549.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Entering Unmasked Estep Score: -640816.937500 Penalty: 2129.830078 Iteration 0F: 2 clusters Score -640816.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -636069.687500 Penalty: 4259.660156 Iteration 0F: 3 clusters Score -636069.7 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -637169.812500 Penalty: 4259.660156 Iteration 1F: 3 clusters Score -637169.8 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -637382.375000 Penalty: 4259.660156 Iteration 2F: 3 clusters Score -637382.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -637537.187500 Penalty: 4259.660156 Iteration 3F: 3 clusters Score -637537.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -637648.062500 Penalty: 4259.660156 Iteration 4Q: 3 clusters Score -637648.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -637725.062500 Penalty: 4259.660156 Iteration 5Q: 3 clusters Score -637725.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -637789.625000 Penalty: 4259.660156 Iteration 6Q: 3 clusters Score -637789.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -637849.625000 Penalty: 4259.660156 Iteration 7Q: 3 clusters Score -637849.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -637902.125000 Penalty: 4259.660156 Iteration 8Q: 3 clusters Score -637902.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -637942.875000 Penalty: 4259.660156 Iteration 9Q: 3 clusters Score -637942.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -637980.937500 Penalty: 4259.660156 Iteration 10Q: 3 clusters Score -637980.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -638009.125000 Penalty: 4259.660156 Iteration 11Q: 3 clusters Score -638009.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -638033.125000 Penalty: 4259.660156 Iteration 12Q: 3 clusters Score -638033.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -638052.375000 Penalty: 4259.660156 Iteration 13Q: 3 clusters Score -638052.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -638068.437500 Penalty: 4259.660156 Iteration 14Q: 3 clusters Score -638068.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -638082.000000 Penalty: 4259.660156 Iteration 15Q: 3 clusters Score -638082 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -638092.562500 Penalty: 4259.660156 Iteration 16Q: 3 clusters Score -638092.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -638104.250000 Penalty: 4259.660156 Iteration 17Q: 3 clusters Score -638104.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -638115.250000 Penalty: 4259.660156 Iteration 18Q: 3 clusters Score -638115.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -638128.750000 Penalty: 4259.660156 Iteration 19Q: 3 clusters Score -638128.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -638138.062500 Penalty: 4259.660156 Iteration 20F: 3 clusters Score -638138.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -638144.250000 Penalty: 4259.660156 Iteration 21Q: 3 clusters Score -638144.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -638150.562500 Penalty: 4259.660156 Iteration 22Q: 3 clusters Score -638150.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -638157.250000 Penalty: 4259.660156 Iteration 23Q: 3 clusters Score -638157.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -638163.312500 Penalty: 4259.660156 Iteration 24Q: 3 clusters Score -638163.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -638170.625000 Penalty: 4259.660156 Iteration 25Q: 3 clusters Score -638170.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -638176.750000 Penalty: 4259.660156 Iteration 26Q: 3 clusters Score -638176.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -638182.375000 Penalty: 4259.660156 Iteration 27Q: 3 clusters Score -638182.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -638192.000000 Penalty: 4259.660156 Iteration 28Q: 3 clusters Score -638192 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -638203.875000 Penalty: 4259.660156 Iteration 29Q: 3 clusters Score -638203.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -638211.062500 Penalty: 4259.660156 Iteration 30Q: 3 clusters Score -638211.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -638222.750000 Penalty: 4259.660156 Iteration 31Q: 3 clusters Score -638222.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -638234.250000 Penalty: 4259.660156 Iteration 32Q: 3 clusters Score -638234.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -638248.437500 Penalty: 4259.660156 Iteration 33Q: 3 clusters Score -638248.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -638260.937500 Penalty: 4259.660156 Iteration 34Q: 3 clusters Score -638260.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -638275.250000 Penalty: 4259.660156 Iteration 35Q: 3 clusters Score -638275.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -638289.125000 Penalty: 4259.660156 Iteration 36Q: 3 clusters Score -638289.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -638297.312500 Penalty: 4259.660156 Iteration 37Q: 3 clusters Score -638297.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -638306.125000 Penalty: 4259.660156 Iteration 38Q: 3 clusters Score -638306.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -638311.562500 Penalty: 4259.660156 Iteration 39Q: 3 clusters Score -638311.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -638316.000000 Penalty: 4259.660156 Iteration 40F: 3 clusters Score -638316 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -638319.437500 Penalty: 4259.660156 Iteration 41Q: 3 clusters Score -638319.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -638322.000000 Penalty: 4259.660156 Iteration 42Q: 3 clusters Score -638322 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -638327.187500 Penalty: 4259.660156 Iteration 43Q: 3 clusters Score -638327.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -638332.687500 Penalty: 4259.660156 Iteration 44Q: 3 clusters Score -638332.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -638336.875000 Penalty: 4259.660156 Iteration 45Q: 3 clusters Score -638336.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -638342.375000 Penalty: 4259.660156 Iteration 46Q: 3 clusters Score -638342.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -638346.750000 Penalty: 4259.660156 Iteration 47Q: 3 clusters Score -638346.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -638350.000000 Penalty: 4259.660156 Iteration 48Q: 3 clusters Score -638350 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -638351.375000 Penalty: 4259.660156 Iteration 49Q: 3 clusters Score -638351.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -638353.375000 Penalty: 4259.660156 Iteration 50Q: 3 clusters Score -638353.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -638354.375000 Penalty: 4259.660156 Iteration 51Q: 3 clusters Score -638354.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -638353.937500 Penalty: 4259.660156 Iteration 52Q: 3 clusters Score -638353.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -638354.625000 Penalty: 4259.660156 Iteration 53Q: 3 clusters Score -638354.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -638354.625000 Penalty: 4259.660156 Iteration 54F: 3 clusters Score -638354.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (12583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12583 members Entering Unmasked Estep Score: -1383270.000000 Penalty: 2341.145264 Iteration 0F: 2 clusters Score -1383270 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -1373949.625000 Penalty: 4682.290527 Iteration 0F: 3 clusters Score -1373950 nChanged 5362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -1376965.500000 Penalty: 4682.290527 Iteration 1F: 3 clusters Score -1376966 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -1377436.500000 Penalty: 4682.290527 Iteration 2F: 3 clusters Score -1377436 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -1377875.250000 Penalty: 4682.290527 Iteration 3F: 3 clusters Score -1377875 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -1378274.000000 Penalty: 4682.290527 Iteration 4F: 3 clusters Score -1378274 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -1378711.500000 Penalty: 4682.290527 Iteration 5F: 3 clusters Score -1378712 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1379157.375000 Penalty: 4682.290527 Iteration 6F: 3 clusters Score -1379157 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1379622.125000 Penalty: 4682.290527 Iteration 7Q: 3 clusters Score -1379622 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -1380128.750000 Penalty: 4682.290527 Iteration 8F: 3 clusters Score -1380129 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1380575.500000 Penalty: 4682.290527 Iteration 9F: 3 clusters Score -1380576 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1380927.750000 Penalty: 4682.290527 Iteration 10Q: 3 clusters Score -1380928 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1381186.125000 Penalty: 4682.290527 Iteration 11Q: 3 clusters Score -1381186 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1381424.500000 Penalty: 4682.290527 Iteration 12Q: 3 clusters Score -1381424 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1381612.250000 Penalty: 4682.290527 Iteration 13Q: 3 clusters Score -1381612 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1381746.500000 Penalty: 4682.290527 Iteration 14Q: 3 clusters Score -1381746 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1381855.875000 Penalty: 4682.290527 Iteration 15Q: 3 clusters Score -1381856 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9539 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -1381971.250000 Penalty: 4682.290527 Iteration 16Q: 3 clusters Score -1381971 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -1382056.125000 Penalty: 4682.290527 Iteration 17Q: 3 clusters Score -1382056 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -1382137.125000 Penalty: 4682.290527 Iteration 18Q: 3 clusters Score -1382137 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -1382208.875000 Penalty: 4682.290527 Iteration 19Q: 3 clusters Score -1382209 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -1382275.500000 Penalty: 4682.290527 Iteration 20F: 3 clusters Score -1382276 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1382345.500000 Penalty: 4682.290527 Iteration 21Q: 3 clusters Score -1382346 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10503 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1382407.250000 Penalty: 4682.290527 Iteration 22Q: 3 clusters Score -1382407 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1382457.250000 Penalty: 4682.290527 Iteration 23Q: 3 clusters Score -1382457 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10714 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1382495.875000 Penalty: 4682.290527 Iteration 24Q: 3 clusters Score -1382496 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10803 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1382535.125000 Penalty: 4682.290527 Iteration 25Q: 3 clusters Score -1382535 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1382568.875000 Penalty: 4682.290527 Iteration 26Q: 3 clusters Score -1382569 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10937 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -1382588.750000 Penalty: 4682.290527 Iteration 27Q: 3 clusters Score -1382589 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -1382608.500000 Penalty: 4682.290527 Iteration 28Q: 3 clusters Score -1382608 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -1382621.375000 Penalty: 4682.290527 Iteration 29Q: 3 clusters Score -1382621 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1382631.375000 Penalty: 4682.290527 Iteration 30Q: 3 clusters Score -1382631 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1382639.125000 Penalty: 4682.290527 Iteration 31Q: 3 clusters Score -1382639 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1382645.375000 Penalty: 4682.290527 Iteration 32Q: 3 clusters Score -1382645 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1382654.625000 Penalty: 4682.290527 Iteration 33Q: 3 clusters Score -1382655 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1382659.250000 Penalty: 4682.290527 Iteration 34Q: 3 clusters Score -1382659 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -1382665.125000 Penalty: 4682.290527 Iteration 35Q: 3 clusters Score -1382665 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11184 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1382669.250000 Penalty: 4682.290527 Iteration 36Q: 3 clusters Score -1382669 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1382667.375000 Penalty: 4682.290527 Iteration 37Q: 3 clusters Score -1382667 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11208 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -1382674.750000 Penalty: 4682.290527 Iteration 38Q: 3 clusters Score -1382675 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -1382673.750000 Penalty: 4682.290527 Iteration 39Q: 3 clusters Score -1382674 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11218 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1382674.000000 Penalty: 4682.290527 Iteration 40F: 3 clusters Score -1382674 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -1382671.500000 Penalty: 4682.290527 Iteration 41Q: 3 clusters Score -1382672 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -1382678.375000 Penalty: 4682.290527 Iteration 42Q: 3 clusters Score -1382678 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -1382680.875000 Penalty: 4682.290527 Iteration 43Q: 3 clusters Score -1382681 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11248 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -1382684.000000 Penalty: 4682.290527 Iteration 44Q: 3 clusters Score -1382684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11252 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1382686.500000 Penalty: 4682.290527 Iteration 45Q: 3 clusters Score -1382686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -1382687.250000 Penalty: 4682.290527 Iteration 46Q: 3 clusters Score -1382687 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1382685.125000 Penalty: 4682.290527 Iteration 47Q: 3 clusters Score -1382685 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -1382686.500000 Penalty: 4682.290527 Iteration 48Q: 3 clusters Score -1382686 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1382689.250000 Penalty: 4682.290527 Iteration 49Q: 3 clusters Score -1382689 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1382690.125000 Penalty: 4682.290527 Iteration 50Q: 3 clusters Score -1382690 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1382691.125000 Penalty: 4682.290527 Iteration 51Q: 3 clusters Score -1382691 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -1382691.625000 Penalty: 4682.290527 Iteration 52Q: 3 clusters Score -1382692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1382692.125000 Penalty: 4682.290527 Iteration 53Q: 3 clusters Score -1382692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11300 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1382690.250000 Penalty: 4682.290527 Iteration 54Q: 3 clusters Score -1382690 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11300 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1382690.250000 Penalty: 4682.290527 Iteration 55F: 3 clusters Score -1382690 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (101788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101788 members Entering Unmasked Estep Score: -12336284.000000 Penalty: 2859.600586 Iteration 0F: 2 clusters Score -1.233628e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50864 members Mstep: Class 2 contains 50924 members Entering Unmasked Estep Score: -12268251.000000 Penalty: 5719.201172 Iteration 0F: 3 clusters Score -1.226825e+07 nChanged 48392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50742 members Mstep: Class 2 contains 51046 members Entering Unmasked Estep Score: -12295545.000000 Penalty: 5719.201172 Iteration 1F: 3 clusters Score -1.229554e+07 nChanged 3411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50745 members Mstep: Class 2 contains 51043 members Entering Unmasked Estep Score: -12296368.000000 Penalty: 5719.201172 Iteration 2Q: 3 clusters Score -1.229637e+07 nChanged 3288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50695 members Mstep: Class 2 contains 51093 members Entering Unmasked Estep Score: -12297116.000000 Penalty: 5719.201172 Iteration 3Q: 3 clusters Score -1.229712e+07 nChanged 3351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50500 members Mstep: Class 2 contains 51288 members Entering Unmasked Estep Score: -12297998.000000 Penalty: 5719.201172 Iteration 4Q: 3 clusters Score -1.2298e+07 nChanged 3478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50136 members Mstep: Class 2 contains 51652 members Entering Unmasked Estep Score: -12299101.000000 Penalty: 5719.201172 Iteration 5Q: 3 clusters Score -1.22991e+07 nChanged 3756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49552 members Mstep: Class 2 contains 52236 members Entering Unmasked Estep Score: -12300360.000000 Penalty: 5719.201172 Iteration 6Q: 3 clusters Score -1.230036e+07 nChanged 4195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48681 members Mstep: Class 2 contains 53107 members Entering Unmasked Estep Score: -12302074.000000 Penalty: 5719.201172 Iteration 7Q: 3 clusters Score -1.230207e+07 nChanged 4615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47398 members Mstep: Class 2 contains 54390 members Entering Unmasked Estep Score: -12304231.000000 Penalty: 5719.201172 Iteration 8Q: 3 clusters Score -1.230423e+07 nChanged 5175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45587 members Mstep: Class 2 contains 56201 members Entering Unmasked Estep Score: -12306935.000000 Penalty: 5719.201172 Iteration 9F: 3 clusters Score -1.230694e+07 nChanged 5485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43366 members Mstep: Class 2 contains 58422 members Entering Unmasked Estep Score: -12310542.000000 Penalty: 5719.201172 Iteration 10F: 3 clusters Score -1.231054e+07 nChanged 5613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41061 members Mstep: Class 2 contains 60727 members Entering Unmasked Estep Score: -12314250.000000 Penalty: 5719.201172 Iteration 11F: 3 clusters Score -1.231425e+07 nChanged 5044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38911 members Mstep: Class 2 contains 62877 members Entering Unmasked Estep Score: -12317079.000000 Penalty: 5719.201172 Iteration 12Q: 3 clusters Score -1.231708e+07 nChanged 3932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37077 members Mstep: Class 2 contains 64711 members Entering Unmasked Estep Score: -12318683.000000 Penalty: 5719.201172 Iteration 13Q: 3 clusters Score -1.231868e+07 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35464 members Mstep: Class 2 contains 66324 members Entering Unmasked Estep Score: -12319580.000000 Penalty: 5719.201172 Iteration 14Q: 3 clusters Score -1.231958e+07 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33897 members Mstep: Class 2 contains 67891 members Entering Unmasked Estep Score: -12320108.000000 Penalty: 5719.201172 Iteration 15Q: 3 clusters Score -1.232011e+07 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32326 members Mstep: Class 2 contains 69462 members Entering Unmasked Estep Score: -12320551.000000 Penalty: 5719.201172 Iteration 16Q: 3 clusters Score -1.232055e+07 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30681 members Mstep: Class 2 contains 71107 members Entering Unmasked Estep Score: -12321074.000000 Penalty: 5719.201172 Iteration 17Q: 3 clusters Score -1.232107e+07 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28975 members Mstep: Class 2 contains 72813 members Entering Unmasked Estep Score: -12321683.000000 Penalty: 5719.201172 Iteration 18Q: 3 clusters Score -1.232168e+07 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27159 members Mstep: Class 2 contains 74629 members Entering Unmasked Estep Score: -12322218.000000 Penalty: 5719.201172 Iteration 19Q: 3 clusters Score -1.232222e+07 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25273 members Mstep: Class 2 contains 76515 members Entering Unmasked Estep Score: -12322843.000000 Penalty: 5719.201172 Iteration 20F: 3 clusters Score -1.232284e+07 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23399 members Mstep: Class 2 contains 78389 members Entering Unmasked Estep Score: -12323517.000000 Penalty: 5719.201172 Iteration 21Q: 3 clusters Score -1.232352e+07 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21535 members Mstep: Class 2 contains 80253 members Entering Unmasked Estep Score: -12324195.000000 Penalty: 5719.201172 Iteration 22Q: 3 clusters Score -1.23242e+07 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19581 members Mstep: Class 2 contains 82207 members Entering Unmasked Estep Score: -12325055.000000 Penalty: 5719.201172 Iteration 23Q: 3 clusters Score -1.232506e+07 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17586 members Mstep: Class 2 contains 84202 members Entering Unmasked Estep Score: -12325915.000000 Penalty: 5719.201172 Iteration 24Q: 3 clusters Score -1.232592e+07 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15623 members Mstep: Class 2 contains 86165 members Entering Unmasked Estep Score: -12326739.000000 Penalty: 5719.201172 Iteration 25Q: 3 clusters Score -1.232674e+07 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13740 members Mstep: Class 2 contains 88048 members Entering Unmasked Estep Score: -12327659.000000 Penalty: 5719.201172 Iteration 26Q: 3 clusters Score -1.232766e+07 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11921 members Mstep: Class 2 contains 89867 members Entering Unmasked Estep Score: -12328577.000000 Penalty: 5719.201172 Iteration 27Q: 3 clusters Score -1.232858e+07 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 91612 members Entering Unmasked Estep Score: -12329519.000000 Penalty: 5719.201172 Iteration 28Q: 3 clusters Score -1.232952e+07 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 93167 members Entering Unmasked Estep Score: -12330446.000000 Penalty: 5719.201172 Iteration 29Q: 3 clusters Score -1.233045e+07 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 94562 members Entering Unmasked Estep Score: -12331220.000000 Penalty: 5719.201172 Iteration 30Q: 3 clusters Score -1.233122e+07 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 95764 members Entering Unmasked Estep Score: -12331933.000000 Penalty: 5719.201172 Iteration 31Q: 3 clusters Score -1.233193e+07 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 96760 members Entering Unmasked Estep Score: -12332469.000000 Penalty: 5719.201172 Iteration 32Q: 3 clusters Score -1.233247e+07 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 97616 members Entering Unmasked Estep Score: -12332932.000000 Penalty: 5719.201172 Iteration 33Q: 3 clusters Score -1.233293e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 98274 members Entering Unmasked Estep Score: -12333313.000000 Penalty: 5719.201172 Iteration 34Q: 3 clusters Score -1.233331e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 98760 members Entering Unmasked Estep Score: -12333576.000000 Penalty: 5719.201172 Iteration 35Q: 3 clusters Score -1.233358e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 99141 members Entering Unmasked Estep Score: -12333754.000000 Penalty: 5719.201172 Iteration 36Q: 3 clusters Score -1.233375e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 99436 members Entering Unmasked Estep Score: -12333905.000000 Penalty: 5719.201172 Iteration 37Q: 3 clusters Score -1.23339e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 99679 members Entering Unmasked Estep Score: -12334003.000000 Penalty: 5719.201172 Iteration 38Q: 3 clusters Score -1.2334e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 99845 members Entering Unmasked Estep Score: -12334073.000000 Penalty: 5719.201172 Iteration 39Q: 3 clusters Score -1.233407e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 99972 members Entering Unmasked Estep Score: -12334113.000000 Penalty: 5719.201172 Iteration 40F: 3 clusters Score -1.233411e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 100067 members Entering Unmasked Estep Score: -12334165.000000 Penalty: 5719.201172 Iteration 41Q: 3 clusters Score -1.233416e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 100131 members Entering Unmasked Estep Score: -12334177.000000 Penalty: 5719.201172 Iteration 42Q: 3 clusters Score -1.233418e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 100194 members Entering Unmasked Estep Score: -12334213.000000 Penalty: 5719.201172 Iteration 43Q: 3 clusters Score -1.233421e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 100241 members Entering Unmasked Estep Score: -12334233.000000 Penalty: 5719.201172 Iteration 44Q: 3 clusters Score -1.233423e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 100283 members Entering Unmasked Estep Score: -12334233.000000 Penalty: 5719.201172 Iteration 45Q: 3 clusters Score -1.233423e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 100316 members Entering Unmasked Estep Score: -12334250.000000 Penalty: 5719.201172 Iteration 46Q: 3 clusters Score -1.233425e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 100347 members Entering Unmasked Estep Score: -12334259.000000 Penalty: 5719.201172 Iteration 47Q: 3 clusters Score -1.233426e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 100372 members Entering Unmasked Estep Score: -12334260.000000 Penalty: 5719.201172 Iteration 48Q: 3 clusters Score -1.233426e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 100391 members Entering Unmasked Estep Score: -12334267.000000 Penalty: 5719.201172 Iteration 49Q: 3 clusters Score -1.233427e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 100408 members Entering Unmasked Estep Score: -12334248.000000 Penalty: 5719.201172 Iteration 50Q: 3 clusters Score -1.233425e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 100417 members Entering Unmasked Estep Score: -12334243.000000 Penalty: 5719.201172 Iteration 51Q: 3 clusters Score -1.233424e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 100427 members Entering Unmasked Estep Score: -12334236.000000 Penalty: 5719.201172 Iteration 52Q: 3 clusters Score -1.233424e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 100436 members Entering Unmasked Estep Score: -12334239.000000 Penalty: 5719.201172 Iteration 53Q: 3 clusters Score -1.233424e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 100445 members Entering Unmasked Estep Score: -12334241.000000 Penalty: 5719.201172 Iteration 54Q: 3 clusters Score -1.233424e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 100460 members Entering Unmasked Estep Score: -12334250.000000 Penalty: 5719.201172 Iteration 55Q: 3 clusters Score -1.233425e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 100468 members Entering Unmasked Estep Score: -12334244.000000 Penalty: 5719.201172 Iteration 56Q: 3 clusters Score -1.233424e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 100470 members Entering Unmasked Estep Score: -12334245.000000 Penalty: 5719.201172 Iteration 57Q: 3 clusters Score -1.233424e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 100470 members Entering Unmasked Estep Score: -12334247.000000 Penalty: 5719.201172 Iteration 58Q: 3 clusters Score -1.233425e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 100472 members Entering Unmasked Estep Score: -12334242.000000 Penalty: 5719.201172 Iteration 59Q: 3 clusters Score -1.233424e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 100474 members Entering Unmasked Estep Score: -12334245.000000 Penalty: 5719.201172 Iteration 60F: 3 clusters Score -1.233424e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 100476 members Entering Unmasked Estep Score: -12334239.000000 Penalty: 5719.201172 Iteration 61Q: 3 clusters Score -1.233424e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 100478 members Entering Unmasked Estep Score: -12334243.000000 Penalty: 5719.201172 Iteration 62Q: 3 clusters Score -1.233424e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 100483 members Entering Unmasked Estep Score: -12334251.000000 Penalty: 5719.201172 Iteration 63Q: 3 clusters Score -1.233425e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 100487 members Entering Unmasked Estep Score: -12334249.000000 Penalty: 5719.201172 Iteration 64Q: 3 clusters Score -1.233425e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 100490 members Entering Unmasked Estep Score: -12334246.000000 Penalty: 5719.201172 Iteration 65Q: 3 clusters Score -1.233425e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 100490 members Entering Unmasked Estep Score: -12334246.000000 Penalty: 5719.201172 Iteration 66F: 3 clusters Score -1.233425e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (5592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Entering Unmasked Estep Score: -679527.937500 Penalty: 2140.014893 Iteration 0F: 2 clusters Score -679527.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -674564.500000 Penalty: 4280.029785 Iteration 0F: 3 clusters Score -674564.5 nChanged 2240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -675762.875000 Penalty: 4280.029785 Iteration 1F: 3 clusters Score -675762.9 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -675983.500000 Penalty: 4280.029785 Iteration 2F: 3 clusters Score -675983.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -676115.812500 Penalty: 4280.029785 Iteration 3F: 3 clusters Score -676115.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -676189.937500 Penalty: 4280.029785 Iteration 4Q: 3 clusters Score -676189.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -676244.937500 Penalty: 4280.029785 Iteration 5Q: 3 clusters Score -676244.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -676292.437500 Penalty: 4280.029785 Iteration 6Q: 3 clusters Score -676292.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -676329.625000 Penalty: 4280.029785 Iteration 7Q: 3 clusters Score -676329.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -676366.937500 Penalty: 4280.029785 Iteration 8Q: 3 clusters Score -676366.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -676410.500000 Penalty: 4280.029785 Iteration 9Q: 3 clusters Score -676410.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -676454.125000 Penalty: 4280.029785 Iteration 10Q: 3 clusters Score -676454.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -676484.687500 Penalty: 4280.029785 Iteration 11Q: 3 clusters Score -676484.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -676503.875000 Penalty: 4280.029785 Iteration 12Q: 3 clusters Score -676503.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -676521.750000 Penalty: 4280.029785 Iteration 13Q: 3 clusters Score -676521.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -676537.625000 Penalty: 4280.029785 Iteration 14Q: 3 clusters Score -676537.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -676554.062500 Penalty: 4280.029785 Iteration 15Q: 3 clusters Score -676554.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -676571.750000 Penalty: 4280.029785 Iteration 16Q: 3 clusters Score -676571.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -676594.062500 Penalty: 4280.029785 Iteration 17Q: 3 clusters Score -676594.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -676613.625000 Penalty: 4280.029785 Iteration 18Q: 3 clusters Score -676613.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -676622.062500 Penalty: 4280.029785 Iteration 19Q: 3 clusters Score -676622.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -676635.312500 Penalty: 4280.029785 Iteration 20F: 3 clusters Score -676635.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -676648.562500 Penalty: 4280.029785 Iteration 21Q: 3 clusters Score -676648.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -676662.250000 Penalty: 4280.029785 Iteration 22Q: 3 clusters Score -676662.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -676675.625000 Penalty: 4280.029785 Iteration 23Q: 3 clusters Score -676675.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -676688.625000 Penalty: 4280.029785 Iteration 24Q: 3 clusters Score -676688.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -676702.875000 Penalty: 4280.029785 Iteration 25Q: 3 clusters Score -676702.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -676713.937500 Penalty: 4280.029785 Iteration 26Q: 3 clusters Score -676713.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -676725.312500 Penalty: 4280.029785 Iteration 27Q: 3 clusters Score -676725.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -676735.750000 Penalty: 4280.029785 Iteration 28Q: 3 clusters Score -676735.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -676748.937500 Penalty: 4280.029785 Iteration 29Q: 3 clusters Score -676748.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -676764.625000 Penalty: 4280.029785 Iteration 30Q: 3 clusters Score -676764.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -676777.250000 Penalty: 4280.029785 Iteration 31Q: 3 clusters Score -676777.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -676789.312500 Penalty: 4280.029785 Iteration 32Q: 3 clusters Score -676789.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -676810.625000 Penalty: 4280.029785 Iteration 33Q: 3 clusters Score -676810.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -676832.562500 Penalty: 4280.029785 Iteration 34Q: 3 clusters Score -676832.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -676857.937500 Penalty: 4280.029785 Iteration 35Q: 3 clusters Score -676857.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -676887.250000 Penalty: 4280.029785 Iteration 36Q: 3 clusters Score -676887.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -676923.500000 Penalty: 4280.029785 Iteration 37Q: 3 clusters Score -676923.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -676956.125000 Penalty: 4280.029785 Iteration 38Q: 3 clusters Score -676956.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -676985.687500 Penalty: 4280.029785 Iteration 39Q: 3 clusters Score -676985.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -677018.875000 Penalty: 4280.029785 Iteration 40F: 3 clusters Score -677018.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -677057.187500 Penalty: 4280.029785 Iteration 41Q: 3 clusters Score -677057.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -677099.312500 Penalty: 4280.029785 Iteration 42Q: 3 clusters Score -677099.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -677143.562500 Penalty: 4280.029785 Iteration 43Q: 3 clusters Score -677143.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -677186.875000 Penalty: 4280.029785 Iteration 44Q: 3 clusters Score -677186.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -677229.062500 Penalty: 4280.029785 Iteration 45Q: 3 clusters Score -677229.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -677271.312500 Penalty: 4280.029785 Iteration 46Q: 3 clusters Score -677271.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -677302.875000 Penalty: 4280.029785 Iteration 47Q: 3 clusters Score -677302.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -677331.937500 Penalty: 4280.029785 Iteration 48Q: 3 clusters Score -677331.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -677353.812500 Penalty: 4280.029785 Iteration 49Q: 3 clusters Score -677353.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -677375.250000 Penalty: 4280.029785 Iteration 50Q: 3 clusters Score -677375.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -677392.687500 Penalty: 4280.029785 Iteration 51Q: 3 clusters Score -677392.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -677407.625000 Penalty: 4280.029785 Iteration 52Q: 3 clusters Score -677407.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -677419.375000 Penalty: 4280.029785 Iteration 53Q: 3 clusters Score -677419.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -677432.875000 Penalty: 4280.029785 Iteration 54Q: 3 clusters Score -677432.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -677442.812500 Penalty: 4280.029785 Iteration 55Q: 3 clusters Score -677442.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -677450.312500 Penalty: 4280.029785 Iteration 56Q: 3 clusters Score -677450.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -677457.437500 Penalty: 4280.029785 Iteration 57Q: 3 clusters Score -677457.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -677462.937500 Penalty: 4280.029785 Iteration 58Q: 3 clusters Score -677462.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -677468.500000 Penalty: 4280.029785 Iteration 59Q: 3 clusters Score -677468.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -677478.062500 Penalty: 4280.029785 Iteration 60F: 3 clusters Score -677478.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -677487.187500 Penalty: 4280.029785 Iteration 61Q: 3 clusters Score -677487.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -677495.875000 Penalty: 4280.029785 Iteration 62Q: 3 clusters Score -677495.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -677496.312500 Penalty: 4280.029785 Iteration 63Q: 3 clusters Score -677496.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -677497.687500 Penalty: 4280.029785 Iteration 64Q: 3 clusters Score -677497.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -677500.687500 Penalty: 4280.029785 Iteration 65Q: 3 clusters Score -677500.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -677503.312500 Penalty: 4280.029785 Iteration 66Q: 3 clusters Score -677503.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -677503.750000 Penalty: 4280.029785 Iteration 67Q: 3 clusters Score -677503.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -677505.625000 Penalty: 4280.029785 Iteration 68Q: 3 clusters Score -677505.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -677505.500000 Penalty: 4280.029785 Iteration 69Q: 3 clusters Score -677505.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -677507.375000 Penalty: 4280.029785 Iteration 70Q: 3 clusters Score -677507.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -677508.687500 Penalty: 4280.029785 Iteration 71Q: 3 clusters Score -677508.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -677508.687500 Penalty: 4280.029785 Iteration 72F: 3 clusters Score -677508.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (10678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10678 members Entering Unmasked Estep Score: -1297558.375000 Penalty: 2300.433350 Iteration 0F: 2 clusters Score -1297558 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -1289514.000000 Penalty: 4600.866699 Iteration 0F: 3 clusters Score -1289514 nChanged 4423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1291820.000000 Penalty: 4600.866699 Iteration 1F: 3 clusters Score -1291820 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -1292092.875000 Penalty: 4600.866699 Iteration 2F: 3 clusters Score -1292093 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -1292281.750000 Penalty: 4600.866699 Iteration 3Q: 3 clusters Score -1292282 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1292438.000000 Penalty: 4600.866699 Iteration 4Q: 3 clusters Score -1292438 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -1292588.000000 Penalty: 4600.866699 Iteration 5Q: 3 clusters Score -1292588 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -1292760.875000 Penalty: 4600.866699 Iteration 6Q: 3 clusters Score -1292761 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -1293005.375000 Penalty: 4600.866699 Iteration 7Q: 3 clusters Score -1293005 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1293319.375000 Penalty: 4600.866699 Iteration 8Q: 3 clusters Score -1293319 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1293675.375000 Penalty: 4600.866699 Iteration 9F: 3 clusters Score -1293675 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -1294054.000000 Penalty: 4600.866699 Iteration 10F: 3 clusters Score -1294054 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -1294428.250000 Penalty: 4600.866699 Iteration 11Q: 3 clusters Score -1294428 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -1294706.250000 Penalty: 4600.866699 Iteration 12Q: 3 clusters Score -1294706 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -1294894.375000 Penalty: 4600.866699 Iteration 13Q: 3 clusters Score -1294894 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1295019.125000 Penalty: 4600.866699 Iteration 14Q: 3 clusters Score -1295019 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -1295114.625000 Penalty: 4600.866699 Iteration 15Q: 3 clusters Score -1295115 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 8854 members Entering Unmasked Estep Score: -1295194.125000 Penalty: 4600.866699 Iteration 16Q: 3 clusters Score -1295194 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -1295244.875000 Penalty: 4600.866699 Iteration 17Q: 3 clusters Score -1295245 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -1295289.250000 Penalty: 4600.866699 Iteration 18Q: 3 clusters Score -1295289 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -1295325.250000 Penalty: 4600.866699 Iteration 19Q: 3 clusters Score -1295325 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -1295353.875000 Penalty: 4600.866699 Iteration 20F: 3 clusters Score -1295354 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -1295376.000000 Penalty: 4600.866699 Iteration 21Q: 3 clusters Score -1295376 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -1295401.500000 Penalty: 4600.866699 Iteration 22Q: 3 clusters Score -1295402 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -1295423.500000 Penalty: 4600.866699 Iteration 23Q: 3 clusters Score -1295424 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -1295443.000000 Penalty: 4600.866699 Iteration 24Q: 3 clusters Score -1295443 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 9431 members Entering Unmasked Estep Score: -1295455.500000 Penalty: 4600.866699 Iteration 25Q: 3 clusters Score -1295456 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 9473 members Entering Unmasked Estep Score: -1295476.375000 Penalty: 4600.866699 Iteration 26Q: 3 clusters Score -1295476 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 9510 members Entering Unmasked Estep Score: -1295493.375000 Penalty: 4600.866699 Iteration 27Q: 3 clusters Score -1295493 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -1295504.250000 Penalty: 4600.866699 Iteration 28Q: 3 clusters Score -1295504 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -1295518.250000 Penalty: 4600.866699 Iteration 29Q: 3 clusters Score -1295518 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -1295528.000000 Penalty: 4600.866699 Iteration 30Q: 3 clusters Score -1295528 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -1295540.000000 Penalty: 4600.866699 Iteration 31Q: 3 clusters Score -1295540 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1295542.375000 Penalty: 4600.866699 Iteration 32Q: 3 clusters Score -1295542 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -1295550.250000 Penalty: 4600.866699 Iteration 33Q: 3 clusters Score -1295550 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -1295558.250000 Penalty: 4600.866699 Iteration 34Q: 3 clusters Score -1295558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 9671 members Entering Unmasked Estep Score: -1295559.250000 Penalty: 4600.866699 Iteration 35Q: 3 clusters Score -1295559 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -1295568.750000 Penalty: 4600.866699 Iteration 36Q: 3 clusters Score -1295569 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -1295575.125000 Penalty: 4600.866699 Iteration 37Q: 3 clusters Score -1295575 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 9707 members Entering Unmasked Estep Score: -1295582.500000 Penalty: 4600.866699 Iteration 38Q: 3 clusters Score -1295582 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -1295584.875000 Penalty: 4600.866699 Iteration 39Q: 3 clusters Score -1295585 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -1295584.250000 Penalty: 4600.866699 Iteration 40F: 3 clusters Score -1295584 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1295588.375000 Penalty: 4600.866699 Iteration 41Q: 3 clusters Score -1295588 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -1295589.375000 Penalty: 4600.866699 Iteration 42Q: 3 clusters Score -1295589 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 9737 members Entering Unmasked Estep Score: -1295590.000000 Penalty: 4600.866699 Iteration 43Q: 3 clusters Score -1295590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 9738 members Entering Unmasked Estep Score: -1295592.500000 Penalty: 4600.866699 Iteration 44Q: 3 clusters Score -1295592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -1295593.125000 Penalty: 4600.866699 Iteration 45Q: 3 clusters Score -1295593 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -1295593.125000 Penalty: 4600.866699 Iteration 46F: 3 clusters Score -1295593 nChanged 0 --- Evaluating fit on full set of 851668 points --- Entering Unmasked Estep Score: -100617008.000000 Penalty: 60955.707031 20->19 Clusters: Score -100617008.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 283889 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 14194 members Mstep: Class 3 contains 14390 members Mstep: Class 4 contains 14164 members Mstep: Class 5 contains 14184 members Mstep: Class 6 contains 14044 members Mstep: Class 7 contains 14019 members Mstep: Class 8 contains 14162 members Mstep: Class 9 contains 14021 members Mstep: Class 10 contains 14199 members Mstep: Class 11 contains 14178 members Mstep: Class 12 contains 14392 members Mstep: Class 13 contains 14131 members Mstep: Class 14 contains 14065 members Mstep: Class 15 contains 14314 members Mstep: Class 16 contains 14219 members Mstep: Class 17 contains 14071 members Mstep: Class 18 contains 14269 members Mstep: Class 19 contains 14379 members Mstep: Class 20 contains 14189 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 842.107483 but Gain 3113.972656 Score: -32172588.000000 Penalty: 59165.464844 Iteration 0F: 20 clusters Score -3.217259e+07 nChanged 266735 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 13809 members Mstep: Class 2 contains 10896 members Mstep: Class 3 contains 25522 members Mstep: Class 5 contains 11566 members Mstep: Class 6 contains 10476 members Mstep: Class 7 contains 9721 members Mstep: Class 8 contains 28583 members Mstep: Class 9 contains 13708 members Mstep: Class 10 contains 12009 members Mstep: Class 11 contains 11941 members Mstep: Class 12 contains 12217 members Mstep: Class 13 contains 20487 members Mstep: Class 14 contains 9539 members Mstep: Class 15 contains 17356 members Mstep: Class 16 contains 21513 members Mstep: Class 17 contains 10929 members Mstep: Class 18 contains 10963 members Mstep: Class 19 contains 8210 members Mstep: Class 20 contains 24329 members Entering Unmasked Estep ConsiderDeletion Score: -32816844.000000 Penalty: 59165.464844 Iteration 1F: 20 clusters Score -3.281684e+07 nChanged 112589 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 14655 members Mstep: Class 2 contains 7783 members Mstep: Class 3 contains 31580 members Mstep: Class 5 contains 9059 members Mstep: Class 6 contains 10335 members Mstep: Class 7 contains 10290 members Mstep: Class 8 contains 36885 members Mstep: Class 9 contains 12677 members Mstep: Class 10 contains 8386 members Mstep: Class 11 contains 11016 members Mstep: Class 12 contains 8626 members Mstep: Class 13 contains 25525 members Mstep: Class 14 contains 6703 members Mstep: Class 15 contains 18433 members Mstep: Class 16 contains 24491 members Mstep: Class 17 contains 8341 members Mstep: Class 18 contains 9032 members Mstep: Class 19 contains 5437 members Mstep: Class 20 contains 24581 members Entering Unmasked Estep ConsiderDeletion Score: -33064732.000000 Penalty: 59165.464844 Iteration 2F: 20 clusters Score -3.306473e+07 nChanged 82985 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 17080 members Mstep: Class 2 contains 4764 members Mstep: Class 3 contains 37344 members Mstep: Class 5 contains 7091 members Mstep: Class 6 contains 12099 members Mstep: Class 7 contains 13900 members Mstep: Class 8 contains 41069 members Mstep: Class 9 contains 10901 members Mstep: Class 10 contains 6396 members Mstep: Class 11 contains 10066 members Mstep: Class 12 contains 8512 members Mstep: Class 13 contains 24620 members Mstep: Class 14 contains 4475 members Mstep: Class 15 contains 18377 members Mstep: Class 16 contains 21947 members Mstep: Class 17 contains 8070 members Mstep: Class 18 contains 7441 members Mstep: Class 19 contains 4394 members Mstep: Class 20 contains 25308 members Entering Unmasked Estep ConsiderDeletion Score: -33203628.000000 Penalty: 59165.464844 Iteration 3F: 20 clusters Score -3.320363e+07 nChanged 59700 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 21228 members Mstep: Class 2 contains 3060 members Mstep: Class 3 contains 38806 members Mstep: Class 5 contains 5829 members Mstep: Class 6 contains 14466 members Mstep: Class 7 contains 15893 members Mstep: Class 8 contains 44252 members Mstep: Class 9 contains 8900 members Mstep: Class 10 contains 6293 members Mstep: Class 11 contains 9824 members Mstep: Class 12 contains 10157 members Mstep: Class 13 contains 20932 members Mstep: Class 14 contains 2702 members Mstep: Class 15 contains 19967 members Mstep: Class 16 contains 17332 members Mstep: Class 17 contains 8801 members Mstep: Class 18 contains 6138 members Mstep: Class 19 contains 3925 members Mstep: Class 20 contains 25355 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 2580.389160 but Gain 3113.968750 Score: -33279846.000000 Penalty: 56051.496094 Iteration 4F: 19 clusters Score -3.327985e+07 nChanged 46757 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 24989 members Mstep: Class 2 contains 2679 members Mstep: Class 3 contains 37696 members Mstep: Class 5 contains 5216 members Mstep: Class 6 contains 15894 members Mstep: Class 7 contains 16202 members Mstep: Class 8 contains 48062 members Mstep: Class 9 contains 7407 members Mstep: Class 10 contains 6618 members Mstep: Class 11 contains 9978 members Mstep: Class 12 contains 11157 members Mstep: Class 13 contains 16047 members Mstep: Class 15 contains 24253 members Mstep: Class 16 contains 13761 members Mstep: Class 17 contains 10041 members Mstep: Class 18 contains 5435 members Mstep: Class 19 contains 3835 members Mstep: Class 20 contains 24591 members Entering Unmasked Estep ConsiderDeletion Score: -33331548.000000 Penalty: 56051.496094 Iteration 5F: 19 clusters Score -3.333155e+07 nChanged 36343 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 27356 members Mstep: Class 2 contains 2586 members Mstep: Class 3 contains 34016 members Mstep: Class 5 contains 4713 members Mstep: Class 6 contains 16393 members Mstep: Class 7 contains 15789 members Mstep: Class 8 contains 52459 members Mstep: Class 9 contains 6469 members Mstep: Class 10 contains 6878 members Mstep: Class 11 contains 9906 members Mstep: Class 12 contains 11385 members Mstep: Class 13 contains 11026 members Mstep: Class 15 contains 29492 members Mstep: Class 16 contains 12085 members Mstep: Class 17 contains 11399 members Mstep: Class 18 contains 4789 members Mstep: Class 19 contains 3814 members Mstep: Class 20 contains 23307 members Entering Unmasked Estep ConsiderDeletion Score: -33365694.000000 Penalty: 56051.496094 Iteration 6F: 19 clusters Score -3.336569e+07 nChanged 28965 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 28778 members Mstep: Class 2 contains 2564 members Mstep: Class 3 contains 29756 members Mstep: Class 5 contains 4215 members Mstep: Class 6 contains 16321 members Mstep: Class 7 contains 15290 members Mstep: Class 8 contains 56429 members Mstep: Class 9 contains 5780 members Mstep: Class 10 contains 7071 members Mstep: Class 11 contains 9750 members Mstep: Class 12 contains 11376 members Mstep: Class 13 contains 7257 members Mstep: Class 15 contains 34882 members Mstep: Class 16 contains 11447 members Mstep: Class 17 contains 12633 members Mstep: Class 18 contains 4368 members Mstep: Class 19 contains 3783 members Mstep: Class 20 contains 22162 members Entering Unmasked Estep ConsiderDeletion Score: -33387802.000000 Penalty: 56051.496094 Iteration 7F: 19 clusters Score -3.33878e+07 nChanged 22545 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 29697 members Mstep: Class 2 contains 2511 members Mstep: Class 3 contains 25621 members Mstep: Class 5 contains 3906 members Mstep: Class 6 contains 15759 members Mstep: Class 7 contains 14772 members Mstep: Class 8 contains 59459 members Mstep: Class 9 contains 5261 members Mstep: Class 10 contains 7147 members Mstep: Class 11 contains 9653 members Mstep: Class 12 contains 11227 members Mstep: Class 13 contains 4938 members Mstep: Class 15 contains 40290 members Mstep: Class 16 contains 10828 members Mstep: Class 17 contains 13774 members Mstep: Class 18 contains 4056 members Mstep: Class 19 contains 3766 members Mstep: Class 20 contains 21198 members Entering Unmasked Estep ConsiderDeletion Score: -33403754.000000 Penalty: 56051.496094 Iteration 8F: 19 clusters Score -3.340375e+07 nChanged 18624 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 30148 members Mstep: Class 2 contains 2455 members Mstep: Class 3 contains 21528 members Mstep: Class 5 contains 3700 members Mstep: Class 6 contains 14755 members Mstep: Class 7 contains 14354 members Mstep: Class 8 contains 61701 members Mstep: Class 9 contains 4816 members Mstep: Class 10 contains 7127 members Mstep: Class 11 contains 9560 members Mstep: Class 12 contains 10902 members Mstep: Class 13 contains 3656 members Mstep: Class 15 contains 45795 members Mstep: Class 16 contains 10447 members Mstep: Class 17 contains 14927 members Mstep: Class 18 contains 3855 members Mstep: Class 19 contains 3732 members Mstep: Class 20 contains 20406 members Entering Unmasked Estep ConsiderDeletion Score: -33415530.000000 Penalty: 56051.496094 Iteration 9F: 19 clusters Score -3.341553e+07 nChanged 15816 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 30097 members Mstep: Class 2 contains 2405 members Mstep: Class 3 contains 17962 members Mstep: Class 5 contains 3586 members Mstep: Class 6 contains 13489 members Mstep: Class 7 contains 14022 members Mstep: Class 8 contains 63274 members Mstep: Class 9 contains 4510 members Mstep: Class 10 contains 7071 members Mstep: Class 11 contains 9465 members Mstep: Class 12 contains 10502 members Mstep: Class 13 contains 2854 members Mstep: Class 15 contains 51123 members Mstep: Class 16 contains 10323 members Mstep: Class 17 contains 16043 members Mstep: Class 18 contains 3671 members Mstep: Class 19 contains 3702 members Mstep: Class 20 contains 19765 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 2585.356934 but Gain 3113.972656 Score: -33425318.000000 Penalty: 52937.523438 Iteration 10F: 18 clusters Score -3.342532e+07 nChanged 15865 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 29689 members Mstep: Class 2 contains 2388 members Mstep: Class 3 contains 15072 members Mstep: Class 5 contains 3539 members Mstep: Class 6 contains 12247 members Mstep: Class 7 contains 13736 members Mstep: Class 8 contains 64605 members Mstep: Class 9 contains 4346 members Mstep: Class 10 contains 6968 members Mstep: Class 11 contains 9406 members Mstep: Class 12 contains 10173 members Mstep: Class 15 contains 57498 members Mstep: Class 16 contains 10681 members Mstep: Class 17 contains 17018 members Mstep: Class 18 contains 3473 members Mstep: Class 19 contains 3704 members Mstep: Class 20 contains 19321 members Entering Unmasked Estep ConsiderDeletion Score: -33436190.000000 Penalty: 52937.523438 Iteration 11F: 18 clusters Score -3.343619e+07 nChanged 12121 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 28525 members Mstep: Class 2 contains 2384 members Mstep: Class 3 contains 12315 members Mstep: Class 5 contains 3481 members Mstep: Class 6 contains 11086 members Mstep: Class 7 contains 13427 members Mstep: Class 8 contains 65318 members Mstep: Class 9 contains 4271 members Mstep: Class 10 contains 6849 members Mstep: Class 11 contains 9333 members Mstep: Class 12 contains 9852 members Mstep: Class 15 contains 62657 members Mstep: Class 16 contains 10653 members Mstep: Class 17 contains 17929 members Mstep: Class 18 contains 3295 members Mstep: Class 19 contains 3707 members Mstep: Class 20 contains 18782 members Entering Unmasked Estep ConsiderDeletion Score: -33442778.000000 Penalty: 52937.523438 Iteration 12Q: 18 clusters Score -3.344278e+07 nChanged 10809 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 27082 members Mstep: Class 2 contains 2395 members Mstep: Class 3 contains 10170 members Mstep: Class 5 contains 3436 members Mstep: Class 6 contains 10042 members Mstep: Class 7 contains 13072 members Mstep: Class 8 contains 65689 members Mstep: Class 9 contains 4304 members Mstep: Class 10 contains 6786 members Mstep: Class 11 contains 9212 members Mstep: Class 12 contains 9557 members Mstep: Class 15 contains 67497 members Mstep: Class 16 contains 10522 members Mstep: Class 17 contains 18891 members Mstep: Class 18 contains 3104 members Mstep: Class 19 contains 3734 members Mstep: Class 20 contains 18371 members Entering Unmasked Estep ConsiderDeletion Score: -33448354.000000 Penalty: 52937.523438 Iteration 13Q: 18 clusters Score -3.344835e+07 nChanged 9843 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 25275 members Mstep: Class 2 contains 2400 members Mstep: Class 3 contains 8597 members Mstep: Class 5 contains 3404 members Mstep: Class 6 contains 9103 members Mstep: Class 7 contains 12580 members Mstep: Class 8 contains 65805 members Mstep: Class 9 contains 4466 members Mstep: Class 10 contains 6816 members Mstep: Class 11 contains 9104 members Mstep: Class 12 contains 9319 members Mstep: Class 15 contains 72052 members Mstep: Class 16 contains 10341 members Mstep: Class 17 contains 19875 members Mstep: Class 18 contains 2926 members Mstep: Class 19 contains 3756 members Mstep: Class 20 contains 18045 members Entering Unmasked Estep ConsiderDeletion Score: -33453848.000000 Penalty: 52937.523438 Iteration 14Q: 18 clusters Score -3.345385e+07 nChanged 9151 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 23214 members Mstep: Class 2 contains 2429 members Mstep: Class 3 contains 7379 members Mstep: Class 5 contains 3374 members Mstep: Class 6 contains 8324 members Mstep: Class 7 contains 12007 members Mstep: Class 8 contains 65688 members Mstep: Class 9 contains 4679 members Mstep: Class 10 contains 6892 members Mstep: Class 11 contains 8999 members Mstep: Class 12 contains 9106 members Mstep: Class 15 contains 76379 members Mstep: Class 16 contains 10128 members Mstep: Class 17 contains 20866 members Mstep: Class 18 contains 2785 members Mstep: Class 19 contains 3792 members Mstep: Class 20 contains 17823 members Entering Unmasked Estep ConsiderDeletion Score: -33458890.000000 Penalty: 52937.523438 Iteration 15Q: 18 clusters Score -3.345889e+07 nChanged 8564 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 20878 members Mstep: Class 2 contains 2453 members Mstep: Class 3 contains 6476 members Mstep: Class 5 contains 3362 members Mstep: Class 6 contains 7778 members Mstep: Class 7 contains 11454 members Mstep: Class 8 contains 65314 members Mstep: Class 9 contains 4938 members Mstep: Class 10 contains 6987 members Mstep: Class 11 contains 8860 members Mstep: Class 12 contains 8896 members Mstep: Class 15 contains 80547 members Mstep: Class 16 contains 9874 members Mstep: Class 17 contains 21899 members Mstep: Class 18 contains 2702 members Mstep: Class 19 contains 3806 members Mstep: Class 20 contains 17640 members Entering Unmasked Estep ConsiderDeletion Score: -33463886.000000 Penalty: 52937.523438 Iteration 16Q: 18 clusters Score -3.346389e+07 nChanged 8169 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 18475 members Mstep: Class 2 contains 2467 members Mstep: Class 3 contains 5796 members Mstep: Class 5 contains 3356 members Mstep: Class 6 contains 7349 members Mstep: Class 7 contains 10940 members Mstep: Class 8 contains 64627 members Mstep: Class 9 contains 5171 members Mstep: Class 10 contains 7091 members Mstep: Class 11 contains 8709 members Mstep: Class 12 contains 8641 members Mstep: Class 15 contains 84481 members Mstep: Class 16 contains 9671 members Mstep: Class 17 contains 23124 members Mstep: Class 18 contains 2643 members Mstep: Class 19 contains 3790 members Mstep: Class 20 contains 17533 members Entering Unmasked Estep ConsiderDeletion Score: -33468956.000000 Penalty: 52937.523438 Iteration 17Q: 18 clusters Score -3.346896e+07 nChanged 8065 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 16078 members Mstep: Class 2 contains 2486 members Mstep: Class 3 contains 5229 members Mstep: Class 5 contains 3358 members Mstep: Class 6 contains 6984 members Mstep: Class 7 contains 10477 members Mstep: Class 8 contains 63540 members Mstep: Class 9 contains 5342 members Mstep: Class 10 contains 7185 members Mstep: Class 11 contains 8658 members Mstep: Class 12 contains 8373 members Mstep: Class 15 contains 88114 members Mstep: Class 16 contains 9573 members Mstep: Class 17 contains 24644 members Mstep: Class 18 contains 2612 members Mstep: Class 19 contains 3784 members Mstep: Class 20 contains 17427 members Entering Unmasked Estep ConsiderDeletion Score: -33474674.000000 Penalty: 52937.523438 Iteration 18Q: 18 clusters Score -3.347467e+07 nChanged 7831 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 13983 members Mstep: Class 2 contains 2505 members Mstep: Class 3 contains 4736 members Mstep: Class 5 contains 3356 members Mstep: Class 6 contains 6635 members Mstep: Class 7 contains 10063 members Mstep: Class 8 contains 62046 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 7264 members Mstep: Class 11 contains 8597 members Mstep: Class 12 contains 8017 members Mstep: Class 15 contains 91328 members Mstep: Class 16 contains 9542 members Mstep: Class 17 contains 26565 members Mstep: Class 18 contains 2605 members Mstep: Class 19 contains 3771 members Mstep: Class 20 contains 17366 members Entering Unmasked Estep ConsiderDeletion Score: -33481120.000000 Penalty: 52937.523438 Iteration 19Q: 18 clusters Score -3.348112e+07 nChanged 7164 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 12565 members Mstep: Class 2 contains 2508 members Mstep: Class 3 contains 4332 members Mstep: Class 5 contains 3349 members Mstep: Class 6 contains 6343 members Mstep: Class 7 contains 9691 members Mstep: Class 8 contains 60220 members Mstep: Class 9 contains 5618 members Mstep: Class 10 contains 7336 members Mstep: Class 11 contains 8540 members Mstep: Class 12 contains 7545 members Mstep: Class 15 contains 93794 members Mstep: Class 16 contains 9543 members Mstep: Class 17 contains 28784 members Mstep: Class 18 contains 2592 members Mstep: Class 19 contains 3762 members Mstep: Class 20 contains 17342 members Entering Unmasked Estep ConsiderDeletion Score: -33487728.000000 Penalty: 52937.523438 Iteration 20F: 18 clusters Score -3.348773e+07 nChanged 6356 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11755 members Mstep: Class 2 contains 2522 members Mstep: Class 3 contains 4020 members Mstep: Class 5 contains 3349 members Mstep: Class 6 contains 6120 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 58350 members Mstep: Class 9 contains 5845 members Mstep: Class 10 contains 7407 members Mstep: Class 11 contains 8432 members Mstep: Class 12 contains 7073 members Mstep: Class 15 contains 95511 members Mstep: Class 16 contains 9559 members Mstep: Class 17 contains 30918 members Mstep: Class 18 contains 2539 members Mstep: Class 19 contains 3741 members Mstep: Class 20 contains 17373 members Entering Unmasked Estep ConsiderDeletion Score: -33492778.000000 Penalty: 52937.523438 Iteration 21Q: 18 clusters Score -3.349278e+07 nChanged 5152 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 2521 members Mstep: Class 3 contains 3738 members Mstep: Class 5 contains 3339 members Mstep: Class 6 contains 5945 members Mstep: Class 7 contains 9166 members Mstep: Class 8 contains 56844 members Mstep: Class 9 contains 5955 members Mstep: Class 10 contains 7505 members Mstep: Class 11 contains 8320 members Mstep: Class 12 contains 6710 members Mstep: Class 15 contains 96732 members Mstep: Class 16 contains 9553 members Mstep: Class 17 contains 32623 members Mstep: Class 18 contains 2507 members Mstep: Class 19 contains 3733 members Mstep: Class 20 contains 17415 members Entering Unmasked Estep ConsiderDeletion Score: -33495350.000000 Penalty: 52937.523438 Iteration 22Q: 18 clusters Score -3.349535e+07 nChanged 3774 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10946 members Mstep: Class 2 contains 2524 members Mstep: Class 3 contains 3507 members Mstep: Class 5 contains 3337 members Mstep: Class 6 contains 5802 members Mstep: Class 7 contains 9049 members Mstep: Class 8 contains 55793 members Mstep: Class 9 contains 6053 members Mstep: Class 10 contains 7625 members Mstep: Class 11 contains 8218 members Mstep: Class 12 contains 6452 members Mstep: Class 15 contains 97517 members Mstep: Class 16 contains 9540 members Mstep: Class 17 contains 33823 members Mstep: Class 18 contains 2469 members Mstep: Class 19 contains 3745 members Mstep: Class 20 contains 17464 members Entering Unmasked Estep ConsiderDeletion Score: -33496828.000000 Penalty: 52937.523438 Iteration 23Q: 18 clusters Score -3.349683e+07 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 2526 members Mstep: Class 3 contains 3300 members Mstep: Class 5 contains 3330 members Mstep: Class 6 contains 5707 members Mstep: Class 7 contains 8990 members Mstep: Class 8 contains 55146 members Mstep: Class 9 contains 6119 members Mstep: Class 10 contains 7758 members Mstep: Class 11 contains 8129 members Mstep: Class 12 contains 6288 members Mstep: Class 15 contains 98050 members Mstep: Class 16 contains 9486 members Mstep: Class 17 contains 34643 members Mstep: Class 18 contains 2439 members Mstep: Class 19 contains 3753 members Mstep: Class 20 contains 17473 members Entering Unmasked Estep ConsiderDeletion Score: -33497694.000000 Penalty: 52937.523438 Iteration 24Q: 18 clusters Score -3.349769e+07 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10599 members Mstep: Class 2 contains 2530 members Mstep: Class 3 contains 3118 members Mstep: Class 5 contains 3338 members Mstep: Class 6 contains 5572 members Mstep: Class 7 contains 8952 members Mstep: Class 8 contains 54819 members Mstep: Class 9 contains 6186 members Mstep: Class 10 contains 7903 members Mstep: Class 11 contains 8044 members Mstep: Class 12 contains 6180 members Mstep: Class 15 contains 98351 members Mstep: Class 16 contains 9479 members Mstep: Class 17 contains 35163 members Mstep: Class 18 contains 2416 members Mstep: Class 19 contains 3761 members Mstep: Class 20 contains 17453 members Entering Unmasked Estep ConsiderDeletion Score: -33498158.000000 Penalty: 52937.523438 Iteration 25Q: 18 clusters Score -3.349816e+07 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 2529 members Mstep: Class 3 contains 2983 members Mstep: Class 5 contains 3335 members Mstep: Class 6 contains 5476 members Mstep: Class 7 contains 8920 members Mstep: Class 8 contains 54653 members Mstep: Class 9 contains 6241 members Mstep: Class 10 contains 8036 members Mstep: Class 11 contains 7968 members Mstep: Class 12 contains 6089 members Mstep: Class 15 contains 98557 members Mstep: Class 16 contains 9455 members Mstep: Class 17 contains 35548 members Mstep: Class 18 contains 2398 members Mstep: Class 19 contains 3769 members Mstep: Class 20 contains 17406 members Entering Unmasked Estep ConsiderDeletion Score: -33498474.000000 Penalty: 52937.523438 Iteration 26Q: 18 clusters Score -3.349847e+07 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10436 members Mstep: Class 2 contains 2530 members Mstep: Class 3 contains 2844 members Mstep: Class 5 contains 3338 members Mstep: Class 6 contains 5421 members Mstep: Class 7 contains 8902 members Mstep: Class 8 contains 54573 members Mstep: Class 9 contains 6299 members Mstep: Class 10 contains 8186 members Mstep: Class 11 contains 7896 members Mstep: Class 12 contains 6039 members Mstep: Class 15 contains 98691 members Mstep: Class 16 contains 9404 members Mstep: Class 17 contains 35808 members Mstep: Class 18 contains 2381 members Mstep: Class 19 contains 3767 members Mstep: Class 20 contains 17349 members Entering Unmasked Estep ConsiderDeletion Score: -33498390.000000 Penalty: 52937.523438 Iteration 27Q: 18 clusters Score -3.349839e+07 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 2535 members Mstep: Class 3 contains 2726 members Mstep: Class 5 contains 3339 members Mstep: Class 6 contains 5365 members Mstep: Class 7 contains 8877 members Mstep: Class 8 contains 54524 members Mstep: Class 9 contains 6355 members Mstep: Class 10 contains 8323 members Mstep: Class 11 contains 7850 members Mstep: Class 12 contains 6008 members Mstep: Class 15 contains 98740 members Mstep: Class 16 contains 9346 members Mstep: Class 17 contains 36041 members Mstep: Class 18 contains 2358 members Mstep: Class 19 contains 3762 members Mstep: Class 20 contains 17319 members Entering Unmasked Estep ConsiderDeletion Score: -33498510.000000 Penalty: 52937.523438 Iteration 28Q: 18 clusters Score -3.349851e+07 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10371 members Mstep: Class 2 contains 2541 members Mstep: Class 3 contains 2641 members Mstep: Class 5 contains 3341 members Mstep: Class 6 contains 5324 members Mstep: Class 7 contains 8849 members Mstep: Class 8 contains 54488 members Mstep: Class 9 contains 6411 members Mstep: Class 10 contains 8456 members Mstep: Class 11 contains 7780 members Mstep: Class 12 contains 5977 members Mstep: Class 15 contains 98782 members Mstep: Class 16 contains 9297 members Mstep: Class 17 contains 36208 members Mstep: Class 18 contains 2341 members Mstep: Class 19 contains 3763 members Mstep: Class 20 contains 17294 members Entering Unmasked Estep ConsiderDeletion Score: -33498664.000000 Penalty: 52937.523438 Iteration 29Q: 18 clusters Score -3.349866e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 2543 members Mstep: Class 3 contains 2565 members Mstep: Class 5 contains 3345 members Mstep: Class 6 contains 5282 members Mstep: Class 7 contains 8834 members Mstep: Class 8 contains 54440 members Mstep: Class 9 contains 6449 members Mstep: Class 10 contains 8587 members Mstep: Class 11 contains 7728 members Mstep: Class 12 contains 5954 members Mstep: Class 15 contains 98805 members Mstep: Class 16 contains 9261 members Mstep: Class 17 contains 36394 members Mstep: Class 18 contains 2321 members Mstep: Class 19 contains 3761 members Mstep: Class 20 contains 17246 members Entering Unmasked Estep ConsiderDeletion Score: -33498796.000000 Penalty: 52937.523438 Iteration 30Q: 18 clusters Score -3.34988e+07 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 2541 members Mstep: Class 3 contains 2487 members Mstep: Class 5 contains 3350 members Mstep: Class 6 contains 5258 members Mstep: Class 7 contains 8820 members Mstep: Class 8 contains 54414 members Mstep: Class 9 contains 6496 members Mstep: Class 10 contains 8710 members Mstep: Class 11 contains 7672 members Mstep: Class 12 contains 5937 members Mstep: Class 15 contains 98840 members Mstep: Class 16 contains 9222 members Mstep: Class 17 contains 36545 members Mstep: Class 18 contains 2287 members Mstep: Class 19 contains 3767 members Mstep: Class 20 contains 17187 members Entering Unmasked Estep ConsiderDeletion Score: -33498932.000000 Penalty: 52937.523438 Iteration 31Q: 18 clusters Score -3.349893e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 2541 members Mstep: Class 3 contains 2402 members Mstep: Class 5 contains 3351 members Mstep: Class 6 contains 5224 members Mstep: Class 7 contains 8807 members Mstep: Class 8 contains 54392 members Mstep: Class 9 contains 6539 members Mstep: Class 10 contains 8840 members Mstep: Class 11 contains 7624 members Mstep: Class 12 contains 5926 members Mstep: Class 15 contains 98885 members Mstep: Class 16 contains 9171 members Mstep: Class 17 contains 36677 members Mstep: Class 18 contains 2263 members Mstep: Class 19 contains 3767 members Mstep: Class 20 contains 17141 members Entering Unmasked Estep ConsiderDeletion Score: -33499086.000000 Penalty: 52937.523438 Iteration 32Q: 18 clusters Score -3.349909e+07 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10305 members Mstep: Class 2 contains 2541 members Mstep: Class 3 contains 2326 members Mstep: Class 5 contains 3351 members Mstep: Class 6 contains 5191 members Mstep: Class 7 contains 8797 members Mstep: Class 8 contains 54377 members Mstep: Class 9 contains 6583 members Mstep: Class 10 contains 8957 members Mstep: Class 11 contains 7579 members Mstep: Class 12 contains 5917 members Mstep: Class 15 contains 98919 members Mstep: Class 16 contains 9117 members Mstep: Class 17 contains 36808 members Mstep: Class 18 contains 2245 members Mstep: Class 19 contains 3763 members Mstep: Class 20 contains 17088 members Entering Unmasked Estep ConsiderDeletion Score: -33499182.000000 Penalty: 52937.523438 Iteration 33Q: 18 clusters Score -3.349918e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10296 members Mstep: Class 2 contains 2545 members Mstep: Class 3 contains 2253 members Mstep: Class 5 contains 3351 members Mstep: Class 6 contains 5162 members Mstep: Class 7 contains 8786 members Mstep: Class 8 contains 54364 members Mstep: Class 9 contains 6623 members Mstep: Class 10 contains 9072 members Mstep: Class 11 contains 7530 members Mstep: Class 12 contains 5910 members Mstep: Class 15 contains 98943 members Mstep: Class 16 contains 9077 members Mstep: Class 17 contains 36921 members Mstep: Class 18 contains 2229 members Mstep: Class 19 contains 3755 members Mstep: Class 20 contains 17047 members Entering Unmasked Estep ConsiderDeletion Score: -33499254.000000 Penalty: 52937.523438 Iteration 34Q: 18 clusters Score -3.349925e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 2548 members Mstep: Class 3 contains 2176 members Mstep: Class 5 contains 3354 members Mstep: Class 6 contains 5132 members Mstep: Class 7 contains 8773 members Mstep: Class 8 contains 54347 members Mstep: Class 9 contains 6649 members Mstep: Class 10 contains 9185 members Mstep: Class 11 contains 7502 members Mstep: Class 12 contains 5902 members Mstep: Class 15 contains 98973 members Mstep: Class 16 contains 9036 members Mstep: Class 17 contains 37017 members Mstep: Class 18 contains 2215 members Mstep: Class 19 contains 3754 members Mstep: Class 20 contains 17011 members Entering Unmasked Estep ConsiderDeletion Score: -33499382.000000 Penalty: 52937.523438 Iteration 35Q: 18 clusters Score -3.349938e+07 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10279 members Mstep: Class 2 contains 2548 members Mstep: Class 3 contains 2112 members Mstep: Class 5 contains 3353 members Mstep: Class 6 contains 5114 members Mstep: Class 7 contains 8759 members Mstep: Class 8 contains 54329 members Mstep: Class 9 contains 6665 members Mstep: Class 10 contains 9297 members Mstep: Class 11 contains 7477 members Mstep: Class 12 contains 5891 members Mstep: Class 15 contains 99009 members Mstep: Class 16 contains 8991 members Mstep: Class 17 contains 37102 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 3754 members Mstep: Class 20 contains 16979 members Entering Unmasked Estep ConsiderDeletion Score: -33499416.000000 Penalty: 52937.523438 Iteration 36Q: 18 clusters Score -3.349942e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 2546 members Mstep: Class 3 contains 2052 members Mstep: Class 5 contains 3356 members Mstep: Class 6 contains 5093 members Mstep: Class 7 contains 8748 members Mstep: Class 8 contains 54322 members Mstep: Class 9 contains 6690 members Mstep: Class 10 contains 9401 members Mstep: Class 11 contains 7443 members Mstep: Class 12 contains 5877 members Mstep: Class 15 contains 99036 members Mstep: Class 16 contains 8957 members Mstep: Class 17 contains 37176 members Mstep: Class 18 contains 2195 members Mstep: Class 19 contains 3754 members Mstep: Class 20 contains 16947 members Entering Unmasked Estep ConsiderDeletion Score: -33499480.000000 Penalty: 52937.523438 Iteration 37Q: 18 clusters Score -3.349948e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 2545 members Mstep: Class 3 contains 2003 members Mstep: Class 5 contains 3353 members Mstep: Class 6 contains 5063 members Mstep: Class 7 contains 8734 members Mstep: Class 8 contains 54305 members Mstep: Class 9 contains 6716 members Mstep: Class 10 contains 9489 members Mstep: Class 11 contains 7422 members Mstep: Class 12 contains 5869 members Mstep: Class 15 contains 99051 members Mstep: Class 16 contains 8933 members Mstep: Class 17 contains 37245 members Mstep: Class 18 contains 2189 members Mstep: Class 19 contains 3762 members Mstep: Class 20 contains 16928 members Entering Unmasked Estep ConsiderDeletion Score: -33499440.000000 Penalty: 52937.523438 Iteration 38Q: 18 clusters Score -3.349944e+07 nChanged 340 Entering ConstructFrom: Score: -33499440.000000 Penalty: 52937.523438 Entering ConstructFrom: Trying to split cluster 1 (10250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Entering Unmasked Estep Score: -1251423.625000 Penalty: 2290.288086 Iteration 0F: 2 clusters Score -1251424 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1243605.000000 Penalty: 4580.576172 Iteration 0F: 3 clusters Score -1243605 nChanged 4226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1246008.250000 Penalty: 4580.576172 Iteration 1F: 3 clusters Score -1246008 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1246381.625000 Penalty: 4580.576172 Iteration 2F: 3 clusters Score -1246382 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1246706.875000 Penalty: 4580.576172 Iteration 3F: 3 clusters Score -1246707 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1246994.875000 Penalty: 4580.576172 Iteration 4F: 3 clusters Score -1246995 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -1247309.000000 Penalty: 4580.576172 Iteration 5Q: 3 clusters Score -1247309 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -1247688.500000 Penalty: 4580.576172 Iteration 6Q: 3 clusters Score -1247688 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1248038.000000 Penalty: 4580.576172 Iteration 7Q: 3 clusters Score -1248038 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -1248386.625000 Penalty: 4580.576172 Iteration 8Q: 3 clusters Score -1248387 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1248708.750000 Penalty: 4580.576172 Iteration 9Q: 3 clusters Score -1248709 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1248964.875000 Penalty: 4580.576172 Iteration 10Q: 3 clusters Score -1248965 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1249118.500000 Penalty: 4580.576172 Iteration 11Q: 3 clusters Score -1249118 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1249208.625000 Penalty: 4580.576172 Iteration 12Q: 3 clusters Score -1249209 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -1249260.125000 Penalty: 4580.576172 Iteration 13Q: 3 clusters Score -1249260 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1249304.500000 Penalty: 4580.576172 Iteration 14Q: 3 clusters Score -1249304 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9880 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1249334.375000 Penalty: 4580.576172 Iteration 15Q: 3 clusters Score -1249334 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9893 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1249358.375000 Penalty: 4580.576172 Iteration 16Q: 3 clusters Score -1249358 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9912 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1249381.500000 Penalty: 4580.576172 Iteration 17Q: 3 clusters Score -1249382 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9920 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -1249390.500000 Penalty: 4580.576172 Iteration 18Q: 3 clusters Score -1249390 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9929 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -1249405.375000 Penalty: 4580.576172 Iteration 19Q: 3 clusters Score -1249405 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1249417.000000 Penalty: 4580.576172 Iteration 20F: 3 clusters Score -1249417 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1249427.375000 Penalty: 4580.576172 Iteration 21Q: 3 clusters Score -1249427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1249432.500000 Penalty: 4580.576172 Iteration 22Q: 3 clusters Score -1249432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1249434.000000 Penalty: 4580.576172 Iteration 23Q: 3 clusters Score -1249434 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1249437.625000 Penalty: 4580.576172 Iteration 24Q: 3 clusters Score -1249438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1249436.250000 Penalty: 4580.576172 Iteration 25Q: 3 clusters Score -1249436 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -1249441.750000 Penalty: 4580.576172 Iteration 26Q: 3 clusters Score -1249442 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -1249441.750000 Penalty: 4580.576172 Iteration 27F: 3 clusters Score -1249442 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Entering Unmasked Estep Score: -280439.875000 Penalty: 1944.885132 Iteration 0F: 2 clusters Score -280439.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -277493.843750 Penalty: 3889.770264 Iteration 0F: 3 clusters Score -277493.8 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -278009.593750 Penalty: 3889.770264 Iteration 1F: 3 clusters Score -278009.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -278152.000000 Penalty: 3889.770264 Iteration 2F: 3 clusters Score -278152 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -278227.875000 Penalty: 3889.770264 Iteration 3Q: 3 clusters Score -278227.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -278273.218750 Penalty: 3889.770264 Iteration 4Q: 3 clusters Score -278273.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -278304.187500 Penalty: 3889.770264 Iteration 5Q: 3 clusters Score -278304.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -278326.250000 Penalty: 3889.770264 Iteration 6Q: 3 clusters Score -278326.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -278345.593750 Penalty: 3889.770264 Iteration 7Q: 3 clusters Score -278345.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -278364.437500 Penalty: 3889.770264 Iteration 8Q: 3 clusters Score -278364.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -278381.062500 Penalty: 3889.770264 Iteration 9Q: 3 clusters Score -278381.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -278394.375000 Penalty: 3889.770264 Iteration 10Q: 3 clusters Score -278394.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -278408.031250 Penalty: 3889.770264 Iteration 11Q: 3 clusters Score -278408 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -278420.062500 Penalty: 3889.770264 Iteration 12Q: 3 clusters Score -278420.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -278433.437500 Penalty: 3889.770264 Iteration 13Q: 3 clusters Score -278433.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -278443.406250 Penalty: 3889.770264 Iteration 14Q: 3 clusters Score -278443.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -278452.625000 Penalty: 3889.770264 Iteration 15Q: 3 clusters Score -278452.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -278462.937500 Penalty: 3889.770264 Iteration 16Q: 3 clusters Score -278462.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -278474.437500 Penalty: 3889.770264 Iteration 17Q: 3 clusters Score -278474.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -278482.593750 Penalty: 3889.770264 Iteration 18Q: 3 clusters Score -278482.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -278488.656250 Penalty: 3889.770264 Iteration 19Q: 3 clusters Score -278488.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -278492.781250 Penalty: 3889.770264 Iteration 20F: 3 clusters Score -278492.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -278496.125000 Penalty: 3889.770264 Iteration 21Q: 3 clusters Score -278496.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -278498.562500 Penalty: 3889.770264 Iteration 22Q: 3 clusters Score -278498.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -278501.750000 Penalty: 3889.770264 Iteration 23Q: 3 clusters Score -278501.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -278504.562500 Penalty: 3889.770264 Iteration 24Q: 3 clusters Score -278504.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -278507.031250 Penalty: 3889.770264 Iteration 25Q: 3 clusters Score -278507 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -278509.031250 Penalty: 3889.770264 Iteration 26Q: 3 clusters Score -278509 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -278511.500000 Penalty: 3889.770264 Iteration 27Q: 3 clusters Score -278511.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -278514.187500 Penalty: 3889.770264 Iteration 28Q: 3 clusters Score -278514.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -278517.000000 Penalty: 3889.770264 Iteration 29Q: 3 clusters Score -278517 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -278518.843750 Penalty: 3889.770264 Iteration 30Q: 3 clusters Score -278518.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -278519.437500 Penalty: 3889.770264 Iteration 31Q: 3 clusters Score -278519.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -278520.218750 Penalty: 3889.770264 Iteration 32Q: 3 clusters Score -278520.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -278520.625000 Penalty: 3889.770264 Iteration 33Q: 3 clusters Score -278520.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -278521.437500 Penalty: 3889.770264 Iteration 34Q: 3 clusters Score -278521.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -278522.531250 Penalty: 3889.770264 Iteration 35Q: 3 clusters Score -278522.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -278523.125000 Penalty: 3889.770264 Iteration 36Q: 3 clusters Score -278523.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -278524.062500 Penalty: 3889.770264 Iteration 37Q: 3 clusters Score -278524.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -278525.000000 Penalty: 3889.770264 Iteration 38Q: 3 clusters Score -278525 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -278528.687500 Penalty: 3889.770264 Iteration 39Q: 3 clusters Score -278528.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -278533.031250 Penalty: 3889.770264 Iteration 40F: 3 clusters Score -278533 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -278537.750000 Penalty: 3889.770264 Iteration 41Q: 3 clusters Score -278537.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -278544.937500 Penalty: 3889.770264 Iteration 42Q: 3 clusters Score -278544.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -278553.468750 Penalty: 3889.770264 Iteration 43Q: 3 clusters Score -278553.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -278557.843750 Penalty: 3889.770264 Iteration 44Q: 3 clusters Score -278557.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -278562.218750 Penalty: 3889.770264 Iteration 45Q: 3 clusters Score -278562.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -278570.437500 Penalty: 3889.770264 Iteration 46Q: 3 clusters Score -278570.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -278578.187500 Penalty: 3889.770264 Iteration 47Q: 3 clusters Score -278578.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -278581.031250 Penalty: 3889.770264 Iteration 48Q: 3 clusters Score -278581 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -278584.343750 Penalty: 3889.770264 Iteration 49Q: 3 clusters Score -278584.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -278588.875000 Penalty: 3889.770264 Iteration 50Q: 3 clusters Score -278588.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -278591.218750 Penalty: 3889.770264 Iteration 51Q: 3 clusters Score -278591.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -278592.625000 Penalty: 3889.770264 Iteration 52Q: 3 clusters Score -278592.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -278594.937500 Penalty: 3889.770264 Iteration 53Q: 3 clusters Score -278594.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -278596.593750 Penalty: 3889.770264 Iteration 54Q: 3 clusters Score -278596.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -278597.656250 Penalty: 3889.770264 Iteration 55Q: 3 clusters Score -278597.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -278597.656250 Penalty: 3889.770264 Iteration 56F: 3 clusters Score -278597.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1958 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Entering Unmasked Estep Score: -221333.640625 Penalty: 1879.760376 Iteration 0F: 2 clusters Score -221333.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -218770.671875 Penalty: 3759.520752 Iteration 0F: 3 clusters Score -218770.7 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -219237.937500 Penalty: 3759.520752 Iteration 1F: 3 clusters Score -219237.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -219337.218750 Penalty: 3759.520752 Iteration 2F: 3 clusters Score -219337.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -219390.515625 Penalty: 3759.520752 Iteration 3Q: 3 clusters Score -219390.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -219421.078125 Penalty: 3759.520752 Iteration 4Q: 3 clusters Score -219421.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -219441.171875 Penalty: 3759.520752 Iteration 5Q: 3 clusters Score -219441.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -219460.328125 Penalty: 3759.520752 Iteration 6Q: 3 clusters Score -219460.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -219478.843750 Penalty: 3759.520752 Iteration 7Q: 3 clusters Score -219478.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -219490.656250 Penalty: 3759.520752 Iteration 8Q: 3 clusters Score -219490.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -219503.109375 Penalty: 3759.520752 Iteration 9Q: 3 clusters Score -219503.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -219511.734375 Penalty: 3759.520752 Iteration 10Q: 3 clusters Score -219511.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -219518.781250 Penalty: 3759.520752 Iteration 11Q: 3 clusters Score -219518.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -219523.750000 Penalty: 3759.520752 Iteration 12Q: 3 clusters Score -219523.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -219525.281250 Penalty: 3759.520752 Iteration 13Q: 3 clusters Score -219525.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -219526.437500 Penalty: 3759.520752 Iteration 14Q: 3 clusters Score -219526.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -219526.765625 Penalty: 3759.520752 Iteration 15Q: 3 clusters Score -219526.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -219528.968750 Penalty: 3759.520752 Iteration 16Q: 3 clusters Score -219529 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -219531.187500 Penalty: 3759.520752 Iteration 17Q: 3 clusters Score -219531.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -219532.593750 Penalty: 3759.520752 Iteration 18Q: 3 clusters Score -219532.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -219533.390625 Penalty: 3759.520752 Iteration 19Q: 3 clusters Score -219533.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -219534.296875 Penalty: 3759.520752 Iteration 20F: 3 clusters Score -219534.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -219536.687500 Penalty: 3759.520752 Iteration 21Q: 3 clusters Score -219536.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -219537.765625 Penalty: 3759.520752 Iteration 22Q: 3 clusters Score -219537.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -219537.765625 Penalty: 3759.520752 Iteration 23F: 3 clusters Score -219537.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Entering Unmasked Estep Score: -382687.906250 Penalty: 2012.871338 Iteration 0F: 2 clusters Score -382687.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -379401.906250 Penalty: 4025.742676 Iteration 0F: 3 clusters Score -379401.9 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -381196.937500 Penalty: 4025.742676 Iteration 1F: 3 clusters Score -381196.9 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -382299.031250 Penalty: 4025.742676 Iteration 2F: 3 clusters Score -382299 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -382873.625000 Penalty: 4025.742676 Iteration 3F: 3 clusters Score -382873.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -383081.406250 Penalty: 4025.742676 Iteration 4F: 3 clusters Score -383081.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -383163.062500 Penalty: 4025.742676 Iteration 5Q: 3 clusters Score -383163.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -383193.593750 Penalty: 4025.742676 Iteration 6Q: 3 clusters Score -383193.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -383210.656250 Penalty: 4025.742676 Iteration 7Q: 3 clusters Score -383210.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -383220.812500 Penalty: 4025.742676 Iteration 8Q: 3 clusters Score -383220.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -383225.937500 Penalty: 4025.742676 Iteration 9Q: 3 clusters Score -383225.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -383231.750000 Penalty: 4025.742676 Iteration 10Q: 3 clusters Score -383231.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -383236.562500 Penalty: 4025.742676 Iteration 11Q: 3 clusters Score -383236.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -383238.843750 Penalty: 4025.742676 Iteration 12Q: 3 clusters Score -383238.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -383240.406250 Penalty: 4025.742676 Iteration 13Q: 3 clusters Score -383240.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -383241.125000 Penalty: 4025.742676 Iteration 14Q: 3 clusters Score -383241.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -383241.875000 Penalty: 4025.742676 Iteration 15Q: 3 clusters Score -383241.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -383243.031250 Penalty: 4025.742676 Iteration 16Q: 3 clusters Score -383243 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -383243.031250 Penalty: 4025.742676 Iteration 17F: 3 clusters Score -383243 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 2546 members Mstep: Class 3 contains 1958 members Mstep: Class 4 contains 2746 members Mstep: Class 5 contains 603 members Mstep: Class 6 contains 5038 members Mstep: Class 7 contains 8725 members Mstep: Class 8 contains 54292 members Mstep: Class 9 contains 6731 members Mstep: Class 10 contains 9575 members Mstep: Class 11 contains 7401 members Mstep: Class 12 contains 5862 members Mstep: Class 15 contains 99074 members Mstep: Class 16 contains 8900 members Mstep: Class 17 contains 37307 members Mstep: Class 18 contains 2183 members Mstep: Class 19 contains 3760 members Mstep: Class 20 contains 16913 members Entering Unmasked Estep Score: -33499002.000000 Penalty: 56051.496094 Splitting cluster 5 changes total score from -33499440.000000 to -33499002.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (5038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Entering Unmasked Estep Score: -592336.562500 Penalty: 2114.141602 Iteration 0F: 2 clusters Score -592336.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -587806.437500 Penalty: 4228.283203 Iteration 0F: 3 clusters Score -587806.4 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -588949.500000 Penalty: 4228.283203 Iteration 1F: 3 clusters Score -588949.5 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -589238.875000 Penalty: 4228.283203 Iteration 2F: 3 clusters Score -589238.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -589446.562500 Penalty: 4228.283203 Iteration 3F: 3 clusters Score -589446.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -589653.687500 Penalty: 4228.283203 Iteration 4F: 3 clusters Score -589653.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -589804.812500 Penalty: 4228.283203 Iteration 5Q: 3 clusters Score -589804.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -589924.937500 Penalty: 4228.283203 Iteration 6Q: 3 clusters Score -589924.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -590049.937500 Penalty: 4228.283203 Iteration 7Q: 3 clusters Score -590049.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -590174.500000 Penalty: 4228.283203 Iteration 8Q: 3 clusters Score -590174.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -590298.500000 Penalty: 4228.283203 Iteration 9Q: 3 clusters Score -590298.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -590427.812500 Penalty: 4228.283203 Iteration 10Q: 3 clusters Score -590427.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -590566.062500 Penalty: 4228.283203 Iteration 11Q: 3 clusters Score -590566.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -590759.875000 Penalty: 4228.283203 Iteration 12Q: 3 clusters Score -590759.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -590963.562500 Penalty: 4228.283203 Iteration 13Q: 3 clusters Score -590963.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -591166.437500 Penalty: 4228.283203 Iteration 14Q: 3 clusters Score -591166.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -591319.937500 Penalty: 4228.283203 Iteration 15Q: 3 clusters Score -591319.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -591406.562500 Penalty: 4228.283203 Iteration 16Q: 3 clusters Score -591406.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -591451.812500 Penalty: 4228.283203 Iteration 17Q: 3 clusters Score -591451.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -591480.875000 Penalty: 4228.283203 Iteration 18Q: 3 clusters Score -591480.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -591502.562500 Penalty: 4228.283203 Iteration 19Q: 3 clusters Score -591502.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -591511.187500 Penalty: 4228.283203 Iteration 20F: 3 clusters Score -591511.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -591516.812500 Penalty: 4228.283203 Iteration 21Q: 3 clusters Score -591516.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -591518.687500 Penalty: 4228.283203 Iteration 22Q: 3 clusters Score -591518.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -591520.375000 Penalty: 4228.283203 Iteration 23Q: 3 clusters Score -591520.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -591522.312500 Penalty: 4228.283203 Iteration 24Q: 3 clusters Score -591522.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -591525.750000 Penalty: 4228.283203 Iteration 25Q: 3 clusters Score -591525.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -591525.000000 Penalty: 4228.283203 Iteration 26Q: 3 clusters Score -591525 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -591525.000000 Penalty: 4228.283203 Iteration 27F: 3 clusters Score -591525 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8725 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Entering Unmasked Estep Score: -1044312.312500 Penalty: 2250.339111 Iteration 0F: 2 clusters Score -1044312 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1037417.625000 Penalty: 4500.678223 Iteration 0F: 3 clusters Score -1037418 nChanged 3614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -1039700.937500 Penalty: 4500.678223 Iteration 1F: 3 clusters Score -1039701 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1040507.687500 Penalty: 4500.678223 Iteration 2F: 3 clusters Score -1040508 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1041145.812500 Penalty: 4500.678223 Iteration 3F: 3 clusters Score -1041146 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1041697.437500 Penalty: 4500.678223 Iteration 4F: 3 clusters Score -1041697 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -1042342.937500 Penalty: 4500.678223 Iteration 5F: 3 clusters Score -1042343 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1043078.125000 Penalty: 4500.678223 Iteration 6F: 3 clusters Score -1043078 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1043735.687500 Penalty: 4500.678223 Iteration 7F: 3 clusters Score -1043736 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1044123.750000 Penalty: 4500.678223 Iteration 8Q: 3 clusters Score -1044124 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1044359.750000 Penalty: 4500.678223 Iteration 9Q: 3 clusters Score -1044360 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -1044497.062500 Penalty: 4500.678223 Iteration 10Q: 3 clusters Score -1044497 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1044582.312500 Penalty: 4500.678223 Iteration 11Q: 3 clusters Score -1044582 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -1044631.062500 Penalty: 4500.678223 Iteration 12Q: 3 clusters Score -1044631 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -1044667.000000 Penalty: 4500.678223 Iteration 13Q: 3 clusters Score -1044667 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -1044701.312500 Penalty: 4500.678223 Iteration 14Q: 3 clusters Score -1044701 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -1044723.062500 Penalty: 4500.678223 Iteration 15Q: 3 clusters Score -1044723 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1044739.812500 Penalty: 4500.678223 Iteration 16Q: 3 clusters Score -1044740 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1044756.375000 Penalty: 4500.678223 Iteration 17Q: 3 clusters Score -1044756 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1044768.937500 Penalty: 4500.678223 Iteration 18Q: 3 clusters Score -1044769 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1044787.687500 Penalty: 4500.678223 Iteration 19Q: 3 clusters Score -1044788 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -1044804.750000 Penalty: 4500.678223 Iteration 20F: 3 clusters Score -1044805 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -1044829.500000 Penalty: 4500.678223 Iteration 21Q: 3 clusters Score -1044830 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -1044861.500000 Penalty: 4500.678223 Iteration 22Q: 3 clusters Score -1044862 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1044914.812500 Penalty: 4500.678223 Iteration 23Q: 3 clusters Score -1044915 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -1044978.062500 Penalty: 4500.678223 Iteration 24Q: 3 clusters Score -1044978 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -1045048.062500 Penalty: 4500.678223 Iteration 25Q: 3 clusters Score -1045048 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1045126.125000 Penalty: 4500.678223 Iteration 26Q: 3 clusters Score -1045126 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1045195.250000 Penalty: 4500.678223 Iteration 27Q: 3 clusters Score -1045195 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -1045238.000000 Penalty: 4500.678223 Iteration 28Q: 3 clusters Score -1045238 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -1045265.437500 Penalty: 4500.678223 Iteration 29Q: 3 clusters Score -1045265 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -1045281.812500 Penalty: 4500.678223 Iteration 30Q: 3 clusters Score -1045282 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1045286.687500 Penalty: 4500.678223 Iteration 31Q: 3 clusters Score -1045287 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -1045289.937500 Penalty: 4500.678223 Iteration 32Q: 3 clusters Score -1045290 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1045293.062500 Penalty: 4500.678223 Iteration 33Q: 3 clusters Score -1045293 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1045296.937500 Penalty: 4500.678223 Iteration 34Q: 3 clusters Score -1045297 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1045299.375000 Penalty: 4500.678223 Iteration 35Q: 3 clusters Score -1045299 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -1045296.750000 Penalty: 4500.678223 Iteration 36Q: 3 clusters Score -1045297 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1045297.375000 Penalty: 4500.678223 Iteration 37Q: 3 clusters Score -1045297 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1045297.375000 Penalty: 4500.678223 Iteration 38F: 3 clusters Score -1045297 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 2546 members Mstep: Class 3 contains 1958 members Mstep: Class 4 contains 4789 members Mstep: Class 5 contains 3349 members Mstep: Class 6 contains 5038 members Mstep: Class 7 contains 3936 members Mstep: Class 8 contains 54292 members Mstep: Class 9 contains 6731 members Mstep: Class 10 contains 9575 members Mstep: Class 11 contains 7401 members Mstep: Class 12 contains 5862 members Mstep: Class 15 contains 99074 members Mstep: Class 16 contains 8900 members Mstep: Class 17 contains 37307 members Mstep: Class 18 contains 2183 members Mstep: Class 19 contains 3760 members Mstep: Class 20 contains 16913 members Entering Unmasked Estep Score: -33499620.000000 Penalty: 56051.496094 Splitting cluster 7 changes total score from -33499440.000000 to -33499620.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 8 (54292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54292 members Entering Unmasked Estep Score: -6602431.500000 Penalty: 2703.728760 Iteration 0F: 2 clusters Score -6602432 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27113 members Mstep: Class 2 contains 27179 members Entering Unmasked Estep Score: -6566067.000000 Penalty: 5407.457520 Iteration 0F: 3 clusters Score -6566067 nChanged 25155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26594 members Mstep: Class 2 contains 27698 members Entering Unmasked Estep Score: -6579871.000000 Penalty: 5407.457520 Iteration 1F: 3 clusters Score -6579871 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26127 members Mstep: Class 2 contains 28165 members Entering Unmasked Estep Score: -6580414.000000 Penalty: 5407.457520 Iteration 2Q: 3 clusters Score -6580414 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25479 members Mstep: Class 2 contains 28813 members Entering Unmasked Estep Score: -6580934.000000 Penalty: 5407.457520 Iteration 3Q: 3 clusters Score -6580934 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24491 members Mstep: Class 2 contains 29801 members Entering Unmasked Estep Score: -6581563.500000 Penalty: 5407.457520 Iteration 4Q: 3 clusters Score -6581564 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23022 members Mstep: Class 2 contains 31270 members Entering Unmasked Estep Score: -6582432.000000 Penalty: 5407.457520 Iteration 5Q: 3 clusters Score -6582432 nChanged 2735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20921 members Mstep: Class 2 contains 33371 members Entering Unmasked Estep Score: -6583703.500000 Penalty: 5407.457520 Iteration 6F: 3 clusters Score -6583704 nChanged 3241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18142 members Mstep: Class 2 contains 36150 members Entering Unmasked Estep Score: -6585596.500000 Penalty: 5407.457520 Iteration 7F: 3 clusters Score -6585596 nChanged 3699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14775 members Mstep: Class 2 contains 39517 members Entering Unmasked Estep Score: -6588191.500000 Penalty: 5407.457520 Iteration 8F: 3 clusters Score -6588192 nChanged 3824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 43115 members Entering Unmasked Estep Score: -6591144.500000 Penalty: 5407.457520 Iteration 9F: 3 clusters Score -6591144 nChanged 3370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 46331 members Entering Unmasked Estep Score: -6593771.000000 Penalty: 5407.457520 Iteration 10F: 3 clusters Score -6593771 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 48985 members Entering Unmasked Estep Score: -6595949.000000 Penalty: 5407.457520 Iteration 11Q: 3 clusters Score -6595949 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 50939 members Entering Unmasked Estep Score: -6597547.500000 Penalty: 5407.457520 Iteration 12Q: 3 clusters Score -6597548 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 52248 members Entering Unmasked Estep Score: -6598647.500000 Penalty: 5407.457520 Iteration 13Q: 3 clusters Score -6598648 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 53020 members Entering Unmasked Estep Score: -6599273.500000 Penalty: 5407.457520 Iteration 14Q: 3 clusters Score -6599274 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 53447 members Entering Unmasked Estep Score: -6599613.500000 Penalty: 5407.457520 Iteration 15Q: 3 clusters Score -6599614 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 53639 members Entering Unmasked Estep Score: -6599780.000000 Penalty: 5407.457520 Iteration 16Q: 3 clusters Score -6599780 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 53738 members Entering Unmasked Estep Score: -6599875.500000 Penalty: 5407.457520 Iteration 17Q: 3 clusters Score -6599876 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 53815 members Entering Unmasked Estep Score: -6599948.000000 Penalty: 5407.457520 Iteration 18Q: 3 clusters Score -6599948 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 53856 members Entering Unmasked Estep Score: -6599987.000000 Penalty: 5407.457520 Iteration 19Q: 3 clusters Score -6599987 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 53887 members Entering Unmasked Estep Score: -6600020.000000 Penalty: 5407.457520 Iteration 20F: 3 clusters Score -6600020 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 53909 members Entering Unmasked Estep Score: -6600055.000000 Penalty: 5407.457520 Iteration 21Q: 3 clusters Score -6600055 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 53924 members Entering Unmasked Estep Score: -6600081.000000 Penalty: 5407.457520 Iteration 22Q: 3 clusters Score -6600081 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 53931 members Entering Unmasked Estep Score: -6600090.500000 Penalty: 5407.457520 Iteration 23Q: 3 clusters Score -6600090 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 53940 members Entering Unmasked Estep Score: -6600095.000000 Penalty: 5407.457520 Iteration 24Q: 3 clusters Score -6600095 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 53946 members Entering Unmasked Estep Score: -6600099.000000 Penalty: 5407.457520 Iteration 25Q: 3 clusters Score -6600099 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 53950 members Entering Unmasked Estep Score: -6600109.500000 Penalty: 5407.457520 Iteration 26Q: 3 clusters Score -6600110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 53952 members Entering Unmasked Estep Score: -6600111.500000 Penalty: 5407.457520 Iteration 27Q: 3 clusters Score -6600112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 53954 members Entering Unmasked Estep Score: -6600122.500000 Penalty: 5407.457520 Iteration 28Q: 3 clusters Score -6600122 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 53958 members Entering Unmasked Estep Score: -6600119.000000 Penalty: 5407.457520 Iteration 29Q: 3 clusters Score -6600119 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 53960 members Entering Unmasked Estep Score: -6600124.500000 Penalty: 5407.457520 Iteration 30Q: 3 clusters Score -6600124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 53962 members Entering Unmasked Estep Score: -6600130.000000 Penalty: 5407.457520 Iteration 31Q: 3 clusters Score -6600130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 53964 members Entering Unmasked Estep Score: -6600136.000000 Penalty: 5407.457520 Iteration 32Q: 3 clusters Score -6600136 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 53965 members Entering Unmasked Estep Score: -6600139.000000 Penalty: 5407.457520 Iteration 33Q: 3 clusters Score -6600139 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 53964 members Entering Unmasked Estep Score: -6600138.000000 Penalty: 5407.457520 Iteration 34Q: 3 clusters Score -6600138 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 53965 members Entering Unmasked Estep Score: -6600139.500000 Penalty: 5407.457520 Iteration 35Q: 3 clusters Score -6600140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 53965 members Entering Unmasked Estep Score: -6600139.500000 Penalty: 5407.457520 Iteration 36F: 3 clusters Score -6600140 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6731 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Entering Unmasked Estep Score: -806245.625000 Penalty: 2185.990723 Iteration 0F: 2 clusters Score -806245.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -800593.187500 Penalty: 4371.981445 Iteration 0F: 3 clusters Score -800593.2 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -802062.250000 Penalty: 4371.981445 Iteration 1F: 3 clusters Score -802062.2 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -802404.687500 Penalty: 4371.981445 Iteration 2F: 3 clusters Score -802404.7 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -802819.062500 Penalty: 4371.981445 Iteration 3F: 3 clusters Score -802819.1 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -803254.562500 Penalty: 4371.981445 Iteration 4F: 3 clusters Score -803254.6 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -803619.500000 Penalty: 4371.981445 Iteration 5F: 3 clusters Score -803619.5 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -803914.562500 Penalty: 4371.981445 Iteration 6F: 3 clusters Score -803914.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -804212.312500 Penalty: 4371.981445 Iteration 7Q: 3 clusters Score -804212.3 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -804480.625000 Penalty: 4371.981445 Iteration 8Q: 3 clusters Score -804480.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -804750.875000 Penalty: 4371.981445 Iteration 9Q: 3 clusters Score -804750.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -804967.812500 Penalty: 4371.981445 Iteration 10Q: 3 clusters Score -804967.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -805197.125000 Penalty: 4371.981445 Iteration 11Q: 3 clusters Score -805197.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -805348.437500 Penalty: 4371.981445 Iteration 12Q: 3 clusters Score -805348.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -805419.875000 Penalty: 4371.981445 Iteration 13Q: 3 clusters Score -805419.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -805476.750000 Penalty: 4371.981445 Iteration 14Q: 3 clusters Score -805476.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -805502.437500 Penalty: 4371.981445 Iteration 15Q: 3 clusters Score -805502.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -805516.562500 Penalty: 4371.981445 Iteration 16Q: 3 clusters Score -805516.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -805527.937500 Penalty: 4371.981445 Iteration 17Q: 3 clusters Score -805527.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -805540.250000 Penalty: 4371.981445 Iteration 18Q: 3 clusters Score -805540.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -805548.250000 Penalty: 4371.981445 Iteration 19Q: 3 clusters Score -805548.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -805554.812500 Penalty: 4371.981445 Iteration 20F: 3 clusters Score -805554.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -805554.750000 Penalty: 4371.981445 Iteration 21Q: 3 clusters Score -805554.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -805560.125000 Penalty: 4371.981445 Iteration 22Q: 3 clusters Score -805560.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -805563.375000 Penalty: 4371.981445 Iteration 23Q: 3 clusters Score -805563.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -805565.812500 Penalty: 4371.981445 Iteration 24Q: 3 clusters Score -805565.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -805566.687500 Penalty: 4371.981445 Iteration 25Q: 3 clusters Score -805566.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -805568.250000 Penalty: 4371.981445 Iteration 26Q: 3 clusters Score -805568.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -805570.312500 Penalty: 4371.981445 Iteration 27Q: 3 clusters Score -805570.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -805570.312500 Penalty: 4371.981445 Iteration 28F: 3 clusters Score -805570.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (9575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9575 members Entering Unmasked Estep Score: -1075323.250000 Penalty: 2273.394043 Iteration 0F: 2 clusters Score -1075323 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1067850.000000 Penalty: 4546.788086 Iteration 0F: 3 clusters Score -1067850 nChanged 4006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -1069969.000000 Penalty: 4546.788086 Iteration 1F: 3 clusters Score -1069969 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1070231.625000 Penalty: 4546.788086 Iteration 2F: 3 clusters Score -1070232 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -1070432.875000 Penalty: 4546.788086 Iteration 3Q: 3 clusters Score -1070433 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1070605.750000 Penalty: 4546.788086 Iteration 4Q: 3 clusters Score -1070606 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1070753.500000 Penalty: 4546.788086 Iteration 5Q: 3 clusters Score -1070754 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -1070910.000000 Penalty: 4546.788086 Iteration 6Q: 3 clusters Score -1070910 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1071072.750000 Penalty: 4546.788086 Iteration 7Q: 3 clusters Score -1071073 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1071277.500000 Penalty: 4546.788086 Iteration 8Q: 3 clusters Score -1071278 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -1071515.875000 Penalty: 4546.788086 Iteration 9Q: 3 clusters Score -1071516 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1071764.000000 Penalty: 4546.788086 Iteration 10Q: 3 clusters Score -1071764 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7500 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1072013.125000 Penalty: 4546.788086 Iteration 11Q: 3 clusters Score -1072013 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -1072278.375000 Penalty: 4546.788086 Iteration 12Q: 3 clusters Score -1072278 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1072542.750000 Penalty: 4546.788086 Iteration 13Q: 3 clusters Score -1072543 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1072782.500000 Penalty: 4546.788086 Iteration 14Q: 3 clusters Score -1072782 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -1072952.750000 Penalty: 4546.788086 Iteration 15Q: 3 clusters Score -1072953 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8749 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1073080.375000 Penalty: 4546.788086 Iteration 16Q: 3 clusters Score -1073080 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1073176.000000 Penalty: 4546.788086 Iteration 17Q: 3 clusters Score -1073176 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -1073248.000000 Penalty: 4546.788086 Iteration 18Q: 3 clusters Score -1073248 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1073305.750000 Penalty: 4546.788086 Iteration 19Q: 3 clusters Score -1073306 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -1073337.875000 Penalty: 4546.788086 Iteration 20F: 3 clusters Score -1073338 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1073363.500000 Penalty: 4546.788086 Iteration 21Q: 3 clusters Score -1073364 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1073373.000000 Penalty: 4546.788086 Iteration 22Q: 3 clusters Score -1073373 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -1073379.125000 Penalty: 4546.788086 Iteration 23Q: 3 clusters Score -1073379 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9085 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1073385.750000 Penalty: 4546.788086 Iteration 24Q: 3 clusters Score -1073386 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1073393.500000 Penalty: 4546.788086 Iteration 25Q: 3 clusters Score -1073394 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9101 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1073405.625000 Penalty: 4546.788086 Iteration 26Q: 3 clusters Score -1073406 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9108 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -1073409.000000 Penalty: 4546.788086 Iteration 27Q: 3 clusters Score -1073409 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9112 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1073415.000000 Penalty: 4546.788086 Iteration 28Q: 3 clusters Score -1073415 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9116 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1073415.750000 Penalty: 4546.788086 Iteration 29Q: 3 clusters Score -1073416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1073421.250000 Penalty: 4546.788086 Iteration 30Q: 3 clusters Score -1073421 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1073421.875000 Penalty: 4546.788086 Iteration 31Q: 3 clusters Score -1073422 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1073422.625000 Penalty: 4546.788086 Iteration 32Q: 3 clusters Score -1073423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1073421.250000 Penalty: 4546.788086 Iteration 33Q: 3 clusters Score -1073421 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -1073424.750000 Penalty: 4546.788086 Iteration 34Q: 3 clusters Score -1073425 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1073425.000000 Penalty: 4546.788086 Iteration 35Q: 3 clusters Score -1073425 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1073425.875000 Penalty: 4546.788086 Iteration 36Q: 3 clusters Score -1073426 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1073426.125000 Penalty: 4546.788086 Iteration 37Q: 3 clusters Score -1073426 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1073426.500000 Penalty: 4546.788086 Iteration 38Q: 3 clusters Score -1073426 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1073428.125000 Penalty: 4546.788086 Iteration 39Q: 3 clusters Score -1073428 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1073428.125000 Penalty: 4546.788086 Iteration 40F: 3 clusters Score -1073428 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Entering Unmasked Estep Score: -893599.375000 Penalty: 2209.523926 Iteration 0F: 2 clusters Score -893599.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -887551.625000 Penalty: 4419.047852 Iteration 0F: 3 clusters Score -887551.6 nChanged 2962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -889173.937500 Penalty: 4419.047852 Iteration 1F: 3 clusters Score -889173.9 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -889435.812500 Penalty: 4419.047852 Iteration 2F: 3 clusters Score -889435.8 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -889603.250000 Penalty: 4419.047852 Iteration 3Q: 3 clusters Score -889603.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -889742.312500 Penalty: 4419.047852 Iteration 4Q: 3 clusters Score -889742.3 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -889868.125000 Penalty: 4419.047852 Iteration 5Q: 3 clusters Score -889868.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -889980.125000 Penalty: 4419.047852 Iteration 6Q: 3 clusters Score -889980.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -890104.875000 Penalty: 4419.047852 Iteration 7Q: 3 clusters Score -890104.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -890219.000000 Penalty: 4419.047852 Iteration 8Q: 3 clusters Score -890219 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -890339.875000 Penalty: 4419.047852 Iteration 9Q: 3 clusters Score -890339.9 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -890455.937500 Penalty: 4419.047852 Iteration 10Q: 3 clusters Score -890455.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -890584.750000 Penalty: 4419.047852 Iteration 11Q: 3 clusters Score -890584.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -890722.375000 Penalty: 4419.047852 Iteration 12Q: 3 clusters Score -890722.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -890892.187500 Penalty: 4419.047852 Iteration 13Q: 3 clusters Score -890892.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -891059.625000 Penalty: 4419.047852 Iteration 14Q: 3 clusters Score -891059.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -891242.437500 Penalty: 4419.047852 Iteration 15Q: 3 clusters Score -891242.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -891428.625000 Penalty: 4419.047852 Iteration 16Q: 3 clusters Score -891428.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -891575.000000 Penalty: 4419.047852 Iteration 17Q: 3 clusters Score -891575 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -891691.000000 Penalty: 4419.047852 Iteration 18Q: 3 clusters Score -891691 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -891793.312500 Penalty: 4419.047852 Iteration 19Q: 3 clusters Score -891793.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -891863.937500 Penalty: 4419.047852 Iteration 20F: 3 clusters Score -891863.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -891921.500000 Penalty: 4419.047852 Iteration 21Q: 3 clusters Score -891921.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -891968.062500 Penalty: 4419.047852 Iteration 22Q: 3 clusters Score -891968.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -892003.000000 Penalty: 4419.047852 Iteration 23Q: 3 clusters Score -892003 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -892038.250000 Penalty: 4419.047852 Iteration 24Q: 3 clusters Score -892038.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -892073.812500 Penalty: 4419.047852 Iteration 25Q: 3 clusters Score -892073.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -892097.187500 Penalty: 4419.047852 Iteration 26Q: 3 clusters Score -892097.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -892120.812500 Penalty: 4419.047852 Iteration 27Q: 3 clusters Score -892120.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -892142.625000 Penalty: 4419.047852 Iteration 28Q: 3 clusters Score -892142.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -892161.812500 Penalty: 4419.047852 Iteration 29Q: 3 clusters Score -892161.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -892179.312500 Penalty: 4419.047852 Iteration 30Q: 3 clusters Score -892179.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -892191.875000 Penalty: 4419.047852 Iteration 31Q: 3 clusters Score -892191.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -892205.000000 Penalty: 4419.047852 Iteration 32Q: 3 clusters Score -892205 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -892215.437500 Penalty: 4419.047852 Iteration 33Q: 3 clusters Score -892215.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -892229.375000 Penalty: 4419.047852 Iteration 34Q: 3 clusters Score -892229.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -892238.250000 Penalty: 4419.047852 Iteration 35Q: 3 clusters Score -892238.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -892250.000000 Penalty: 4419.047852 Iteration 36Q: 3 clusters Score -892250 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -892257.250000 Penalty: 4419.047852 Iteration 37Q: 3 clusters Score -892257.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -892261.250000 Penalty: 4419.047852 Iteration 38Q: 3 clusters Score -892261.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -892264.937500 Penalty: 4419.047852 Iteration 39Q: 3 clusters Score -892264.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -892268.500000 Penalty: 4419.047852 Iteration 40F: 3 clusters Score -892268.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -892269.937500 Penalty: 4419.047852 Iteration 41Q: 3 clusters Score -892269.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -892272.000000 Penalty: 4419.047852 Iteration 42Q: 3 clusters Score -892272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -892272.437500 Penalty: 4419.047852 Iteration 43Q: 3 clusters Score -892272.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -892277.500000 Penalty: 4419.047852 Iteration 44Q: 3 clusters Score -892277.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -892277.062500 Penalty: 4419.047852 Iteration 45Q: 3 clusters Score -892277.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -892279.437500 Penalty: 4419.047852 Iteration 46Q: 3 clusters Score -892279.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -892284.250000 Penalty: 4419.047852 Iteration 47Q: 3 clusters Score -892284.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -892285.187500 Penalty: 4419.047852 Iteration 48Q: 3 clusters Score -892285.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -892284.812500 Penalty: 4419.047852 Iteration 49Q: 3 clusters Score -892284.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -892284.812500 Penalty: 4419.047852 Iteration 50F: 3 clusters Score -892284.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Entering Unmasked Estep Score: -700604.250000 Penalty: 2151.708984 Iteration 0F: 2 clusters Score -700604.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -695577.250000 Penalty: 4303.417969 Iteration 0F: 3 clusters Score -695577.2 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -696828.687500 Penalty: 4303.417969 Iteration 1F: 3 clusters Score -696828.7 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -697103.437500 Penalty: 4303.417969 Iteration 2F: 3 clusters Score -697103.4 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -697334.562500 Penalty: 4303.417969 Iteration 3F: 3 clusters Score -697334.6 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -697541.625000 Penalty: 4303.417969 Iteration 4F: 3 clusters Score -697541.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -697730.125000 Penalty: 4303.417969 Iteration 5Q: 3 clusters Score -697730.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -697907.562500 Penalty: 4303.417969 Iteration 6Q: 3 clusters Score -697907.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -698062.187500 Penalty: 4303.417969 Iteration 7Q: 3 clusters Score -698062.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -698237.937500 Penalty: 4303.417969 Iteration 8Q: 3 clusters Score -698237.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -698413.625000 Penalty: 4303.417969 Iteration 9Q: 3 clusters Score -698413.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -698548.750000 Penalty: 4303.417969 Iteration 10Q: 3 clusters Score -698548.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -698645.875000 Penalty: 4303.417969 Iteration 11Q: 3 clusters Score -698645.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -698744.062500 Penalty: 4303.417969 Iteration 12Q: 3 clusters Score -698744.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -698835.562500 Penalty: 4303.417969 Iteration 13Q: 3 clusters Score -698835.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -698909.875000 Penalty: 4303.417969 Iteration 14Q: 3 clusters Score -698909.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -698979.312500 Penalty: 4303.417969 Iteration 15Q: 3 clusters Score -698979.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -699023.750000 Penalty: 4303.417969 Iteration 16Q: 3 clusters Score -699023.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -699049.750000 Penalty: 4303.417969 Iteration 17Q: 3 clusters Score -699049.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -699068.375000 Penalty: 4303.417969 Iteration 18Q: 3 clusters Score -699068.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -699082.500000 Penalty: 4303.417969 Iteration 19Q: 3 clusters Score -699082.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -699092.125000 Penalty: 4303.417969 Iteration 20F: 3 clusters Score -699092.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -699104.250000 Penalty: 4303.417969 Iteration 21Q: 3 clusters Score -699104.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -699112.750000 Penalty: 4303.417969 Iteration 22Q: 3 clusters Score -699112.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -699118.375000 Penalty: 4303.417969 Iteration 23Q: 3 clusters Score -699118.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -699122.125000 Penalty: 4303.417969 Iteration 24Q: 3 clusters Score -699122.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -699127.125000 Penalty: 4303.417969 Iteration 25Q: 3 clusters Score -699127.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -699135.937500 Penalty: 4303.417969 Iteration 26Q: 3 clusters Score -699135.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -699144.562500 Penalty: 4303.417969 Iteration 27Q: 3 clusters Score -699144.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -699148.375000 Penalty: 4303.417969 Iteration 28Q: 3 clusters Score -699148.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -699150.500000 Penalty: 4303.417969 Iteration 29Q: 3 clusters Score -699150.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -699150.500000 Penalty: 4303.417969 Iteration 30F: 3 clusters Score -699150.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (99074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99074 members Entering Unmasked Estep Score: -12018583.000000 Penalty: 2852.898193 Iteration 0F: 2 clusters Score -1.201858e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49596 members Mstep: Class 2 contains 49478 members Entering Unmasked Estep Score: -11952370.000000 Penalty: 5705.796387 Iteration 0F: 3 clusters Score -1.195237e+07 nChanged 46978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50328 members Mstep: Class 2 contains 48746 members Entering Unmasked Estep Score: -11979278.000000 Penalty: 5705.796387 Iteration 1F: 3 clusters Score -1.197928e+07 nChanged 3495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50921 members Mstep: Class 2 contains 48153 members Entering Unmasked Estep Score: -11980168.000000 Penalty: 5705.796387 Iteration 2Q: 3 clusters Score -1.198017e+07 nChanged 3495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51756 members Mstep: Class 2 contains 47318 members Entering Unmasked Estep Score: -11981240.000000 Penalty: 5705.796387 Iteration 3Q: 3 clusters Score -1.198124e+07 nChanged 3637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52853 members Mstep: Class 2 contains 46221 members Entering Unmasked Estep Score: -11982260.000000 Penalty: 5705.796387 Iteration 4Q: 3 clusters Score -1.198226e+07 nChanged 3763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54346 members Mstep: Class 2 contains 44728 members Entering Unmasked Estep Score: -11983548.000000 Penalty: 5705.796387 Iteration 5Q: 3 clusters Score -1.198355e+07 nChanged 4198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56342 members Mstep: Class 2 contains 42732 members Entering Unmasked Estep Score: -11985242.000000 Penalty: 5705.796387 Iteration 6Q: 3 clusters Score -1.198524e+07 nChanged 4778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59064 members Mstep: Class 2 contains 40010 members Entering Unmasked Estep Score: -11987593.000000 Penalty: 5705.796387 Iteration 7Q: 3 clusters Score -1.198759e+07 nChanged 5305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62489 members Mstep: Class 2 contains 36585 members Entering Unmasked Estep Score: -11990792.000000 Penalty: 5705.796387 Iteration 8F: 3 clusters Score -1.199079e+07 nChanged 5728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66351 members Mstep: Class 2 contains 32723 members Entering Unmasked Estep Score: -11994886.000000 Penalty: 5705.796387 Iteration 9F: 3 clusters Score -1.199489e+07 nChanged 5596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70077 members Mstep: Class 2 contains 28997 members Entering Unmasked Estep Score: -11999106.000000 Penalty: 5705.796387 Iteration 10F: 3 clusters Score -1.199911e+07 nChanged 4979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73278 members Mstep: Class 2 contains 25796 members Entering Unmasked Estep Score: -12002585.000000 Penalty: 5705.796387 Iteration 11F: 3 clusters Score -1.200258e+07 nChanged 3771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75767 members Mstep: Class 2 contains 23307 members Entering Unmasked Estep Score: -12004790.000000 Penalty: 5705.796387 Iteration 12Q: 3 clusters Score -1.200479e+07 nChanged 2830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77929 members Mstep: Class 2 contains 21145 members Entering Unmasked Estep Score: -12006248.000000 Penalty: 5705.796387 Iteration 13Q: 3 clusters Score -1.200625e+07 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79904 members Mstep: Class 2 contains 19170 members Entering Unmasked Estep Score: -12007307.000000 Penalty: 5705.796387 Iteration 14Q: 3 clusters Score -1.200731e+07 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81804 members Mstep: Class 2 contains 17270 members Entering Unmasked Estep Score: -12008229.000000 Penalty: 5705.796387 Iteration 15Q: 3 clusters Score -1.200823e+07 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83584 members Mstep: Class 2 contains 15490 members Entering Unmasked Estep Score: -12009163.000000 Penalty: 5705.796387 Iteration 16Q: 3 clusters Score -1.200916e+07 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85258 members Mstep: Class 2 contains 13816 members Entering Unmasked Estep Score: -12009958.000000 Penalty: 5705.796387 Iteration 17Q: 3 clusters Score -1.200996e+07 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86831 members Mstep: Class 2 contains 12243 members Entering Unmasked Estep Score: -12010741.000000 Penalty: 5705.796387 Iteration 18Q: 3 clusters Score -1.201074e+07 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88270 members Mstep: Class 2 contains 10804 members Entering Unmasked Estep Score: -12011508.000000 Penalty: 5705.796387 Iteration 19Q: 3 clusters Score -1.201151e+07 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89624 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -12012158.000000 Penalty: 5705.796387 Iteration 20F: 3 clusters Score -1.201216e+07 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90825 members Mstep: Class 2 contains 8249 members Entering Unmasked Estep Score: -12012760.000000 Penalty: 5705.796387 Iteration 21Q: 3 clusters Score -1.201276e+07 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91913 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -12013312.000000 Penalty: 5705.796387 Iteration 22Q: 3 clusters Score -1.201331e+07 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92908 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -12013777.000000 Penalty: 5705.796387 Iteration 23Q: 3 clusters Score -1.201378e+07 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93795 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -12014226.000000 Penalty: 5705.796387 Iteration 24Q: 3 clusters Score -1.201423e+07 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94559 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -12014688.000000 Penalty: 5705.796387 Iteration 25Q: 3 clusters Score -1.201469e+07 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95209 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -12015017.000000 Penalty: 5705.796387 Iteration 26Q: 3 clusters Score -1.201502e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95743 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -12015261.000000 Penalty: 5705.796387 Iteration 27Q: 3 clusters Score -1.201526e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96168 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -12015517.000000 Penalty: 5705.796387 Iteration 28Q: 3 clusters Score -1.201552e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96524 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -12015791.000000 Penalty: 5705.796387 Iteration 29Q: 3 clusters Score -1.201579e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96784 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -12015926.000000 Penalty: 5705.796387 Iteration 30Q: 3 clusters Score -1.201593e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96994 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -12016068.000000 Penalty: 5705.796387 Iteration 31Q: 3 clusters Score -1.201607e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97162 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -12016184.000000 Penalty: 5705.796387 Iteration 32Q: 3 clusters Score -1.201618e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97312 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -12016344.000000 Penalty: 5705.796387 Iteration 33Q: 3 clusters Score -1.201634e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97426 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -12016453.000000 Penalty: 5705.796387 Iteration 34Q: 3 clusters Score -1.201645e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97498 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -12016501.000000 Penalty: 5705.796387 Iteration 35Q: 3 clusters Score -1.20165e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97556 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -12016539.000000 Penalty: 5705.796387 Iteration 36Q: 3 clusters Score -1.201654e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97580 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -12016576.000000 Penalty: 5705.796387 Iteration 37Q: 3 clusters Score -1.201658e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97615 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -12016572.000000 Penalty: 5705.796387 Iteration 38Q: 3 clusters Score -1.201657e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97636 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -12016579.000000 Penalty: 5705.796387 Iteration 39Q: 3 clusters Score -1.201658e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97656 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -12016602.000000 Penalty: 5705.796387 Iteration 40F: 3 clusters Score -1.20166e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97675 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -12016598.000000 Penalty: 5705.796387 Iteration 41Q: 3 clusters Score -1.20166e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97683 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -12016620.000000 Penalty: 5705.796387 Iteration 42Q: 3 clusters Score -1.201662e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97699 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -12016646.000000 Penalty: 5705.796387 Iteration 43Q: 3 clusters Score -1.201665e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97709 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -12016658.000000 Penalty: 5705.796387 Iteration 44Q: 3 clusters Score -1.201666e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97718 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -12016668.000000 Penalty: 5705.796387 Iteration 45Q: 3 clusters Score -1.201667e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97719 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -12016679.000000 Penalty: 5705.796387 Iteration 46Q: 3 clusters Score -1.201668e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97722 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -12016677.000000 Penalty: 5705.796387 Iteration 47Q: 3 clusters Score -1.201668e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97721 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -12016678.000000 Penalty: 5705.796387 Iteration 48Q: 3 clusters Score -1.201668e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97725 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -12016672.000000 Penalty: 5705.796387 Iteration 49Q: 3 clusters Score -1.201667e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97726 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -12016681.000000 Penalty: 5705.796387 Iteration 50Q: 3 clusters Score -1.201668e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97725 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -12016686.000000 Penalty: 5705.796387 Iteration 51Q: 3 clusters Score -1.201669e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97722 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -12016694.000000 Penalty: 5705.796387 Iteration 52Q: 3 clusters Score -1.201669e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97720 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -12016687.000000 Penalty: 5705.796387 Iteration 53Q: 3 clusters Score -1.201669e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97721 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -12016696.000000 Penalty: 5705.796387 Iteration 54Q: 3 clusters Score -1.20167e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97719 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -12016696.000000 Penalty: 5705.796387 Iteration 55Q: 3 clusters Score -1.20167e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97719 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -12016693.000000 Penalty: 5705.796387 Iteration 56Q: 3 clusters Score -1.201669e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97719 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -12016691.000000 Penalty: 5705.796387 Iteration 57Q: 3 clusters Score -1.201669e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97718 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -12016696.000000 Penalty: 5705.796387 Iteration 58Q: 3 clusters Score -1.20167e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97721 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -12016698.000000 Penalty: 5705.796387 Iteration 59Q: 3 clusters Score -1.20167e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97722 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -12016693.000000 Penalty: 5705.796387 Iteration 60F: 3 clusters Score -1.201669e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97726 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -12016703.000000 Penalty: 5705.796387 Iteration 61Q: 3 clusters Score -1.20167e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97730 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -12016715.000000 Penalty: 5705.796387 Iteration 62Q: 3 clusters Score -1.201672e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97732 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -12016733.000000 Penalty: 5705.796387 Iteration 63Q: 3 clusters Score -1.201673e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97736 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -12016732.000000 Penalty: 5705.796387 Iteration 64Q: 3 clusters Score -1.201673e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97738 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -12016727.000000 Penalty: 5705.796387 Iteration 65Q: 3 clusters Score -1.201673e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97743 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -12016742.000000 Penalty: 5705.796387 Iteration 66Q: 3 clusters Score -1.201674e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97746 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -12016738.000000 Penalty: 5705.796387 Iteration 67Q: 3 clusters Score -1.201674e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97747 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -12016744.000000 Penalty: 5705.796387 Iteration 68Q: 3 clusters Score -1.201674e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97747 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -12016744.000000 Penalty: 5705.796387 Iteration 69F: 3 clusters Score -1.201674e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8900 members Entering Unmasked Estep Score: -1076549.625000 Penalty: 2255.263916 Iteration 0F: 2 clusters Score -1076550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1069580.750000 Penalty: 4510.527832 Iteration 0F: 3 clusters Score -1069581 nChanged 3673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -1071585.625000 Penalty: 4510.527832 Iteration 1F: 3 clusters Score -1071586 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1071871.625000 Penalty: 4510.527832 Iteration 2F: 3 clusters Score -1071872 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -1072074.875000 Penalty: 4510.527832 Iteration 3F: 3 clusters Score -1072075 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1072229.625000 Penalty: 4510.527832 Iteration 4Q: 3 clusters Score -1072230 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -1072378.875000 Penalty: 4510.527832 Iteration 5Q: 3 clusters Score -1072379 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -1072532.000000 Penalty: 4510.527832 Iteration 6Q: 3 clusters Score -1072532 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1072685.000000 Penalty: 4510.527832 Iteration 7Q: 3 clusters Score -1072685 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -1072851.625000 Penalty: 4510.527832 Iteration 8Q: 3 clusters Score -1072852 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1073009.375000 Penalty: 4510.527832 Iteration 9Q: 3 clusters Score -1073009 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -1073147.375000 Penalty: 4510.527832 Iteration 10Q: 3 clusters Score -1073147 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -1073297.000000 Penalty: 4510.527832 Iteration 11Q: 3 clusters Score -1073297 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -1073449.500000 Penalty: 4510.527832 Iteration 12Q: 3 clusters Score -1073450 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1073569.625000 Penalty: 4510.527832 Iteration 13Q: 3 clusters Score -1073570 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -1073681.625000 Penalty: 4510.527832 Iteration 14Q: 3 clusters Score -1073682 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -1073788.375000 Penalty: 4510.527832 Iteration 15Q: 3 clusters Score -1073788 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1073898.000000 Penalty: 4510.527832 Iteration 16Q: 3 clusters Score -1073898 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1074022.625000 Penalty: 4510.527832 Iteration 17Q: 3 clusters Score -1074023 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -1074129.000000 Penalty: 4510.527832 Iteration 18Q: 3 clusters Score -1074129 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1074207.125000 Penalty: 4510.527832 Iteration 19Q: 3 clusters Score -1074207 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -1074266.250000 Penalty: 4510.527832 Iteration 20F: 3 clusters Score -1074266 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -1074311.750000 Penalty: 4510.527832 Iteration 21Q: 3 clusters Score -1074312 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1074338.250000 Penalty: 4510.527832 Iteration 22Q: 3 clusters Score -1074338 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1074361.000000 Penalty: 4510.527832 Iteration 23Q: 3 clusters Score -1074361 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1074376.625000 Penalty: 4510.527832 Iteration 24Q: 3 clusters Score -1074377 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1074388.250000 Penalty: 4510.527832 Iteration 25Q: 3 clusters Score -1074388 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1074406.875000 Penalty: 4510.527832 Iteration 26Q: 3 clusters Score -1074407 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1074426.250000 Penalty: 4510.527832 Iteration 27Q: 3 clusters Score -1074426 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1074442.625000 Penalty: 4510.527832 Iteration 28Q: 3 clusters Score -1074443 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1074453.250000 Penalty: 4510.527832 Iteration 29Q: 3 clusters Score -1074453 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7842 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -1074461.375000 Penalty: 4510.527832 Iteration 30Q: 3 clusters Score -1074461 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1074479.875000 Penalty: 4510.527832 Iteration 31Q: 3 clusters Score -1074480 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1074496.875000 Penalty: 4510.527832 Iteration 32Q: 3 clusters Score -1074497 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1074503.250000 Penalty: 4510.527832 Iteration 33Q: 3 clusters Score -1074503 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1074510.875000 Penalty: 4510.527832 Iteration 34Q: 3 clusters Score -1074511 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7924 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -1074517.500000 Penalty: 4510.527832 Iteration 35Q: 3 clusters Score -1074518 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -1074521.875000 Penalty: 4510.527832 Iteration 36Q: 3 clusters Score -1074522 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -1074527.750000 Penalty: 4510.527832 Iteration 37Q: 3 clusters Score -1074528 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1074533.125000 Penalty: 4510.527832 Iteration 38Q: 3 clusters Score -1074533 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1074543.125000 Penalty: 4510.527832 Iteration 39Q: 3 clusters Score -1074543 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1074545.875000 Penalty: 4510.527832 Iteration 40F: 3 clusters Score -1074546 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -1074553.875000 Penalty: 4510.527832 Iteration 41Q: 3 clusters Score -1074554 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1074557.875000 Penalty: 4510.527832 Iteration 42Q: 3 clusters Score -1074558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1074561.625000 Penalty: 4510.527832 Iteration 43Q: 3 clusters Score -1074562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1074564.125000 Penalty: 4510.527832 Iteration 44Q: 3 clusters Score -1074564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -1074567.500000 Penalty: 4510.527832 Iteration 45Q: 3 clusters Score -1074568 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8029 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1074569.250000 Penalty: 4510.527832 Iteration 46Q: 3 clusters Score -1074569 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1074575.375000 Penalty: 4510.527832 Iteration 47Q: 3 clusters Score -1074575 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1074574.625000 Penalty: 4510.527832 Iteration 48Q: 3 clusters Score -1074575 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -1074578.500000 Penalty: 4510.527832 Iteration 49Q: 3 clusters Score -1074578 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8052 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1074583.750000 Penalty: 4510.527832 Iteration 50Q: 3 clusters Score -1074584 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1074585.500000 Penalty: 4510.527832 Iteration 51Q: 3 clusters Score -1074586 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1074585.375000 Penalty: 4510.527832 Iteration 52Q: 3 clusters Score -1074585 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1074586.750000 Penalty: 4510.527832 Iteration 53Q: 3 clusters Score -1074587 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1074588.000000 Penalty: 4510.527832 Iteration 54Q: 3 clusters Score -1074588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1074588.125000 Penalty: 4510.527832 Iteration 55Q: 3 clusters Score -1074588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1074588.000000 Penalty: 4510.527832 Iteration 56Q: 3 clusters Score -1074588 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1074588.750000 Penalty: 4510.527832 Iteration 57Q: 3 clusters Score -1074589 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1074588.750000 Penalty: 4510.527832 Iteration 58F: 3 clusters Score -1074589 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (37307 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37307 members Entering Unmasked Estep Score: -4505046.500000 Penalty: 2610.680176 Iteration 0F: 2 clusters Score -4505046 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18684 members Mstep: Class 2 contains 18623 members Entering Unmasked Estep Score: -4479767.000000 Penalty: 5221.360352 Iteration 0F: 3 clusters Score -4479767 nChanged 17053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18771 members Mstep: Class 2 contains 18536 members Entering Unmasked Estep Score: -4489103.000000 Penalty: 5221.360352 Iteration 1F: 3 clusters Score -4489103 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18705 members Mstep: Class 2 contains 18602 members Entering Unmasked Estep Score: -4489593.500000 Penalty: 5221.360352 Iteration 2Q: 3 clusters Score -4489594 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18627 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -4490063.500000 Penalty: 5221.360352 Iteration 3Q: 3 clusters Score -4490064 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18505 members Mstep: Class 2 contains 18802 members Entering Unmasked Estep Score: -4490526.000000 Penalty: 5221.360352 Iteration 4Q: 3 clusters Score -4490526 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18310 members Mstep: Class 2 contains 18997 members Entering Unmasked Estep Score: -4491006.000000 Penalty: 5221.360352 Iteration 5Q: 3 clusters Score -4491006 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18081 members Mstep: Class 2 contains 19226 members Entering Unmasked Estep Score: -4491516.500000 Penalty: 5221.360352 Iteration 6Q: 3 clusters Score -4491516 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17861 members Mstep: Class 2 contains 19446 members Entering Unmasked Estep Score: -4492096.500000 Penalty: 5221.360352 Iteration 7Q: 3 clusters Score -4492096 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17612 members Mstep: Class 2 contains 19695 members Entering Unmasked Estep Score: -4492787.500000 Penalty: 5221.360352 Iteration 8Q: 3 clusters Score -4492788 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17353 members Mstep: Class 2 contains 19954 members Entering Unmasked Estep Score: -4493853.000000 Penalty: 5221.360352 Iteration 9Q: 3 clusters Score -4493853 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17174 members Mstep: Class 2 contains 20133 members Entering Unmasked Estep Score: -4495691.000000 Penalty: 5221.360352 Iteration 10F: 3 clusters Score -4495691 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16948 members Mstep: Class 2 contains 20359 members Entering Unmasked Estep Score: -4498246.000000 Penalty: 5221.360352 Iteration 11F: 3 clusters Score -4498246 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16496 members Mstep: Class 2 contains 20811 members Entering Unmasked Estep Score: -4500664.500000 Penalty: 5221.360352 Iteration 12F: 3 clusters Score -4500664 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 21392 members Entering Unmasked Estep Score: -4502351.500000 Penalty: 5221.360352 Iteration 13F: 3 clusters Score -4502352 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15318 members Mstep: Class 2 contains 21989 members Entering Unmasked Estep Score: -4503494.500000 Penalty: 5221.360352 Iteration 14Q: 3 clusters Score -4503494 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14755 members Mstep: Class 2 contains 22552 members Entering Unmasked Estep Score: -4504320.000000 Penalty: 5221.360352 Iteration 15Q: 3 clusters Score -4504320 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14252 members Mstep: Class 2 contains 23055 members Entering Unmasked Estep Score: -4504909.500000 Penalty: 5221.360352 Iteration 16Q: 3 clusters Score -4504910 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13808 members Mstep: Class 2 contains 23499 members Entering Unmasked Estep Score: -4505354.000000 Penalty: 5221.360352 Iteration 17Q: 3 clusters Score -4505354 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13447 members Mstep: Class 2 contains 23860 members Entering Unmasked Estep Score: -4505714.000000 Penalty: 5221.360352 Iteration 18Q: 3 clusters Score -4505714 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13065 members Mstep: Class 2 contains 24242 members Entering Unmasked Estep Score: -4506062.000000 Penalty: 5221.360352 Iteration 19Q: 3 clusters Score -4506062 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 24620 members Entering Unmasked Estep Score: -4506409.500000 Penalty: 5221.360352 Iteration 20F: 3 clusters Score -4506410 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 25053 members Entering Unmasked Estep Score: -4506948.500000 Penalty: 5221.360352 Iteration 21Q: 3 clusters Score -4506948 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 25528 members Entering Unmasked Estep Score: -4507690.500000 Penalty: 5221.360352 Iteration 22Q: 3 clusters Score -4507690 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 25961 members Entering Unmasked Estep Score: -4508341.000000 Penalty: 5221.360352 Iteration 23Q: 3 clusters Score -4508341 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11005 members Mstep: Class 2 contains 26302 members Entering Unmasked Estep Score: -4508648.500000 Penalty: 5221.360352 Iteration 24Q: 3 clusters Score -4508648 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10793 members Mstep: Class 2 contains 26514 members Entering Unmasked Estep Score: -4508752.000000 Penalty: 5221.360352 Iteration 25Q: 3 clusters Score -4508752 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 26664 members Entering Unmasked Estep Score: -4508803.000000 Penalty: 5221.360352 Iteration 26Q: 3 clusters Score -4508803 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 26751 members Entering Unmasked Estep Score: -4508815.500000 Penalty: 5221.360352 Iteration 27Q: 3 clusters Score -4508816 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10493 members Mstep: Class 2 contains 26814 members Entering Unmasked Estep Score: -4508833.000000 Penalty: 5221.360352 Iteration 28Q: 3 clusters Score -4508833 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 26859 members Entering Unmasked Estep Score: -4508834.000000 Penalty: 5221.360352 Iteration 29Q: 3 clusters Score -4508834 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 26899 members Entering Unmasked Estep Score: -4508841.000000 Penalty: 5221.360352 Iteration 30Q: 3 clusters Score -4508841 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10377 members Mstep: Class 2 contains 26930 members Entering Unmasked Estep Score: -4508841.500000 Penalty: 5221.360352 Iteration 31Q: 3 clusters Score -4508842 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10360 members Mstep: Class 2 contains 26947 members Entering Unmasked Estep Score: -4508840.500000 Penalty: 5221.360352 Iteration 32Q: 3 clusters Score -4508840 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10353 members Mstep: Class 2 contains 26954 members Entering Unmasked Estep Score: -4508834.500000 Penalty: 5221.360352 Iteration 33Q: 3 clusters Score -4508834 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 26960 members Entering Unmasked Estep Score: -4508836.000000 Penalty: 5221.360352 Iteration 34Q: 3 clusters Score -4508836 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 26972 members Entering Unmasked Estep Score: -4508840.000000 Penalty: 5221.360352 Iteration 35Q: 3 clusters Score -4508840 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 26984 members Entering Unmasked Estep Score: -4508840.000000 Penalty: 5221.360352 Iteration 36Q: 3 clusters Score -4508840 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 26992 members Entering Unmasked Estep Score: -4508841.000000 Penalty: 5221.360352 Iteration 37Q: 3 clusters Score -4508841 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 26996 members Entering Unmasked Estep Score: -4508838.500000 Penalty: 5221.360352 Iteration 38Q: 3 clusters Score -4508838 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10306 members Mstep: Class 2 contains 27001 members Entering Unmasked Estep Score: -4508845.500000 Penalty: 5221.360352 Iteration 39Q: 3 clusters Score -4508846 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 27003 members Entering Unmasked Estep Score: -4508845.000000 Penalty: 5221.360352 Iteration 40F: 3 clusters Score -4508845 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 27006 members Entering Unmasked Estep Score: -4508844.500000 Penalty: 5221.360352 Iteration 41Q: 3 clusters Score -4508844 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 27007 members Entering Unmasked Estep Score: -4508843.500000 Penalty: 5221.360352 Iteration 42Q: 3 clusters Score -4508844 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10300 members Mstep: Class 2 contains 27007 members Entering Unmasked Estep Score: -4508843.500000 Penalty: 5221.360352 Iteration 43F: 3 clusters Score -4508844 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 2546 members Mstep: Class 3 contains 1958 members Mstep: Class 4 contains 4789 members Mstep: Class 5 contains 3349 members Mstep: Class 6 contains 5038 members Mstep: Class 7 contains 3936 members Mstep: Class 8 contains 54292 members Mstep: Class 9 contains 6731 members Mstep: Class 10 contains 9575 members Mstep: Class 11 contains 7401 members Mstep: Class 12 contains 5862 members Mstep: Class 13 contains 27007 members Mstep: Class 15 contains 99074 members Mstep: Class 16 contains 8900 members Mstep: Class 17 contains 10300 members Mstep: Class 18 contains 2183 members Mstep: Class 19 contains 3760 members Mstep: Class 20 contains 16913 members Entering Unmasked Estep Score: -33503136.000000 Penalty: 59165.464844 Splitting cluster 17 changes total score from -33499440.000000 to -33503136.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 18 (2183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Entering Unmasked Estep Score: -234412.125000 Penalty: 1906.736938 Iteration 0F: 2 clusters Score -234412.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -231701.812500 Penalty: 3813.473877 Iteration 0F: 3 clusters Score -231701.8 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -232260.234375 Penalty: 3813.473877 Iteration 1F: 3 clusters Score -232260.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -232393.234375 Penalty: 3813.473877 Iteration 2F: 3 clusters Score -232393.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -232458.453125 Penalty: 3813.473877 Iteration 3Q: 3 clusters Score -232458.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -232519.281250 Penalty: 3813.473877 Iteration 4Q: 3 clusters Score -232519.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -232564.453125 Penalty: 3813.473877 Iteration 5Q: 3 clusters Score -232564.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -232602.640625 Penalty: 3813.473877 Iteration 6Q: 3 clusters Score -232602.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -232629.125000 Penalty: 3813.473877 Iteration 7Q: 3 clusters Score -232629.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -232661.531250 Penalty: 3813.473877 Iteration 8Q: 3 clusters Score -232661.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -232692.640625 Penalty: 3813.473877 Iteration 9Q: 3 clusters Score -232692.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -232724.921875 Penalty: 3813.473877 Iteration 10Q: 3 clusters Score -232724.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -232759.125000 Penalty: 3813.473877 Iteration 11Q: 3 clusters Score -232759.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -232792.375000 Penalty: 3813.473877 Iteration 12Q: 3 clusters Score -232792.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -232832.203125 Penalty: 3813.473877 Iteration 13Q: 3 clusters Score -232832.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -232875.281250 Penalty: 3813.473877 Iteration 14Q: 3 clusters Score -232875.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -232928.765625 Penalty: 3813.473877 Iteration 15Q: 3 clusters Score -232928.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -232995.937500 Penalty: 3813.473877 Iteration 16Q: 3 clusters Score -232995.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -233047.781250 Penalty: 3813.473877 Iteration 17Q: 3 clusters Score -233047.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -233083.968750 Penalty: 3813.473877 Iteration 18Q: 3 clusters Score -233084 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -233114.375000 Penalty: 3813.473877 Iteration 19Q: 3 clusters Score -233114.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -233139.031250 Penalty: 3813.473877 Iteration 20F: 3 clusters Score -233139 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -233153.687500 Penalty: 3813.473877 Iteration 21Q: 3 clusters Score -233153.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -233171.078125 Penalty: 3813.473877 Iteration 22Q: 3 clusters Score -233171.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -233178.984375 Penalty: 3813.473877 Iteration 23Q: 3 clusters Score -233179 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -233182.937500 Penalty: 3813.473877 Iteration 24Q: 3 clusters Score -233182.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -233185.343750 Penalty: 3813.473877 Iteration 25Q: 3 clusters Score -233185.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -233187.640625 Penalty: 3813.473877 Iteration 26Q: 3 clusters Score -233187.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -233193.453125 Penalty: 3813.473877 Iteration 27Q: 3 clusters Score -233193.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -233199.843750 Penalty: 3813.473877 Iteration 28Q: 3 clusters Score -233199.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -233205.500000 Penalty: 3813.473877 Iteration 29Q: 3 clusters Score -233205.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -233209.156250 Penalty: 3813.473877 Iteration 30Q: 3 clusters Score -233209.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -233211.718750 Penalty: 3813.473877 Iteration 31Q: 3 clusters Score -233211.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -233214.671875 Penalty: 3813.473877 Iteration 32Q: 3 clusters Score -233214.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -233215.765625 Penalty: 3813.473877 Iteration 33Q: 3 clusters Score -233215.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -233215.765625 Penalty: 3813.473877 Iteration 34F: 3 clusters Score -233215.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Entering Unmasked Estep Score: -417148.750000 Penalty: 2041.579102 Iteration 0F: 2 clusters Score -417148.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -413385.531250 Penalty: 4083.158203 Iteration 0F: 3 clusters Score -413385.5 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -414296.281250 Penalty: 4083.158203 Iteration 1F: 3 clusters Score -414296.3 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -414608.187500 Penalty: 4083.158203 Iteration 2F: 3 clusters Score -414608.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -414823.468750 Penalty: 4083.158203 Iteration 3F: 3 clusters Score -414823.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -415003.906250 Penalty: 4083.158203 Iteration 4F: 3 clusters Score -415003.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -415138.156250 Penalty: 4083.158203 Iteration 5Q: 3 clusters Score -415138.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -415275.000000 Penalty: 4083.158203 Iteration 6Q: 3 clusters Score -415275 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -415399.343750 Penalty: 4083.158203 Iteration 7Q: 3 clusters Score -415399.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -415493.406250 Penalty: 4083.158203 Iteration 8Q: 3 clusters Score -415493.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -415559.906250 Penalty: 4083.158203 Iteration 9Q: 3 clusters Score -415559.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -415608.500000 Penalty: 4083.158203 Iteration 10Q: 3 clusters Score -415608.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -415645.281250 Penalty: 4083.158203 Iteration 11Q: 3 clusters Score -415645.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -415671.906250 Penalty: 4083.158203 Iteration 12Q: 3 clusters Score -415671.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -415691.968750 Penalty: 4083.158203 Iteration 13Q: 3 clusters Score -415692 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -415708.843750 Penalty: 4083.158203 Iteration 14Q: 3 clusters Score -415708.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -415719.937500 Penalty: 4083.158203 Iteration 15Q: 3 clusters Score -415719.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -415728.625000 Penalty: 4083.158203 Iteration 16Q: 3 clusters Score -415728.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -415735.718750 Penalty: 4083.158203 Iteration 17Q: 3 clusters Score -415735.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -415741.531250 Penalty: 4083.158203 Iteration 18Q: 3 clusters Score -415741.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -415747.718750 Penalty: 4083.158203 Iteration 19Q: 3 clusters Score -415747.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -415756.781250 Penalty: 4083.158203 Iteration 20F: 3 clusters Score -415756.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -415767.375000 Penalty: 4083.158203 Iteration 21Q: 3 clusters Score -415767.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -415780.062500 Penalty: 4083.158203 Iteration 22Q: 3 clusters Score -415780.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -415792.343750 Penalty: 4083.158203 Iteration 23Q: 3 clusters Score -415792.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -415802.500000 Penalty: 4083.158203 Iteration 24Q: 3 clusters Score -415802.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -415811.437500 Penalty: 4083.158203 Iteration 25Q: 3 clusters Score -415811.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -415818.312500 Penalty: 4083.158203 Iteration 26Q: 3 clusters Score -415818.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -415821.375000 Penalty: 4083.158203 Iteration 27Q: 3 clusters Score -415821.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -415822.656250 Penalty: 4083.158203 Iteration 28Q: 3 clusters Score -415822.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -415824.375000 Penalty: 4083.158203 Iteration 29Q: 3 clusters Score -415824.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -415824.687500 Penalty: 4083.158203 Iteration 30Q: 3 clusters Score -415824.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -415826.031250 Penalty: 4083.158203 Iteration 31Q: 3 clusters Score -415826 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -415826.062500 Penalty: 4083.158203 Iteration 32Q: 3 clusters Score -415826.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -415826.062500 Penalty: 4083.158203 Iteration 33F: 3 clusters Score -415826.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (16913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16913 members Entering Unmasked Estep Score: -2016150.000000 Penalty: 2414.487793 Iteration 0F: 2 clusters Score -2016150 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Mstep: Class 2 contains 8472 members Entering Unmasked Estep Score: -2004211.500000 Penalty: 4828.975586 Iteration 0F: 3 clusters Score -2004212 nChanged 7314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 8452 members Entering Unmasked Estep Score: -2008342.750000 Penalty: 4828.975586 Iteration 1F: 3 clusters Score -2008343 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -2008986.750000 Penalty: 4828.975586 Iteration 2F: 3 clusters Score -2008987 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8721 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -2009822.250000 Penalty: 4828.975586 Iteration 3F: 3 clusters Score -2009822 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 8031 members Entering Unmasked Estep Score: -2011015.250000 Penalty: 4828.975586 Iteration 4F: 3 clusters Score -2011015 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -2012452.625000 Penalty: 4828.975586 Iteration 5F: 3 clusters Score -2012453 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -2014013.375000 Penalty: 4828.975586 Iteration 6F: 3 clusters Score -2014013 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -2015303.750000 Penalty: 4828.975586 Iteration 7F: 3 clusters Score -2015304 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -2016000.125000 Penalty: 4828.975586 Iteration 8F: 3 clusters Score -2016000 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -2016326.125000 Penalty: 4828.975586 Iteration 9Q: 3 clusters Score -2016326 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9416 members Mstep: Class 2 contains 7497 members Entering Unmasked Estep Score: -2016495.500000 Penalty: 4828.975586 Iteration 10Q: 3 clusters Score -2016496 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -2016623.125000 Penalty: 4828.975586 Iteration 11Q: 3 clusters Score -2016623 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9639 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -2016698.625000 Penalty: 4828.975586 Iteration 12Q: 3 clusters Score -2016699 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -2016759.750000 Penalty: 4828.975586 Iteration 13Q: 3 clusters Score -2016760 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -2016804.750000 Penalty: 4828.975586 Iteration 14Q: 3 clusters Score -2016805 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -2016830.375000 Penalty: 4828.975586 Iteration 15Q: 3 clusters Score -2016830 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -2016858.750000 Penalty: 4828.975586 Iteration 16Q: 3 clusters Score -2016859 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -2016880.875000 Penalty: 4828.975586 Iteration 17Q: 3 clusters Score -2016881 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10143 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -2016903.875000 Penalty: 4828.975586 Iteration 18Q: 3 clusters Score -2016904 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -2016918.000000 Penalty: 4828.975586 Iteration 19Q: 3 clusters Score -2016918 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -2016932.250000 Penalty: 4828.975586 Iteration 20F: 3 clusters Score -2016932 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -2016953.250000 Penalty: 4828.975586 Iteration 21Q: 3 clusters Score -2016953 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -2016972.750000 Penalty: 4828.975586 Iteration 22Q: 3 clusters Score -2016973 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10520 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -2016991.625000 Penalty: 4828.975586 Iteration 23Q: 3 clusters Score -2016992 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -2017002.625000 Penalty: 4828.975586 Iteration 24Q: 3 clusters Score -2017003 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10662 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -2017035.125000 Penalty: 4828.975586 Iteration 25Q: 3 clusters Score -2017035 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10738 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -2017038.000000 Penalty: 4828.975586 Iteration 26Q: 3 clusters Score -2017038 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -2017058.625000 Penalty: 4828.975586 Iteration 27Q: 3 clusters Score -2017059 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10886 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -2017078.375000 Penalty: 4828.975586 Iteration 28Q: 3 clusters Score -2017078 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -2017099.625000 Penalty: 4828.975586 Iteration 29Q: 3 clusters Score -2017100 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -2017115.125000 Penalty: 4828.975586 Iteration 30Q: 3 clusters Score -2017115 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -2017137.000000 Penalty: 4828.975586 Iteration 31Q: 3 clusters Score -2017137 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -2017157.375000 Penalty: 4828.975586 Iteration 32Q: 3 clusters Score -2017157 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -2017186.125000 Penalty: 4828.975586 Iteration 33Q: 3 clusters Score -2017186 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -2017214.125000 Penalty: 4828.975586 Iteration 34Q: 3 clusters Score -2017214 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -2017241.625000 Penalty: 4828.975586 Iteration 35Q: 3 clusters Score -2017242 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11528 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -2017268.000000 Penalty: 4828.975586 Iteration 36Q: 3 clusters Score -2017268 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -2017309.625000 Penalty: 4828.975586 Iteration 37Q: 3 clusters Score -2017310 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -2017359.375000 Penalty: 4828.975586 Iteration 38Q: 3 clusters Score -2017359 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -2017448.000000 Penalty: 4828.975586 Iteration 39Q: 3 clusters Score -2017448 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12032 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -2017536.750000 Penalty: 4828.975586 Iteration 40F: 3 clusters Score -2017537 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -2017611.250000 Penalty: 4828.975586 Iteration 41Q: 3 clusters Score -2017611 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12278 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -2017674.875000 Penalty: 4828.975586 Iteration 42Q: 3 clusters Score -2017675 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12388 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -2017717.500000 Penalty: 4828.975586 Iteration 43Q: 3 clusters Score -2017718 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -2017771.875000 Penalty: 4828.975586 Iteration 44Q: 3 clusters Score -2017772 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12569 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -2017811.125000 Penalty: 4828.975586 Iteration 45Q: 3 clusters Score -2017811 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12633 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -2017843.625000 Penalty: 4828.975586 Iteration 46Q: 3 clusters Score -2017844 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12695 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -2017865.875000 Penalty: 4828.975586 Iteration 47Q: 3 clusters Score -2017866 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12754 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -2017893.750000 Penalty: 4828.975586 Iteration 48Q: 3 clusters Score -2017894 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12805 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -2017911.500000 Penalty: 4828.975586 Iteration 49Q: 3 clusters Score -2017912 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -2017919.625000 Penalty: 4828.975586 Iteration 50Q: 3 clusters Score -2017920 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12888 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -2017928.125000 Penalty: 4828.975586 Iteration 51Q: 3 clusters Score -2017928 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12918 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -2017939.250000 Penalty: 4828.975586 Iteration 52Q: 3 clusters Score -2017939 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12945 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -2017949.000000 Penalty: 4828.975586 Iteration 53Q: 3 clusters Score -2017949 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -2017956.500000 Penalty: 4828.975586 Iteration 54Q: 3 clusters Score -2017956 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -2017956.250000 Penalty: 4828.975586 Iteration 55Q: 3 clusters Score -2017956 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13014 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -2017960.250000 Penalty: 4828.975586 Iteration 56Q: 3 clusters Score -2017960 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -2017962.875000 Penalty: 4828.975586 Iteration 57Q: 3 clusters Score -2017963 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13046 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -2017971.250000 Penalty: 4828.975586 Iteration 58Q: 3 clusters Score -2017971 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13063 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -2017974.375000 Penalty: 4828.975586 Iteration 59Q: 3 clusters Score -2017974 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13074 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -2017971.625000 Penalty: 4828.975586 Iteration 60F: 3 clusters Score -2017972 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13087 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -2017976.875000 Penalty: 4828.975586 Iteration 61Q: 3 clusters Score -2017977 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -2017977.625000 Penalty: 4828.975586 Iteration 62Q: 3 clusters Score -2017978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13105 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -2017979.375000 Penalty: 4828.975586 Iteration 63Q: 3 clusters Score -2017979 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13109 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -2017979.000000 Penalty: 4828.975586 Iteration 64Q: 3 clusters Score -2017979 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13111 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -2017978.000000 Penalty: 4828.975586 Iteration 65Q: 3 clusters Score -2017978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13114 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -2017978.125000 Penalty: 4828.975586 Iteration 66Q: 3 clusters Score -2017978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13117 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -2017977.875000 Penalty: 4828.975586 Iteration 67Q: 3 clusters Score -2017978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13120 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -2017977.000000 Penalty: 4828.975586 Iteration 68Q: 3 clusters Score -2017977 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13121 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -2017979.125000 Penalty: 4828.975586 Iteration 69Q: 3 clusters Score -2017979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13121 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -2017979.125000 Penalty: 4828.975586 Iteration 70F: 3 clusters Score -2017979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 2546 members Mstep: Class 3 contains 1958 members Mstep: Class 4 contains 4789 members Mstep: Class 5 contains 3349 members Mstep: Class 6 contains 5038 members Mstep: Class 7 contains 3936 members Mstep: Class 8 contains 54292 members Mstep: Class 9 contains 6731 members Mstep: Class 10 contains 9575 members Mstep: Class 11 contains 7401 members Mstep: Class 12 contains 5862 members Mstep: Class 13 contains 27007 members Mstep: Class 14 contains 3792 members Mstep: Class 15 contains 99074 members Mstep: Class 16 contains 8900 members Mstep: Class 17 contains 10300 members Mstep: Class 18 contains 2183 members Mstep: Class 19 contains 3760 members Mstep: Class 20 contains 13121 members Entering Unmasked Estep Score: -33504290.000000 Penalty: 62279.437500 Splitting cluster 20 changes total score from -33499440.000000 to -33504290.000000 So it's getting split into cluster 14. Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 2546 members Mstep: Class 3 contains 1958 members Mstep: Class 5 contains 3349 members Mstep: Class 6 contains 5038 members Mstep: Class 7 contains 3936 members Mstep: Class 8 contains 54292 members Mstep: Class 9 contains 6731 members Mstep: Class 10 contains 9575 members Mstep: Class 11 contains 7401 members Mstep: Class 12 contains 5862 members Mstep: Class 15 contains 99074 members Mstep: Class 16 contains 8900 members Mstep: Class 17 contains 10300 members Mstep: Class 18 contains 2183 members Mstep: Class 19 contains 3760 members Mstep: Class 20 contains 13121 members Entering Unmasked Estep ConsiderDeletion Score: -33506292.000000 Penalty: 62279.437500 Iteration 39Q: 21 clusters Score -3.350629e+07 nChanged 3462 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10243 members Mstep: Class 2 contains 2553 members Mstep: Class 3 contains 1913 members Mstep: Class 4 contains 4763 members Mstep: Class 5 contains 3388 members Mstep: Class 6 contains 4862 members Mstep: Class 7 contains 3997 members Mstep: Class 8 contains 54327 members Mstep: Class 9 contains 6725 members Mstep: Class 10 contains 9798 members Mstep: Class 11 contains 7454 members Mstep: Class 12 contains 5858 members Mstep: Class 13 contains 26586 members Mstep: Class 14 contains 3800 members Mstep: Class 15 contains 99218 members Mstep: Class 16 contains 8953 members Mstep: Class 17 contains 10341 members Mstep: Class 18 contains 2188 members Mstep: Class 19 contains 3732 members Mstep: Class 20 contains 13165 members Entering Unmasked Estep ConsiderDeletion Score: -33507604.000000 Penalty: 62279.437500 Iteration 40F: 21 clusters Score -3.35076e+07 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 2553 members Mstep: Class 3 contains 1863 members Mstep: Class 4 contains 4770 members Mstep: Class 5 contains 3391 members Mstep: Class 6 contains 4737 members Mstep: Class 7 contains 3996 members Mstep: Class 8 contains 54258 members Mstep: Class 9 contains 6726 members Mstep: Class 10 contains 9882 members Mstep: Class 11 contains 7406 members Mstep: Class 12 contains 5853 members Mstep: Class 13 contains 26913 members Mstep: Class 14 contains 3853 members Mstep: Class 15 contains 99220 members Mstep: Class 16 contains 8966 members Mstep: Class 17 contains 10413 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 3652 members Mstep: Class 20 contains 13000 members Entering Unmasked Estep ConsiderDeletion Score: -33507916.000000 Penalty: 62279.437500 Iteration 41Q: 21 clusters Score -3.350792e+07 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 2553 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 4783 members Mstep: Class 5 contains 3395 members Mstep: Class 6 contains 4614 members Mstep: Class 7 contains 4001 members Mstep: Class 8 contains 54221 members Mstep: Class 9 contains 6745 members Mstep: Class 10 contains 9964 members Mstep: Class 11 contains 7366 members Mstep: Class 12 contains 5850 members Mstep: Class 13 contains 27103 members Mstep: Class 14 contains 3900 members Mstep: Class 15 contains 99208 members Mstep: Class 16 contains 8976 members Mstep: Class 17 contains 10498 members Mstep: Class 18 contains 2174 members Mstep: Class 19 contains 3595 members Mstep: Class 20 contains 12877 members Entering Unmasked Estep ConsiderDeletion Score: -33508012.000000 Penalty: 62279.437500 Iteration 42Q: 21 clusters Score -3.350801e+07 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10224 members Mstep: Class 2 contains 2550 members Mstep: Class 3 contains 1765 members Mstep: Class 4 contains 4794 members Mstep: Class 5 contains 3394 members Mstep: Class 6 contains 4510 members Mstep: Class 7 contains 4001 members Mstep: Class 8 contains 54191 members Mstep: Class 9 contains 6751 members Mstep: Class 10 contains 10021 members Mstep: Class 11 contains 7334 members Mstep: Class 12 contains 5845 members Mstep: Class 13 contains 27251 members Mstep: Class 14 contains 3935 members Mstep: Class 15 contains 99223 members Mstep: Class 16 contains 8989 members Mstep: Class 17 contains 10570 members Mstep: Class 18 contains 2169 members Mstep: Class 19 contains 3561 members Mstep: Class 20 contains 12786 members Entering Unmasked Estep ConsiderDeletion Score: -33508230.000000 Penalty: 62279.437500 Iteration 43Q: 21 clusters Score -3.350823e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 2546 members Mstep: Class 3 contains 1713 members Mstep: Class 4 contains 4798 members Mstep: Class 5 contains 3395 members Mstep: Class 6 contains 4418 members Mstep: Class 7 contains 4008 members Mstep: Class 8 contains 54176 members Mstep: Class 9 contains 6752 members Mstep: Class 10 contains 10101 members Mstep: Class 11 contains 7319 members Mstep: Class 12 contains 5840 members Mstep: Class 13 contains 27355 members Mstep: Class 14 contains 3966 members Mstep: Class 15 contains 99220 members Mstep: Class 16 contains 9018 members Mstep: Class 17 contains 10631 members Mstep: Class 18 contains 2158 members Mstep: Class 19 contains 3534 members Mstep: Class 20 contains 12700 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 3073.026367 but Gain 3113.972656 Score: -33508552.000000 Penalty: 59165.464844 Iteration 44Q: 20 clusters Score -3.350855e+07 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 2645 members Mstep: Class 4 contains 4800 members Mstep: Class 5 contains 3406 members Mstep: Class 6 contains 4367 members Mstep: Class 7 contains 4017 members Mstep: Class 8 contains 54415 members Mstep: Class 9 contains 6779 members Mstep: Class 10 contains 10860 members Mstep: Class 11 contains 7309 members Mstep: Class 12 contains 5905 members Mstep: Class 13 contains 27457 members Mstep: Class 14 contains 4047 members Mstep: Class 15 contains 99405 members Mstep: Class 16 contains 9061 members Mstep: Class 17 contains 10705 members Mstep: Class 18 contains 2198 members Mstep: Class 19 contains 3639 members Mstep: Class 20 contains 12636 members Entering Unmasked Estep ConsiderDeletion Score: -33510810.000000 Penalty: 59165.464844 Iteration 45Q: 20 clusters Score -3.351081e+07 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 2644 members Mstep: Class 4 contains 4810 members Mstep: Class 5 contains 3399 members Mstep: Class 6 contains 4302 members Mstep: Class 7 contains 4031 members Mstep: Class 8 contains 54290 members Mstep: Class 9 contains 6751 members Mstep: Class 10 contains 11170 members Mstep: Class 11 contains 7274 members Mstep: Class 12 contains 5864 members Mstep: Class 13 contains 27539 members Mstep: Class 14 contains 4109 members Mstep: Class 15 contains 99351 members Mstep: Class 16 contains 9051 members Mstep: Class 17 contains 10759 members Mstep: Class 18 contains 2145 members Mstep: Class 19 contains 3624 members Mstep: Class 20 contains 12547 members Entering Unmasked Estep ConsiderDeletion Score: -33511110.000000 Penalty: 59165.464844 Iteration 46Q: 20 clusters Score -3.351111e+07 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10203 members Mstep: Class 2 contains 2631 members Mstep: Class 4 contains 4820 members Mstep: Class 5 contains 3396 members Mstep: Class 6 contains 4234 members Mstep: Class 7 contains 4035 members Mstep: Class 8 contains 54211 members Mstep: Class 9 contains 6757 members Mstep: Class 10 contains 11375 members Mstep: Class 11 contains 7239 members Mstep: Class 12 contains 5846 members Mstep: Class 13 contains 27609 members Mstep: Class 14 contains 4158 members Mstep: Class 15 contains 99290 members Mstep: Class 16 contains 9042 members Mstep: Class 17 contains 10807 members Mstep: Class 18 contains 2122 members Mstep: Class 19 contains 3611 members Mstep: Class 20 contains 12478 members Entering Unmasked Estep ConsiderDeletion Score: -33511370.000000 Penalty: 59165.464844 Iteration 47Q: 20 clusters Score -3.351137e+07 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 2621 members Mstep: Class 4 contains 4822 members Mstep: Class 5 contains 3391 members Mstep: Class 6 contains 4176 members Mstep: Class 7 contains 4038 members Mstep: Class 8 contains 54133 members Mstep: Class 9 contains 6790 members Mstep: Class 10 contains 11555 members Mstep: Class 11 contains 7196 members Mstep: Class 12 contains 5834 members Mstep: Class 13 contains 27663 members Mstep: Class 14 contains 4185 members Mstep: Class 15 contains 99256 members Mstep: Class 16 contains 9029 members Mstep: Class 17 contains 10849 members Mstep: Class 18 contains 2097 members Mstep: Class 19 contains 3607 members Mstep: Class 20 contains 12427 members Entering Unmasked Estep ConsiderDeletion Score: -33511552.000000 Penalty: 59165.464844 Iteration 48Q: 20 clusters Score -3.351155e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 2615 members Mstep: Class 4 contains 4825 members Mstep: Class 5 contains 3389 members Mstep: Class 6 contains 4134 members Mstep: Class 7 contains 4044 members Mstep: Class 8 contains 54084 members Mstep: Class 9 contains 6845 members Mstep: Class 10 contains 11699 members Mstep: Class 11 contains 7138 members Mstep: Class 12 contains 5828 members Mstep: Class 13 contains 27717 members Mstep: Class 14 contains 4200 members Mstep: Class 15 contains 99212 members Mstep: Class 16 contains 9016 members Mstep: Class 17 contains 10879 members Mstep: Class 18 contains 2085 members Mstep: Class 19 contains 3576 members Mstep: Class 20 contains 12390 members Entering Unmasked Estep ConsiderDeletion Score: -33511652.000000 Penalty: 59165.464844 Iteration 49Q: 20 clusters Score -3.351165e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 2606 members Mstep: Class 4 contains 4825 members Mstep: Class 5 contains 3388 members Mstep: Class 6 contains 4095 members Mstep: Class 7 contains 4050 members Mstep: Class 8 contains 54049 members Mstep: Class 9 contains 6892 members Mstep: Class 10 contains 11801 members Mstep: Class 11 contains 7102 members Mstep: Class 12 contains 5821 members Mstep: Class 13 contains 27751 members Mstep: Class 14 contains 4217 members Mstep: Class 15 contains 99166 members Mstep: Class 16 contains 9021 members Mstep: Class 17 contains 10907 members Mstep: Class 18 contains 2066 members Mstep: Class 19 contains 3557 members Mstep: Class 20 contains 12370 members Entering Unmasked Estep ConsiderDeletion Score: -33511650.000000 Penalty: 59165.464844 Iteration 50Q: 20 clusters Score -3.351165e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 2601 members Mstep: Class 4 contains 4824 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 4047 members Mstep: Class 7 contains 4053 members Mstep: Class 8 contains 54029 members Mstep: Class 9 contains 6947 members Mstep: Class 10 contains 11865 members Mstep: Class 11 contains 7068 members Mstep: Class 12 contains 5820 members Mstep: Class 13 contains 27774 members Mstep: Class 14 contains 4229 members Mstep: Class 15 contains 99128 members Mstep: Class 16 contains 9020 members Mstep: Class 17 contains 10943 members Mstep: Class 18 contains 2052 members Mstep: Class 19 contains 3551 members Mstep: Class 20 contains 12348 members Entering Unmasked Estep ConsiderDeletion Score: -33511742.000000 Penalty: 59165.464844 Iteration 51Q: 20 clusters Score -3.351174e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2600 members Mstep: Class 4 contains 4823 members Mstep: Class 5 contains 3384 members Mstep: Class 6 contains 4008 members Mstep: Class 7 contains 4055 members Mstep: Class 8 contains 54010 members Mstep: Class 9 contains 7010 members Mstep: Class 10 contains 11922 members Mstep: Class 11 contains 7035 members Mstep: Class 12 contains 5817 members Mstep: Class 13 contains 27787 members Mstep: Class 14 contains 4233 members Mstep: Class 15 contains 99099 members Mstep: Class 16 contains 9023 members Mstep: Class 17 contains 10973 members Mstep: Class 18 contains 2044 members Mstep: Class 19 contains 3531 members Mstep: Class 20 contains 12332 members Entering Unmasked Estep ConsiderDeletion Score: -33511782.000000 Penalty: 59165.464844 Iteration 52Q: 20 clusters Score -3.351178e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 2595 members Mstep: Class 4 contains 4824 members Mstep: Class 5 contains 3385 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 4055 members Mstep: Class 8 contains 54001 members Mstep: Class 9 contains 7048 members Mstep: Class 10 contains 11973 members Mstep: Class 11 contains 6999 members Mstep: Class 12 contains 5814 members Mstep: Class 13 contains 27792 members Mstep: Class 14 contains 4236 members Mstep: Class 15 contains 99087 members Mstep: Class 16 contains 9024 members Mstep: Class 17 contains 11009 members Mstep: Class 18 contains 2036 members Mstep: Class 19 contains 3521 members Mstep: Class 20 contains 12318 members Entering Unmasked Estep ConsiderDeletion Score: -33511824.000000 Penalty: 59165.464844 Iteration 53Q: 20 clusters Score -3.351182e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 2593 members Mstep: Class 4 contains 4823 members Mstep: Class 5 contains 3384 members Mstep: Class 6 contains 3909 members Mstep: Class 7 contains 4058 members Mstep: Class 8 contains 53990 members Mstep: Class 9 contains 7091 members Mstep: Class 10 contains 12008 members Mstep: Class 11 contains 6978 members Mstep: Class 12 contains 5811 members Mstep: Class 13 contains 27795 members Mstep: Class 14 contains 4250 members Mstep: Class 15 contains 99059 members Mstep: Class 16 contains 9027 members Mstep: Class 17 contains 11053 members Mstep: Class 18 contains 2030 members Mstep: Class 19 contains 3510 members Mstep: Class 20 contains 12311 members Entering Unmasked Estep ConsiderDeletion Score: -33511896.000000 Penalty: 59165.464844 Iteration 54Q: 20 clusters Score -3.35119e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 2593 members Mstep: Class 4 contains 4823 members Mstep: Class 5 contains 3385 members Mstep: Class 6 contains 3874 members Mstep: Class 7 contains 4059 members Mstep: Class 8 contains 53978 members Mstep: Class 9 contains 7119 members Mstep: Class 10 contains 12051 members Mstep: Class 11 contains 6957 members Mstep: Class 12 contains 5810 members Mstep: Class 13 contains 27802 members Mstep: Class 14 contains 4258 members Mstep: Class 15 contains 99037 members Mstep: Class 16 contains 9023 members Mstep: Class 17 contains 11089 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 3496 members Mstep: Class 20 contains 12302 members Entering Unmasked Estep ConsiderDeletion Score: -33511960.000000 Penalty: 59165.464844 Iteration 55Q: 20 clusters Score -3.351196e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 2593 members Mstep: Class 4 contains 4822 members Mstep: Class 5 contains 3385 members Mstep: Class 6 contains 3837 members Mstep: Class 7 contains 4062 members Mstep: Class 8 contains 53970 members Mstep: Class 9 contains 7147 members Mstep: Class 10 contains 12087 members Mstep: Class 11 contains 6942 members Mstep: Class 12 contains 5810 members Mstep: Class 13 contains 27803 members Mstep: Class 14 contains 4265 members Mstep: Class 15 contains 99013 members Mstep: Class 16 contains 9023 members Mstep: Class 17 contains 11121 members Mstep: Class 18 contains 2021 members Mstep: Class 19 contains 3486 members Mstep: Class 20 contains 12294 members Entering Unmasked Estep ConsiderDeletion Score: -33511856.000000 Penalty: 59165.464844 Iteration 56Q: 20 clusters Score -3.351186e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10182 members Mstep: Class 2 contains 2593 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3385 members Mstep: Class 6 contains 3811 members Mstep: Class 7 contains 4062 members Mstep: Class 8 contains 53962 members Mstep: Class 9 contains 7178 members Mstep: Class 10 contains 12104 members Mstep: Class 11 contains 6929 members Mstep: Class 12 contains 5810 members Mstep: Class 13 contains 27812 members Mstep: Class 14 contains 4267 members Mstep: Class 15 contains 98994 members Mstep: Class 16 contains 9020 members Mstep: Class 17 contains 11148 members Mstep: Class 18 contains 2018 members Mstep: Class 19 contains 3477 members Mstep: Class 20 contains 12291 members Entering Unmasked Estep ConsiderDeletion Score: -33511928.000000 Penalty: 59165.464844 Iteration 57Q: 20 clusters Score -3.351193e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 2593 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3793 members Mstep: Class 7 contains 4062 members Mstep: Class 8 contains 53961 members Mstep: Class 9 contains 7195 members Mstep: Class 10 contains 12118 members Mstep: Class 11 contains 6922 members Mstep: Class 12 contains 5809 members Mstep: Class 13 contains 27821 members Mstep: Class 14 contains 4271 members Mstep: Class 15 contains 98980 members Mstep: Class 16 contains 9019 members Mstep: Class 17 contains 11159 members Mstep: Class 18 contains 2018 members Mstep: Class 19 contains 3470 members Mstep: Class 20 contains 12283 members Entering Unmasked Estep ConsiderDeletion Score: -33511950.000000 Penalty: 59165.464844 Iteration 58Q: 20 clusters Score -3.351195e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 2593 members Mstep: Class 4 contains 4820 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3779 members Mstep: Class 7 contains 4062 members Mstep: Class 8 contains 53958 members Mstep: Class 9 contains 7205 members Mstep: Class 10 contains 12133 members Mstep: Class 11 contains 6913 members Mstep: Class 12 contains 5808 members Mstep: Class 13 contains 27826 members Mstep: Class 14 contains 4272 members Mstep: Class 15 contains 98980 members Mstep: Class 16 contains 9017 members Mstep: Class 17 contains 11169 members Mstep: Class 18 contains 2017 members Mstep: Class 19 contains 3467 members Mstep: Class 20 contains 12275 members Entering Unmasked Estep ConsiderDeletion Score: -33511940.000000 Penalty: 59165.464844 Iteration 59Q: 20 clusters Score -3.351194e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 2594 members Mstep: Class 4 contains 4820 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3768 members Mstep: Class 7 contains 4062 members Mstep: Class 8 contains 53955 members Mstep: Class 9 contains 7217 members Mstep: Class 10 contains 12144 members Mstep: Class 11 contains 6909 members Mstep: Class 12 contains 5807 members Mstep: Class 13 contains 27827 members Mstep: Class 14 contains 4276 members Mstep: Class 15 contains 98969 members Mstep: Class 16 contains 9017 members Mstep: Class 17 contains 11179 members Mstep: Class 18 contains 2019 members Mstep: Class 19 contains 3461 members Mstep: Class 20 contains 12271 members Entering Unmasked Estep ConsiderDeletion Score: -33511968.000000 Penalty: 59165.464844 Iteration 60F: 20 clusters Score -3.351197e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 2593 members Mstep: Class 4 contains 4820 members Mstep: Class 5 contains 3387 members Mstep: Class 6 contains 3757 members Mstep: Class 7 contains 4062 members Mstep: Class 8 contains 53951 members Mstep: Class 9 contains 7225 members Mstep: Class 10 contains 12156 members Mstep: Class 11 contains 6903 members Mstep: Class 12 contains 5804 members Mstep: Class 13 contains 27827 members Mstep: Class 14 contains 4276 members Mstep: Class 15 contains 98965 members Mstep: Class 16 contains 9023 members Mstep: Class 17 contains 11187 members Mstep: Class 18 contains 2018 members Mstep: Class 19 contains 3456 members Mstep: Class 20 contains 12273 members Entering Unmasked Estep ConsiderDeletion Score: -33511966.000000 Penalty: 59165.464844 Iteration 61Q: 20 clusters Score -3.351197e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 2591 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3387 members Mstep: Class 6 contains 3751 members Mstep: Class 7 contains 4063 members Mstep: Class 8 contains 53949 members Mstep: Class 9 contains 7229 members Mstep: Class 10 contains 12172 members Mstep: Class 11 contains 6900 members Mstep: Class 12 contains 5802 members Mstep: Class 13 contains 27833 members Mstep: Class 14 contains 4273 members Mstep: Class 15 contains 98961 members Mstep: Class 16 contains 9022 members Mstep: Class 17 contains 11193 members Mstep: Class 18 contains 2016 members Mstep: Class 19 contains 3454 members Mstep: Class 20 contains 12268 members Entering Unmasked Estep ConsiderDeletion Score: -33511946.000000 Penalty: 59165.464844 Iteration 62Q: 20 clusters Score -3.351195e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2591 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3388 members Mstep: Class 6 contains 3747 members Mstep: Class 7 contains 4063 members Mstep: Class 8 contains 53948 members Mstep: Class 9 contains 7234 members Mstep: Class 10 contains 12179 members Mstep: Class 11 contains 6899 members Mstep: Class 12 contains 5800 members Mstep: Class 13 contains 27836 members Mstep: Class 14 contains 4270 members Mstep: Class 15 contains 98958 members Mstep: Class 16 contains 9022 members Mstep: Class 17 contains 11195 members Mstep: Class 18 contains 2015 members Mstep: Class 19 contains 3453 members Mstep: Class 20 contains 12267 members Entering Unmasked Estep ConsiderDeletion Score: -33511954.000000 Penalty: 59165.464844 Iteration 63Q: 20 clusters Score -3.351195e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 2592 members Mstep: Class 4 contains 4822 members Mstep: Class 5 contains 3388 members Mstep: Class 6 contains 3744 members Mstep: Class 7 contains 4063 members Mstep: Class 8 contains 53945 members Mstep: Class 9 contains 7237 members Mstep: Class 10 contains 12185 members Mstep: Class 11 contains 6899 members Mstep: Class 12 contains 5798 members Mstep: Class 13 contains 27839 members Mstep: Class 14 contains 4270 members Mstep: Class 15 contains 98953 members Mstep: Class 16 contains 9023 members Mstep: Class 17 contains 11195 members Mstep: Class 18 contains 2015 members Mstep: Class 19 contains 3453 members Mstep: Class 20 contains 12264 members Entering Unmasked Estep ConsiderDeletion Score: -33511904.000000 Penalty: 59165.464844 Iteration 64Q: 20 clusters Score -3.35119e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 2591 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3388 members Mstep: Class 6 contains 3743 members Mstep: Class 7 contains 4063 members Mstep: Class 8 contains 53945 members Mstep: Class 9 contains 7244 members Mstep: Class 10 contains 12190 members Mstep: Class 11 contains 6895 members Mstep: Class 12 contains 5796 members Mstep: Class 13 contains 27840 members Mstep: Class 14 contains 4273 members Mstep: Class 15 contains 98947 members Mstep: Class 16 contains 9024 members Mstep: Class 17 contains 11195 members Mstep: Class 18 contains 2016 members Mstep: Class 19 contains 3452 members Mstep: Class 20 contains 12262 members Entering Unmasked Estep ConsiderDeletion Score: -33511938.000000 Penalty: 59165.464844 Iteration 65Q: 20 clusters Score -3.351194e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2590 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3387 members Mstep: Class 6 contains 3738 members Mstep: Class 7 contains 4064 members Mstep: Class 8 contains 53944 members Mstep: Class 9 contains 7248 members Mstep: Class 10 contains 12201 members Mstep: Class 11 contains 6896 members Mstep: Class 12 contains 5795 members Mstep: Class 13 contains 27840 members Mstep: Class 14 contains 4273 members Mstep: Class 15 contains 98942 members Mstep: Class 16 contains 9025 members Mstep: Class 17 contains 11198 members Mstep: Class 18 contains 2016 members Mstep: Class 19 contains 3447 members Mstep: Class 20 contains 12261 members Entering Unmasked Estep ConsiderDeletion Score: -33511962.000000 Penalty: 59165.464844 Iteration 66Q: 20 clusters Score -3.351196e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2588 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3387 members Mstep: Class 6 contains 3735 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53939 members Mstep: Class 9 contains 7251 members Mstep: Class 10 contains 12209 members Mstep: Class 11 contains 6893 members Mstep: Class 12 contains 5794 members Mstep: Class 13 contains 27841 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 98940 members Mstep: Class 16 contains 9026 members Mstep: Class 17 contains 11199 members Mstep: Class 18 contains 2016 members Mstep: Class 19 contains 3445 members Mstep: Class 20 contains 12261 members Entering Unmasked Estep ConsiderDeletion Score: -33511944.000000 Penalty: 59165.464844 Iteration 67Q: 20 clusters Score -3.351194e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2587 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3387 members Mstep: Class 6 contains 3731 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53937 members Mstep: Class 9 contains 7255 members Mstep: Class 10 contains 12215 members Mstep: Class 11 contains 6890 members Mstep: Class 12 contains 5793 members Mstep: Class 13 contains 27844 members Mstep: Class 14 contains 4277 members Mstep: Class 15 contains 98936 members Mstep: Class 16 contains 9025 members Mstep: Class 17 contains 11201 members Mstep: Class 18 contains 2016 members Mstep: Class 19 contains 3444 members Mstep: Class 20 contains 12261 members Entering Unmasked Estep ConsiderDeletion Score: -33511922.000000 Penalty: 59165.464844 Iteration 68Q: 20 clusters Score -3.351192e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2587 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3387 members Mstep: Class 6 contains 3731 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53935 members Mstep: Class 9 contains 7253 members Mstep: Class 10 contains 12220 members Mstep: Class 11 contains 6890 members Mstep: Class 12 contains 5793 members Mstep: Class 13 contains 27846 members Mstep: Class 14 contains 4278 members Mstep: Class 15 contains 98934 members Mstep: Class 16 contains 9025 members Mstep: Class 17 contains 11200 members Mstep: Class 18 contains 2017 members Mstep: Class 19 contains 3443 members Mstep: Class 20 contains 12260 members Entering Unmasked Estep ConsiderDeletion Score: -33511976.000000 Penalty: 59165.464844 Iteration 69Q: 20 clusters Score -3.351198e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2586 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3387 members Mstep: Class 6 contains 3730 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53932 members Mstep: Class 9 contains 7254 members Mstep: Class 10 contains 12231 members Mstep: Class 11 contains 6889 members Mstep: Class 12 contains 5793 members Mstep: Class 13 contains 27846 members Mstep: Class 14 contains 4281 members Mstep: Class 15 contains 98930 members Mstep: Class 16 contains 9026 members Mstep: Class 17 contains 11200 members Mstep: Class 18 contains 2017 members Mstep: Class 19 contains 3440 members Mstep: Class 20 contains 12257 members Entering Unmasked Estep ConsiderDeletion Score: -33511998.000000 Penalty: 59165.464844 Iteration 70Q: 20 clusters Score -3.3512e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2586 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3387 members Mstep: Class 6 contains 3729 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53930 members Mstep: Class 9 contains 7258 members Mstep: Class 10 contains 12242 members Mstep: Class 11 contains 6889 members Mstep: Class 12 contains 5793 members Mstep: Class 13 contains 27844 members Mstep: Class 14 contains 4281 members Mstep: Class 15 contains 98927 members Mstep: Class 16 contains 9026 members Mstep: Class 17 contains 11201 members Mstep: Class 18 contains 2017 members Mstep: Class 19 contains 3435 members Mstep: Class 20 contains 12254 members Entering Unmasked Estep ConsiderDeletion Score: -33512032.000000 Penalty: 59165.464844 Iteration 71Q: 20 clusters Score -3.351203e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 2586 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3728 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53928 members Mstep: Class 9 contains 7265 members Mstep: Class 10 contains 12249 members Mstep: Class 11 contains 6888 members Mstep: Class 12 contains 5793 members Mstep: Class 13 contains 27843 members Mstep: Class 14 contains 4281 members Mstep: Class 15 contains 98924 members Mstep: Class 16 contains 9026 members Mstep: Class 17 contains 11202 members Mstep: Class 18 contains 2016 members Mstep: Class 19 contains 3431 members Mstep: Class 20 contains 12254 members Entering Unmasked Estep ConsiderDeletion Score: -33512058.000000 Penalty: 59165.464844 Iteration 72Q: 20 clusters Score -3.351206e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 2585 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3727 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53927 members Mstep: Class 9 contains 7270 members Mstep: Class 10 contains 12252 members Mstep: Class 11 contains 6885 members Mstep: Class 12 contains 5792 members Mstep: Class 13 contains 27843 members Mstep: Class 14 contains 4280 members Mstep: Class 15 contains 98924 members Mstep: Class 16 contains 9027 members Mstep: Class 17 contains 11203 members Mstep: Class 18 contains 2016 members Mstep: Class 19 contains 3429 members Mstep: Class 20 contains 12254 members Entering Unmasked Estep ConsiderDeletion Score: -33512126.000000 Penalty: 59165.464844 Iteration 73Q: 20 clusters Score -3.351213e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 2585 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3727 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53926 members Mstep: Class 9 contains 7270 members Mstep: Class 10 contains 12255 members Mstep: Class 11 contains 6883 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27845 members Mstep: Class 14 contains 4280 members Mstep: Class 15 contains 98928 members Mstep: Class 16 contains 9026 members Mstep: Class 17 contains 11203 members Mstep: Class 18 contains 2015 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 12254 members Entering Unmasked Estep ConsiderDeletion Score: -33512098.000000 Penalty: 59165.464844 Iteration 74Q: 20 clusters Score -3.35121e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2585 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3727 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53925 members Mstep: Class 9 contains 7270 members Mstep: Class 10 contains 12257 members Mstep: Class 11 contains 6883 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27846 members Mstep: Class 14 contains 4279 members Mstep: Class 15 contains 98925 members Mstep: Class 16 contains 9026 members Mstep: Class 17 contains 11203 members Mstep: Class 18 contains 2013 members Mstep: Class 19 contains 3429 members Mstep: Class 20 contains 12255 members Entering Unmasked Estep ConsiderDeletion Score: -33512086.000000 Penalty: 59165.464844 Iteration 75Q: 20 clusters Score -3.351209e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2585 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3727 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53923 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12260 members Mstep: Class 11 contains 6882 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27847 members Mstep: Class 14 contains 4278 members Mstep: Class 15 contains 98926 members Mstep: Class 16 contains 9026 members Mstep: Class 17 contains 11203 members Mstep: Class 18 contains 2012 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 12255 members Entering Unmasked Estep ConsiderDeletion Score: -33512098.000000 Penalty: 59165.464844 Iteration 76Q: 20 clusters Score -3.35121e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2585 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3727 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53922 members Mstep: Class 9 contains 7272 members Mstep: Class 10 contains 12260 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27848 members Mstep: Class 14 contains 4275 members Mstep: Class 15 contains 98926 members Mstep: Class 16 contains 9026 members Mstep: Class 17 contains 11203 members Mstep: Class 18 contains 2012 members Mstep: Class 19 contains 3430 members Mstep: Class 20 contains 12256 members Entering Unmasked Estep ConsiderDeletion Score: -33512104.000000 Penalty: 59165.464844 Iteration 77Q: 20 clusters Score -3.35121e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2584 members Mstep: Class 4 contains 4821 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3727 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53922 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12262 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27849 members Mstep: Class 14 contains 4276 members Mstep: Class 15 contains 98924 members Mstep: Class 16 contains 9025 members Mstep: Class 17 contains 11204 members Mstep: Class 18 contains 2011 members Mstep: Class 19 contains 3430 members Mstep: Class 20 contains 12257 members Entering Unmasked Estep ConsiderDeletion Score: -33512102.000000 Penalty: 59165.464844 Iteration 78Q: 20 clusters Score -3.35121e+07 nChanged 8 Entering ConstructFrom: Score: -33512102.000000 Penalty: 59165.464844 Entering ConstructFrom: Trying to split cluster 1 (10178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10178 members Entering Unmasked Estep Score: -1242872.500000 Penalty: 2288.539795 Iteration 0F: 2 clusters Score -1242872 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -1235047.125000 Penalty: 4577.079590 Iteration 0F: 3 clusters Score -1235047 nChanged 4254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -1237291.750000 Penalty: 4577.079590 Iteration 1F: 3 clusters Score -1237292 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1237591.125000 Penalty: 4577.079590 Iteration 2F: 3 clusters Score -1237591 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1237809.375000 Penalty: 4577.079590 Iteration 3F: 3 clusters Score -1237809 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -1237977.250000 Penalty: 4577.079590 Iteration 4Q: 3 clusters Score -1237977 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 6223 members Entering Unmasked Estep Score: -1238119.125000 Penalty: 4577.079590 Iteration 5Q: 3 clusters Score -1238119 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -1238264.750000 Penalty: 4577.079590 Iteration 6Q: 3 clusters Score -1238265 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -1238433.250000 Penalty: 4577.079590 Iteration 7Q: 3 clusters Score -1238433 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 7164 members Entering Unmasked Estep Score: -1238632.875000 Penalty: 4577.079590 Iteration 8Q: 3 clusters Score -1238633 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -1238902.375000 Penalty: 4577.079590 Iteration 9Q: 3 clusters Score -1238902 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -1239237.125000 Penalty: 4577.079590 Iteration 10Q: 3 clusters Score -1239237 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 8464 members Entering Unmasked Estep Score: -1239600.875000 Penalty: 4577.079590 Iteration 11Q: 3 clusters Score -1239601 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 8878 members Entering Unmasked Estep Score: -1239936.250000 Penalty: 4577.079590 Iteration 12Q: 3 clusters Score -1239936 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 9157 members Entering Unmasked Estep Score: -1240161.000000 Penalty: 4577.079590 Iteration 13Q: 3 clusters Score -1240161 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -1240361.750000 Penalty: 4577.079590 Iteration 14Q: 3 clusters Score -1240362 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 9534 members Entering Unmasked Estep Score: -1240505.125000 Penalty: 4577.079590 Iteration 15Q: 3 clusters Score -1240505 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 9650 members Entering Unmasked Estep Score: -1240612.875000 Penalty: 4577.079590 Iteration 16Q: 3 clusters Score -1240613 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -1240674.125000 Penalty: 4577.079590 Iteration 17Q: 3 clusters Score -1240674 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 9754 members Entering Unmasked Estep Score: -1240728.250000 Penalty: 4577.079590 Iteration 18Q: 3 clusters Score -1240728 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -1240761.625000 Penalty: 4577.079590 Iteration 19Q: 3 clusters Score -1240762 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 9806 members Entering Unmasked Estep Score: -1240790.750000 Penalty: 4577.079590 Iteration 20F: 3 clusters Score -1240791 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -1240803.250000 Penalty: 4577.079590 Iteration 21Q: 3 clusters Score -1240803 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -1240817.125000 Penalty: 4577.079590 Iteration 22Q: 3 clusters Score -1240817 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -1240821.375000 Penalty: 4577.079590 Iteration 23Q: 3 clusters Score -1240821 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -1240823.250000 Penalty: 4577.079590 Iteration 24Q: 3 clusters Score -1240823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -1240824.250000 Penalty: 4577.079590 Iteration 25Q: 3 clusters Score -1240824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 9842 members Entering Unmasked Estep Score: -1240823.250000 Penalty: 4577.079590 Iteration 26Q: 3 clusters Score -1240823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -1240825.000000 Penalty: 4577.079590 Iteration 27Q: 3 clusters Score -1240825 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -1240826.500000 Penalty: 4577.079590 Iteration 28Q: 3 clusters Score -1240826 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -1240828.000000 Penalty: 4577.079590 Iteration 29Q: 3 clusters Score -1240828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 9846 members Entering Unmasked Estep Score: -1240833.000000 Penalty: 4577.079590 Iteration 30Q: 3 clusters Score -1240833 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 9846 members Entering Unmasked Estep Score: -1240833.000000 Penalty: 4577.079590 Iteration 31F: 3 clusters Score -1240833 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Entering Unmasked Estep Score: -284361.250000 Penalty: 1948.559326 Iteration 0F: 2 clusters Score -284361.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -281393.375000 Penalty: 3897.118652 Iteration 0F: 3 clusters Score -281393.4 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -282033.937500 Penalty: 3897.118652 Iteration 1F: 3 clusters Score -282033.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -282202.843750 Penalty: 3897.118652 Iteration 2F: 3 clusters Score -282202.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -282269.281250 Penalty: 3897.118652 Iteration 3Q: 3 clusters Score -282269.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -282319.843750 Penalty: 3897.118652 Iteration 4Q: 3 clusters Score -282319.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -282350.875000 Penalty: 3897.118652 Iteration 5Q: 3 clusters Score -282350.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -282367.656250 Penalty: 3897.118652 Iteration 6Q: 3 clusters Score -282367.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -282380.125000 Penalty: 3897.118652 Iteration 7Q: 3 clusters Score -282380.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -282392.312500 Penalty: 3897.118652 Iteration 8Q: 3 clusters Score -282392.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -282397.218750 Penalty: 3897.118652 Iteration 9Q: 3 clusters Score -282397.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -282399.812500 Penalty: 3897.118652 Iteration 10Q: 3 clusters Score -282399.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -282401.562500 Penalty: 3897.118652 Iteration 11Q: 3 clusters Score -282401.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -282402.281250 Penalty: 3897.118652 Iteration 12Q: 3 clusters Score -282402.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -282402.812500 Penalty: 3897.118652 Iteration 13Q: 3 clusters Score -282402.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -282404.125000 Penalty: 3897.118652 Iteration 14Q: 3 clusters Score -282404.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -282404.968750 Penalty: 3897.118652 Iteration 15Q: 3 clusters Score -282405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -282405.406250 Penalty: 3897.118652 Iteration 16Q: 3 clusters Score -282405.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -282405.406250 Penalty: 3897.118652 Iteration 17F: 3 clusters Score -282405.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Entering Unmasked Estep Score: -585672.062500 Penalty: 2103.273926 Iteration 0F: 2 clusters Score -585672.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -581233.250000 Penalty: 4206.547852 Iteration 0F: 3 clusters Score -581233.2 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -582334.312500 Penalty: 4206.547852 Iteration 1F: 3 clusters Score -582334.3 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -582649.312500 Penalty: 4206.547852 Iteration 2F: 3 clusters Score -582649.3 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -582888.375000 Penalty: 4206.547852 Iteration 3F: 3 clusters Score -582888.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -583106.625000 Penalty: 4206.547852 Iteration 4F: 3 clusters Score -583106.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -583315.375000 Penalty: 4206.547852 Iteration 5Q: 3 clusters Score -583315.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -583563.437500 Penalty: 4206.547852 Iteration 6Q: 3 clusters Score -583563.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -583823.125000 Penalty: 4206.547852 Iteration 7Q: 3 clusters Score -583823.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -584037.500000 Penalty: 4206.547852 Iteration 8Q: 3 clusters Score -584037.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -584209.187500 Penalty: 4206.547852 Iteration 9Q: 3 clusters Score -584209.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -584373.250000 Penalty: 4206.547852 Iteration 10Q: 3 clusters Score -584373.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -584501.437500 Penalty: 4206.547852 Iteration 11Q: 3 clusters Score -584501.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -584597.062500 Penalty: 4206.547852 Iteration 12Q: 3 clusters Score -584597.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -584675.625000 Penalty: 4206.547852 Iteration 13Q: 3 clusters Score -584675.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -584740.437500 Penalty: 4206.547852 Iteration 14Q: 3 clusters Score -584740.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -584803.375000 Penalty: 4206.547852 Iteration 15Q: 3 clusters Score -584803.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -584862.125000 Penalty: 4206.547852 Iteration 16Q: 3 clusters Score -584862.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -584900.625000 Penalty: 4206.547852 Iteration 17Q: 3 clusters Score -584900.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -584935.375000 Penalty: 4206.547852 Iteration 18Q: 3 clusters Score -584935.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -584962.375000 Penalty: 4206.547852 Iteration 19Q: 3 clusters Score -584962.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -584990.812500 Penalty: 4206.547852 Iteration 20F: 3 clusters Score -584990.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -585002.875000 Penalty: 4206.547852 Iteration 21Q: 3 clusters Score -585002.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -585010.062500 Penalty: 4206.547852 Iteration 22Q: 3 clusters Score -585010.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -585014.250000 Penalty: 4206.547852 Iteration 23Q: 3 clusters Score -585014.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -585018.250000 Penalty: 4206.547852 Iteration 24Q: 3 clusters Score -585018.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -585024.812500 Penalty: 4206.547852 Iteration 25Q: 3 clusters Score -585024.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -585029.625000 Penalty: 4206.547852 Iteration 26Q: 3 clusters Score -585029.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -585030.312500 Penalty: 4206.547852 Iteration 27Q: 3 clusters Score -585030.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -585030.312500 Penalty: 4206.547852 Iteration 28Q: 3 clusters Score -585030.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -585030.312500 Penalty: 4206.547852 Iteration 29F: 3 clusters Score -585030.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Entering Unmasked Estep Score: -387072.406250 Penalty: 2015.596191 Iteration 0F: 2 clusters Score -387072.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -383657.375000 Penalty: 4031.192383 Iteration 0F: 3 clusters Score -383657.4 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -384528.437500 Penalty: 4031.192383 Iteration 1F: 3 clusters Score -384528.4 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -384967.812500 Penalty: 4031.192383 Iteration 2F: 3 clusters Score -384967.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -385584.718750 Penalty: 4031.192383 Iteration 3F: 3 clusters Score -385584.7 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -386646.218750 Penalty: 4031.192383 Iteration 4F: 3 clusters Score -386646.2 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -387373.000000 Penalty: 4031.192383 Iteration 5F: 3 clusters Score -387373 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -387586.375000 Penalty: 4031.192383 Iteration 6F: 3 clusters Score -387586.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -387643.312500 Penalty: 4031.192383 Iteration 7Q: 3 clusters Score -387643.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -387659.812500 Penalty: 4031.192383 Iteration 8Q: 3 clusters Score -387659.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -387671.531250 Penalty: 4031.192383 Iteration 9Q: 3 clusters Score -387671.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -387676.781250 Penalty: 4031.192383 Iteration 10Q: 3 clusters Score -387676.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -387678.000000 Penalty: 4031.192383 Iteration 11Q: 3 clusters Score -387678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -387677.468750 Penalty: 4031.192383 Iteration 12Q: 3 clusters Score -387677.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -387677.468750 Penalty: 4031.192383 Iteration 13F: 3 clusters Score -387677.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2584 members Mstep: Class 3 contains 583 members Mstep: Class 4 contains 4822 members Mstep: Class 5 contains 2803 members Mstep: Class 6 contains 3726 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53922 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12264 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27849 members Mstep: Class 14 contains 4278 members Mstep: Class 15 contains 98922 members Mstep: Class 16 contains 9024 members Mstep: Class 17 contains 11206 members Mstep: Class 18 contains 2010 members Mstep: Class 19 contains 3430 members Mstep: Class 20 contains 12255 members Entering Unmasked Estep Score: -33511638.000000 Penalty: 62279.437500 Splitting cluster 5 changes total score from -33512102.000000 to -33511638.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (3726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Entering Unmasked Estep Score: -437473.343750 Penalty: 2039.326416 Iteration 0F: 2 clusters Score -437473.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -433769.125000 Penalty: 4078.652832 Iteration 0F: 3 clusters Score -433769.1 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -434592.375000 Penalty: 4078.652832 Iteration 1F: 3 clusters Score -434592.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -434767.468750 Penalty: 4078.652832 Iteration 2F: 3 clusters Score -434767.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -434892.437500 Penalty: 4078.652832 Iteration 3Q: 3 clusters Score -434892.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -434982.625000 Penalty: 4078.652832 Iteration 4Q: 3 clusters Score -434982.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -435057.906250 Penalty: 4078.652832 Iteration 5Q: 3 clusters Score -435057.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -435111.687500 Penalty: 4078.652832 Iteration 6Q: 3 clusters Score -435111.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -435160.750000 Penalty: 4078.652832 Iteration 7Q: 3 clusters Score -435160.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -435203.750000 Penalty: 4078.652832 Iteration 8Q: 3 clusters Score -435203.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -435244.406250 Penalty: 4078.652832 Iteration 9Q: 3 clusters Score -435244.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -435268.343750 Penalty: 4078.652832 Iteration 10Q: 3 clusters Score -435268.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -435297.437500 Penalty: 4078.652832 Iteration 11Q: 3 clusters Score -435297.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -435325.625000 Penalty: 4078.652832 Iteration 12Q: 3 clusters Score -435325.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -435361.718750 Penalty: 4078.652832 Iteration 13Q: 3 clusters Score -435361.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -435400.687500 Penalty: 4078.652832 Iteration 14Q: 3 clusters Score -435400.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -435440.906250 Penalty: 4078.652832 Iteration 15Q: 3 clusters Score -435440.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -435492.031250 Penalty: 4078.652832 Iteration 16Q: 3 clusters Score -435492 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -435553.750000 Penalty: 4078.652832 Iteration 17Q: 3 clusters Score -435553.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -435617.906250 Penalty: 4078.652832 Iteration 18Q: 3 clusters Score -435617.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -435682.437500 Penalty: 4078.652832 Iteration 19Q: 3 clusters Score -435682.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -435728.531250 Penalty: 4078.652832 Iteration 20F: 3 clusters Score -435728.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -435783.281250 Penalty: 4078.652832 Iteration 21Q: 3 clusters Score -435783.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -435827.968750 Penalty: 4078.652832 Iteration 22Q: 3 clusters Score -435828 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -435856.250000 Penalty: 4078.652832 Iteration 23Q: 3 clusters Score -435856.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -435883.093750 Penalty: 4078.652832 Iteration 24Q: 3 clusters Score -435883.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -435909.906250 Penalty: 4078.652832 Iteration 25Q: 3 clusters Score -435909.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -435944.312500 Penalty: 4078.652832 Iteration 26Q: 3 clusters Score -435944.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -435984.593750 Penalty: 4078.652832 Iteration 27Q: 3 clusters Score -435984.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -436030.000000 Penalty: 4078.652832 Iteration 28Q: 3 clusters Score -436030 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -436080.093750 Penalty: 4078.652832 Iteration 29Q: 3 clusters Score -436080.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -436122.812500 Penalty: 4078.652832 Iteration 30Q: 3 clusters Score -436122.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -436159.000000 Penalty: 4078.652832 Iteration 31Q: 3 clusters Score -436159 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -436180.281250 Penalty: 4078.652832 Iteration 32Q: 3 clusters Score -436180.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -436194.218750 Penalty: 4078.652832 Iteration 33Q: 3 clusters Score -436194.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -436206.625000 Penalty: 4078.652832 Iteration 34Q: 3 clusters Score -436206.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -436219.000000 Penalty: 4078.652832 Iteration 35Q: 3 clusters Score -436219 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -436229.843750 Penalty: 4078.652832 Iteration 36Q: 3 clusters Score -436229.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -436232.562500 Penalty: 4078.652832 Iteration 37Q: 3 clusters Score -436232.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -436235.437500 Penalty: 4078.652832 Iteration 38Q: 3 clusters Score -436235.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -436235.593750 Penalty: 4078.652832 Iteration 39Q: 3 clusters Score -436235.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -436236.625000 Penalty: 4078.652832 Iteration 40F: 3 clusters Score -436236.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -436238.250000 Penalty: 4078.652832 Iteration 41Q: 3 clusters Score -436238.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -436239.093750 Penalty: 4078.652832 Iteration 42Q: 3 clusters Score -436239.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -436239.500000 Penalty: 4078.652832 Iteration 43Q: 3 clusters Score -436239.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -436240.187500 Penalty: 4078.652832 Iteration 44Q: 3 clusters Score -436240.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -436241.593750 Penalty: 4078.652832 Iteration 45Q: 3 clusters Score -436241.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -436241.750000 Penalty: 4078.652832 Iteration 46Q: 3 clusters Score -436241.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -436242.125000 Penalty: 4078.652832 Iteration 47Q: 3 clusters Score -436242.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -436242.781250 Penalty: 4078.652832 Iteration 48Q: 3 clusters Score -436242.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -436243.625000 Penalty: 4078.652832 Iteration 49Q: 3 clusters Score -436243.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -436243.468750 Penalty: 4078.652832 Iteration 50Q: 3 clusters Score -436243.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -436244.406250 Penalty: 4078.652832 Iteration 51Q: 3 clusters Score -436244.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -436245.312500 Penalty: 4078.652832 Iteration 52Q: 3 clusters Score -436245.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -436245.312500 Penalty: 4078.652832 Iteration 53F: 3 clusters Score -436245.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Entering Unmasked Estep Score: -485770.031250 Penalty: 2060.982910 Iteration 0F: 2 clusters Score -485770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -481841.031250 Penalty: 4121.965820 Iteration 0F: 3 clusters Score -481841 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -482691.343750 Penalty: 4121.965820 Iteration 1F: 3 clusters Score -482691.3 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -482867.656250 Penalty: 4121.965820 Iteration 2F: 3 clusters Score -482867.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -482977.031250 Penalty: 4121.965820 Iteration 3Q: 3 clusters Score -482977 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -483061.531250 Penalty: 4121.965820 Iteration 4Q: 3 clusters Score -483061.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -483134.593750 Penalty: 4121.965820 Iteration 5Q: 3 clusters Score -483134.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -483196.593750 Penalty: 4121.965820 Iteration 6Q: 3 clusters Score -483196.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -483251.656250 Penalty: 4121.965820 Iteration 7Q: 3 clusters Score -483251.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -483299.625000 Penalty: 4121.965820 Iteration 8Q: 3 clusters Score -483299.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -483334.343750 Penalty: 4121.965820 Iteration 9Q: 3 clusters Score -483334.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -483362.156250 Penalty: 4121.965820 Iteration 10Q: 3 clusters Score -483362.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -483379.250000 Penalty: 4121.965820 Iteration 11Q: 3 clusters Score -483379.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -483392.375000 Penalty: 4121.965820 Iteration 12Q: 3 clusters Score -483392.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -483408.125000 Penalty: 4121.965820 Iteration 13Q: 3 clusters Score -483408.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -483420.812500 Penalty: 4121.965820 Iteration 14Q: 3 clusters Score -483420.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -483430.812500 Penalty: 4121.965820 Iteration 15Q: 3 clusters Score -483430.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -483440.125000 Penalty: 4121.965820 Iteration 16Q: 3 clusters Score -483440.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -483450.312500 Penalty: 4121.965820 Iteration 17Q: 3 clusters Score -483450.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -483457.000000 Penalty: 4121.965820 Iteration 18Q: 3 clusters Score -483457 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -483466.281250 Penalty: 4121.965820 Iteration 19Q: 3 clusters Score -483466.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -483478.250000 Penalty: 4121.965820 Iteration 20F: 3 clusters Score -483478.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -483485.812500 Penalty: 4121.965820 Iteration 21Q: 3 clusters Score -483485.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -483493.406250 Penalty: 4121.965820 Iteration 22Q: 3 clusters Score -483493.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -483500.187500 Penalty: 4121.965820 Iteration 23Q: 3 clusters Score -483500.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -483510.250000 Penalty: 4121.965820 Iteration 24Q: 3 clusters Score -483510.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -483516.625000 Penalty: 4121.965820 Iteration 25Q: 3 clusters Score -483516.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -483521.781250 Penalty: 4121.965820 Iteration 26Q: 3 clusters Score -483521.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -483529.062500 Penalty: 4121.965820 Iteration 27Q: 3 clusters Score -483529.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -483535.875000 Penalty: 4121.965820 Iteration 28Q: 3 clusters Score -483535.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -483544.156250 Penalty: 4121.965820 Iteration 29Q: 3 clusters Score -483544.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -483553.468750 Penalty: 4121.965820 Iteration 30Q: 3 clusters Score -483553.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -483562.156250 Penalty: 4121.965820 Iteration 31Q: 3 clusters Score -483562.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -483571.656250 Penalty: 4121.965820 Iteration 32Q: 3 clusters Score -483571.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -483580.875000 Penalty: 4121.965820 Iteration 33Q: 3 clusters Score -483580.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -483598.375000 Penalty: 4121.965820 Iteration 34Q: 3 clusters Score -483598.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -483609.250000 Penalty: 4121.965820 Iteration 35Q: 3 clusters Score -483609.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -483622.468750 Penalty: 4121.965820 Iteration 36Q: 3 clusters Score -483622.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -483638.437500 Penalty: 4121.965820 Iteration 37Q: 3 clusters Score -483638.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -483650.000000 Penalty: 4121.965820 Iteration 38Q: 3 clusters Score -483650 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -483664.031250 Penalty: 4121.965820 Iteration 39Q: 3 clusters Score -483664 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -483688.000000 Penalty: 4121.965820 Iteration 40F: 3 clusters Score -483688 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -483716.593750 Penalty: 4121.965820 Iteration 41Q: 3 clusters Score -483716.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -483743.218750 Penalty: 4121.965820 Iteration 42Q: 3 clusters Score -483743.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -483767.187500 Penalty: 4121.965820 Iteration 43Q: 3 clusters Score -483767.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -483790.656250 Penalty: 4121.965820 Iteration 44Q: 3 clusters Score -483790.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -483822.343750 Penalty: 4121.965820 Iteration 45Q: 3 clusters Score -483822.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -483854.250000 Penalty: 4121.965820 Iteration 46Q: 3 clusters Score -483854.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -483893.656250 Penalty: 4121.965820 Iteration 47Q: 3 clusters Score -483893.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -483938.531250 Penalty: 4121.965820 Iteration 48Q: 3 clusters Score -483938.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -483978.312500 Penalty: 4121.965820 Iteration 49Q: 3 clusters Score -483978.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -484012.375000 Penalty: 4121.965820 Iteration 50Q: 3 clusters Score -484012.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -484038.468750 Penalty: 4121.965820 Iteration 51Q: 3 clusters Score -484038.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -484057.843750 Penalty: 4121.965820 Iteration 52Q: 3 clusters Score -484057.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -484069.500000 Penalty: 4121.965820 Iteration 53Q: 3 clusters Score -484069.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -484081.031250 Penalty: 4121.965820 Iteration 54Q: 3 clusters Score -484081 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -484089.812500 Penalty: 4121.965820 Iteration 55Q: 3 clusters Score -484089.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -484096.875000 Penalty: 4121.965820 Iteration 56Q: 3 clusters Score -484096.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -484108.281250 Penalty: 4121.965820 Iteration 57Q: 3 clusters Score -484108.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -484117.406250 Penalty: 4121.965820 Iteration 58Q: 3 clusters Score -484117.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -484127.781250 Penalty: 4121.965820 Iteration 59Q: 3 clusters Score -484127.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -484136.625000 Penalty: 4121.965820 Iteration 60F: 3 clusters Score -484136.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -484149.218750 Penalty: 4121.965820 Iteration 61Q: 3 clusters Score -484149.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -484157.062500 Penalty: 4121.965820 Iteration 62Q: 3 clusters Score -484157.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -484165.937500 Penalty: 4121.965820 Iteration 63Q: 3 clusters Score -484165.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -484170.031250 Penalty: 4121.965820 Iteration 64Q: 3 clusters Score -484170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -484173.593750 Penalty: 4121.965820 Iteration 65Q: 3 clusters Score -484173.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -484180.187500 Penalty: 4121.965820 Iteration 66Q: 3 clusters Score -484180.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -484191.750000 Penalty: 4121.965820 Iteration 67Q: 3 clusters Score -484191.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -484205.500000 Penalty: 4121.965820 Iteration 68Q: 3 clusters Score -484205.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -484219.031250 Penalty: 4121.965820 Iteration 69Q: 3 clusters Score -484219 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -484228.437500 Penalty: 4121.965820 Iteration 70Q: 3 clusters Score -484228.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -484234.281250 Penalty: 4121.965820 Iteration 71Q: 3 clusters Score -484234.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -484243.218750 Penalty: 4121.965820 Iteration 72Q: 3 clusters Score -484243.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -484249.625000 Penalty: 4121.965820 Iteration 73Q: 3 clusters Score -484249.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -484256.312500 Penalty: 4121.965820 Iteration 74Q: 3 clusters Score -484256.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -484267.281250 Penalty: 4121.965820 Iteration 75Q: 3 clusters Score -484267.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -484278.968750 Penalty: 4121.965820 Iteration 76Q: 3 clusters Score -484279 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -484288.000000 Penalty: 4121.965820 Iteration 77Q: 3 clusters Score -484288 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -484301.656250 Penalty: 4121.965820 Iteration 78Q: 3 clusters Score -484301.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -484311.312500 Penalty: 4121.965820 Iteration 79Q: 3 clusters Score -484311.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -484320.750000 Penalty: 4121.965820 Iteration 80F: 3 clusters Score -484320.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -484328.718750 Penalty: 4121.965820 Iteration 81Q: 3 clusters Score -484328.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -484341.093750 Penalty: 4121.965820 Iteration 82Q: 3 clusters Score -484341.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -484359.093750 Penalty: 4121.965820 Iteration 83Q: 3 clusters Score -484359.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -484384.531250 Penalty: 4121.965820 Iteration 84Q: 3 clusters Score -484384.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -484402.187500 Penalty: 4121.965820 Iteration 85Q: 3 clusters Score -484402.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -484418.968750 Penalty: 4121.965820 Iteration 86Q: 3 clusters Score -484419 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -484434.062500 Penalty: 4121.965820 Iteration 87Q: 3 clusters Score -484434.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -484444.656250 Penalty: 4121.965820 Iteration 88Q: 3 clusters Score -484444.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -484455.281250 Penalty: 4121.965820 Iteration 89Q: 3 clusters Score -484455.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -484464.250000 Penalty: 4121.965820 Iteration 90Q: 3 clusters Score -484464.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -484471.437500 Penalty: 4121.965820 Iteration 91Q: 3 clusters Score -484471.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -484483.281250 Penalty: 4121.965820 Iteration 92Q: 3 clusters Score -484483.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -484492.937500 Penalty: 4121.965820 Iteration 93Q: 3 clusters Score -484492.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -484501.187500 Penalty: 4121.965820 Iteration 94Q: 3 clusters Score -484501.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -484513.406250 Penalty: 4121.965820 Iteration 95Q: 3 clusters Score -484513.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -484523.718750 Penalty: 4121.965820 Iteration 96Q: 3 clusters Score -484523.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -484536.000000 Penalty: 4121.965820 Iteration 97Q: 3 clusters Score -484536 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -484547.375000 Penalty: 4121.965820 Iteration 98Q: 3 clusters Score -484547.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -484555.000000 Penalty: 4121.965820 Iteration 99Q: 3 clusters Score -484555 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -484562.562500 Penalty: 4121.965820 Iteration 100F: 3 clusters Score -484562.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -484576.937500 Penalty: 4121.965820 Iteration 101Q: 3 clusters Score -484576.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -484589.156250 Penalty: 4121.965820 Iteration 102Q: 3 clusters Score -484589.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -484601.812500 Penalty: 4121.965820 Iteration 103Q: 3 clusters Score -484601.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -484612.375000 Penalty: 4121.965820 Iteration 104Q: 3 clusters Score -484612.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -484617.687500 Penalty: 4121.965820 Iteration 105Q: 3 clusters Score -484617.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -484621.593750 Penalty: 4121.965820 Iteration 106Q: 3 clusters Score -484621.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -484624.500000 Penalty: 4121.965820 Iteration 107Q: 3 clusters Score -484624.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -484627.437500 Penalty: 4121.965820 Iteration 108Q: 3 clusters Score -484627.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -484631.812500 Penalty: 4121.965820 Iteration 109Q: 3 clusters Score -484631.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -484635.875000 Penalty: 4121.965820 Iteration 110Q: 3 clusters Score -484635.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -484638.093750 Penalty: 4121.965820 Iteration 111Q: 3 clusters Score -484638.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -484639.000000 Penalty: 4121.965820 Iteration 112Q: 3 clusters Score -484639 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -484639.843750 Penalty: 4121.965820 Iteration 113Q: 3 clusters Score -484639.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -484639.843750 Penalty: 4121.965820 Iteration 114Q: 3 clusters Score -484639.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -484639.843750 Penalty: 4121.965820 Iteration 115F: 3 clusters Score -484639.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (53922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53922 members Entering Unmasked Estep Score: -6559855.000000 Penalty: 2702.032959 Iteration 0F: 2 clusters Score -6559855 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26723 members Mstep: Class 2 contains 27199 members Entering Unmasked Estep Score: -6523673.000000 Penalty: 5404.065918 Iteration 0F: 3 clusters Score -6523673 nChanged 24991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25332 members Mstep: Class 2 contains 28590 members Entering Unmasked Estep Score: -6537731.000000 Penalty: 5404.065918 Iteration 1F: 3 clusters Score -6537731 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24426 members Mstep: Class 2 contains 29496 members Entering Unmasked Estep Score: -6538368.000000 Penalty: 5404.065918 Iteration 2Q: 3 clusters Score -6538368 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23109 members Mstep: Class 2 contains 30813 members Entering Unmasked Estep Score: -6539043.500000 Penalty: 5404.065918 Iteration 3Q: 3 clusters Score -6539044 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21200 members Mstep: Class 2 contains 32722 members Entering Unmasked Estep Score: -6539997.000000 Penalty: 5404.065918 Iteration 4Q: 3 clusters Score -6539997 nChanged 2843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18481 members Mstep: Class 2 contains 35441 members Entering Unmasked Estep Score: -6541491.000000 Penalty: 5404.065918 Iteration 5F: 3 clusters Score -6541491 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14769 members Mstep: Class 2 contains 39153 members Entering Unmasked Estep Score: -6544069.000000 Penalty: 5404.065918 Iteration 6F: 3 clusters Score -6544069 nChanged 4443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 43580 members Entering Unmasked Estep Score: -6547679.000000 Penalty: 5404.065918 Iteration 7F: 3 clusters Score -6547679 nChanged 4385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 47963 members Entering Unmasked Estep Score: -6551848.500000 Penalty: 5404.065918 Iteration 8F: 3 clusters Score -6551848 nChanged 3226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 51187 members Entering Unmasked Estep Score: -6555016.500000 Penalty: 5404.065918 Iteration 9F: 3 clusters Score -6555016 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 52774 members Entering Unmasked Estep Score: -6556468.500000 Penalty: 5404.065918 Iteration 10Q: 3 clusters Score -6556468 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 53338 members Entering Unmasked Estep Score: -6557025.000000 Penalty: 5404.065918 Iteration 11Q: 3 clusters Score -6557025 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 53532 members Entering Unmasked Estep Score: -6557235.500000 Penalty: 5404.065918 Iteration 12Q: 3 clusters Score -6557236 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 53602 members Entering Unmasked Estep Score: -6557328.500000 Penalty: 5404.065918 Iteration 13Q: 3 clusters Score -6557328 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 53640 members Entering Unmasked Estep Score: -6557401.000000 Penalty: 5404.065918 Iteration 14Q: 3 clusters Score -6557401 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 53660 members Entering Unmasked Estep Score: -6557446.500000 Penalty: 5404.065918 Iteration 15Q: 3 clusters Score -6557446 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 53675 members Entering Unmasked Estep Score: -6557476.500000 Penalty: 5404.065918 Iteration 16Q: 3 clusters Score -6557476 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 53675 members Entering Unmasked Estep Score: -6557490.500000 Penalty: 5404.065918 Iteration 17Q: 3 clusters Score -6557490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 53673 members Entering Unmasked Estep Score: -6557502.500000 Penalty: 5404.065918 Iteration 18Q: 3 clusters Score -6557502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 53675 members Entering Unmasked Estep Score: -6557509.500000 Penalty: 5404.065918 Iteration 19Q: 3 clusters Score -6557510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 53675 members Entering Unmasked Estep Score: -6557512.500000 Penalty: 5404.065918 Iteration 20F: 3 clusters Score -6557512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 53674 members Entering Unmasked Estep Score: -6557514.000000 Penalty: 5404.065918 Iteration 21Q: 3 clusters Score -6557514 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 53675 members Entering Unmasked Estep Score: -6557519.500000 Penalty: 5404.065918 Iteration 22Q: 3 clusters Score -6557520 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 53678 members Entering Unmasked Estep Score: -6557517.000000 Penalty: 5404.065918 Iteration 23Q: 3 clusters Score -6557517 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 53680 members Entering Unmasked Estep Score: -6557518.000000 Penalty: 5404.065918 Iteration 24Q: 3 clusters Score -6557518 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 53682 members Entering Unmasked Estep Score: -6557522.000000 Penalty: 5404.065918 Iteration 25Q: 3 clusters Score -6557522 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 53682 members Entering Unmasked Estep Score: -6557526.000000 Penalty: 5404.065918 Iteration 26Q: 3 clusters Score -6557526 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 53683 members Entering Unmasked Estep Score: -6557534.500000 Penalty: 5404.065918 Iteration 27Q: 3 clusters Score -6557534 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 53683 members Entering Unmasked Estep Score: -6557534.500000 Penalty: 5404.065918 Iteration 28F: 3 clusters Score -6557534 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7271 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Entering Unmasked Estep Score: -874154.187500 Penalty: 2205.128906 Iteration 0F: 2 clusters Score -874154.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -868308.625000 Penalty: 4410.257812 Iteration 0F: 3 clusters Score -868308.6 nChanged 2912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -869934.750000 Penalty: 4410.257812 Iteration 1F: 3 clusters Score -869934.8 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -870307.562500 Penalty: 4410.257812 Iteration 2F: 3 clusters Score -870307.6 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -870568.312500 Penalty: 4410.257812 Iteration 3F: 3 clusters Score -870568.3 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -870738.125000 Penalty: 4410.257812 Iteration 4Q: 3 clusters Score -870738.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -870868.812500 Penalty: 4410.257812 Iteration 5Q: 3 clusters Score -870868.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -870974.500000 Penalty: 4410.257812 Iteration 6Q: 3 clusters Score -870974.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -871072.312500 Penalty: 4410.257812 Iteration 7Q: 3 clusters Score -871072.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -871175.937500 Penalty: 4410.257812 Iteration 8Q: 3 clusters Score -871175.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -871267.187500 Penalty: 4410.257812 Iteration 9Q: 3 clusters Score -871267.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -871356.062500 Penalty: 4410.257812 Iteration 10Q: 3 clusters Score -871356.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -871435.250000 Penalty: 4410.257812 Iteration 11Q: 3 clusters Score -871435.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -871504.625000 Penalty: 4410.257812 Iteration 12Q: 3 clusters Score -871504.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -871578.750000 Penalty: 4410.257812 Iteration 13Q: 3 clusters Score -871578.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -871652.937500 Penalty: 4410.257812 Iteration 14Q: 3 clusters Score -871652.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -871721.250000 Penalty: 4410.257812 Iteration 15Q: 3 clusters Score -871721.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -871785.937500 Penalty: 4410.257812 Iteration 16Q: 3 clusters Score -871785.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -871840.000000 Penalty: 4410.257812 Iteration 17Q: 3 clusters Score -871840 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -871895.812500 Penalty: 4410.257812 Iteration 18Q: 3 clusters Score -871895.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -871932.250000 Penalty: 4410.257812 Iteration 19Q: 3 clusters Score -871932.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -871981.812500 Penalty: 4410.257812 Iteration 20F: 3 clusters Score -871981.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -872027.812500 Penalty: 4410.257812 Iteration 21Q: 3 clusters Score -872027.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -872078.000000 Penalty: 4410.257812 Iteration 22Q: 3 clusters Score -872078 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -872132.125000 Penalty: 4410.257812 Iteration 23Q: 3 clusters Score -872132.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -872166.937500 Penalty: 4410.257812 Iteration 24Q: 3 clusters Score -872166.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -872194.687500 Penalty: 4410.257812 Iteration 25Q: 3 clusters Score -872194.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -872217.875000 Penalty: 4410.257812 Iteration 26Q: 3 clusters Score -872217.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -872236.500000 Penalty: 4410.257812 Iteration 27Q: 3 clusters Score -872236.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -872257.937500 Penalty: 4410.257812 Iteration 28Q: 3 clusters Score -872257.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -872282.375000 Penalty: 4410.257812 Iteration 29Q: 3 clusters Score -872282.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -872297.437500 Penalty: 4410.257812 Iteration 30Q: 3 clusters Score -872297.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -872313.000000 Penalty: 4410.257812 Iteration 31Q: 3 clusters Score -872313 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -872339.375000 Penalty: 4410.257812 Iteration 32Q: 3 clusters Score -872339.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -872354.187500 Penalty: 4410.257812 Iteration 33Q: 3 clusters Score -872354.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -872361.312500 Penalty: 4410.257812 Iteration 34Q: 3 clusters Score -872361.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -872369.875000 Penalty: 4410.257812 Iteration 35Q: 3 clusters Score -872369.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -872373.687500 Penalty: 4410.257812 Iteration 36Q: 3 clusters Score -872373.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -872376.937500 Penalty: 4410.257812 Iteration 37Q: 3 clusters Score -872376.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -872382.625000 Penalty: 4410.257812 Iteration 38Q: 3 clusters Score -872382.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -872381.437500 Penalty: 4410.257812 Iteration 39Q: 3 clusters Score -872381.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -872382.687500 Penalty: 4410.257812 Iteration 40F: 3 clusters Score -872382.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Entering Unmasked Estep Score: -1375665.000000 Penalty: 2334.776855 Iteration 0F: 2 clusters Score -1375665 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1366517.750000 Penalty: 4669.553711 Iteration 0F: 3 clusters Score -1366518 nChanged 5126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -1369179.875000 Penalty: 4669.553711 Iteration 1F: 3 clusters Score -1369180 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -1369525.625000 Penalty: 4669.553711 Iteration 2F: 3 clusters Score -1369526 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -1369816.375000 Penalty: 4669.553711 Iteration 3F: 3 clusters Score -1369816 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -1370031.375000 Penalty: 4669.553711 Iteration 4Q: 3 clusters Score -1370031 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -1370212.750000 Penalty: 4669.553711 Iteration 5Q: 3 clusters Score -1370213 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1370371.750000 Penalty: 4669.553711 Iteration 6Q: 3 clusters Score -1370372 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -1370515.625000 Penalty: 4669.553711 Iteration 7Q: 3 clusters Score -1370516 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -1370667.500000 Penalty: 4669.553711 Iteration 8Q: 3 clusters Score -1370668 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -1370839.000000 Penalty: 4669.553711 Iteration 9Q: 3 clusters Score -1370839 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -1371036.750000 Penalty: 4669.553711 Iteration 10Q: 3 clusters Score -1371037 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -1371263.250000 Penalty: 4669.553711 Iteration 11Q: 3 clusters Score -1371263 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 8200 members Entering Unmasked Estep Score: -1371496.250000 Penalty: 4669.553711 Iteration 12Q: 3 clusters Score -1371496 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -1371734.875000 Penalty: 4669.553711 Iteration 13Q: 3 clusters Score -1371735 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -1371966.125000 Penalty: 4669.553711 Iteration 14Q: 3 clusters Score -1371966 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -1372197.750000 Penalty: 4669.553711 Iteration 15Q: 3 clusters Score -1372198 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -1372403.125000 Penalty: 4669.553711 Iteration 16Q: 3 clusters Score -1372403 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -1372544.250000 Penalty: 4669.553711 Iteration 17Q: 3 clusters Score -1372544 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -1372664.250000 Penalty: 4669.553711 Iteration 18Q: 3 clusters Score -1372664 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 9831 members Entering Unmasked Estep Score: -1372757.750000 Penalty: 4669.553711 Iteration 19Q: 3 clusters Score -1372758 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -1372831.375000 Penalty: 4669.553711 Iteration 20F: 3 clusters Score -1372831 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -1372904.250000 Penalty: 4669.553711 Iteration 21Q: 3 clusters Score -1372904 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 10209 members Entering Unmasked Estep Score: -1372969.500000 Penalty: 4669.553711 Iteration 22Q: 3 clusters Score -1372970 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 10319 members Entering Unmasked Estep Score: -1373024.375000 Penalty: 4669.553711 Iteration 23Q: 3 clusters Score -1373024 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -1373072.000000 Penalty: 4669.553711 Iteration 24Q: 3 clusters Score -1373072 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -1373126.750000 Penalty: 4669.553711 Iteration 25Q: 3 clusters Score -1373127 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 10609 members Entering Unmasked Estep Score: -1373179.125000 Penalty: 4669.553711 Iteration 26Q: 3 clusters Score -1373179 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 10707 members Entering Unmasked Estep Score: -1373226.625000 Penalty: 4669.553711 Iteration 27Q: 3 clusters Score -1373227 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 10790 members Entering Unmasked Estep Score: -1373274.250000 Penalty: 4669.553711 Iteration 28Q: 3 clusters Score -1373274 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -1373323.625000 Penalty: 4669.553711 Iteration 29Q: 3 clusters Score -1373324 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 10941 members Entering Unmasked Estep Score: -1373384.125000 Penalty: 4669.553711 Iteration 30Q: 3 clusters Score -1373384 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 11020 members Entering Unmasked Estep Score: -1373438.000000 Penalty: 4669.553711 Iteration 31Q: 3 clusters Score -1373438 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -1373500.250000 Penalty: 4669.553711 Iteration 32Q: 3 clusters Score -1373500 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 11167 members Entering Unmasked Estep Score: -1373553.375000 Penalty: 4669.553711 Iteration 33Q: 3 clusters Score -1373553 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -1373604.625000 Penalty: 4669.553711 Iteration 34Q: 3 clusters Score -1373605 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 11284 members Entering Unmasked Estep Score: -1373650.875000 Penalty: 4669.553711 Iteration 35Q: 3 clusters Score -1373651 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -1373685.375000 Penalty: 4669.553711 Iteration 36Q: 3 clusters Score -1373685 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -1373725.500000 Penalty: 4669.553711 Iteration 37Q: 3 clusters Score -1373726 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 11415 members Entering Unmasked Estep Score: -1373756.500000 Penalty: 4669.553711 Iteration 38Q: 3 clusters Score -1373756 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 11447 members Entering Unmasked Estep Score: -1373777.500000 Penalty: 4669.553711 Iteration 39Q: 3 clusters Score -1373778 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 11468 members Entering Unmasked Estep Score: -1373796.875000 Penalty: 4669.553711 Iteration 40F: 3 clusters Score -1373797 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -1373808.375000 Penalty: 4669.553711 Iteration 41Q: 3 clusters Score -1373808 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -1373820.750000 Penalty: 4669.553711 Iteration 42Q: 3 clusters Score -1373821 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -1373826.000000 Penalty: 4669.553711 Iteration 43Q: 3 clusters Score -1373826 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 11516 members Entering Unmasked Estep Score: -1373834.250000 Penalty: 4669.553711 Iteration 44Q: 3 clusters Score -1373834 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -1373840.625000 Penalty: 4669.553711 Iteration 45Q: 3 clusters Score -1373841 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 11532 members Entering Unmasked Estep Score: -1373845.125000 Penalty: 4669.553711 Iteration 46Q: 3 clusters Score -1373845 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -1373847.500000 Penalty: 4669.553711 Iteration 47Q: 3 clusters Score -1373848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -1373849.000000 Penalty: 4669.553711 Iteration 48Q: 3 clusters Score -1373849 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -1373849.500000 Penalty: 4669.553711 Iteration 49Q: 3 clusters Score -1373850 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -1373852.000000 Penalty: 4669.553711 Iteration 50Q: 3 clusters Score -1373852 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 11543 members Entering Unmasked Estep Score: -1373853.250000 Penalty: 4669.553711 Iteration 51Q: 3 clusters Score -1373853 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 11549 members Entering Unmasked Estep Score: -1373856.375000 Penalty: 4669.553711 Iteration 52Q: 3 clusters Score -1373856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 11553 members Entering Unmasked Estep Score: -1373859.500000 Penalty: 4669.553711 Iteration 53Q: 3 clusters Score -1373860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -1373861.000000 Penalty: 4669.553711 Iteration 54Q: 3 clusters Score -1373861 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -1373861.000000 Penalty: 4669.553711 Iteration 55F: 3 clusters Score -1373861 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Entering Unmasked Estep Score: -831630.375000 Penalty: 2191.456787 Iteration 0F: 2 clusters Score -831630.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -825944.187500 Penalty: 4382.913574 Iteration 0F: 3 clusters Score -825944.2 nChanged 2725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -827510.750000 Penalty: 4382.913574 Iteration 1F: 3 clusters Score -827510.8 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -827816.375000 Penalty: 4382.913574 Iteration 2F: 3 clusters Score -827816.4 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -828035.750000 Penalty: 4382.913574 Iteration 3F: 3 clusters Score -828035.8 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -828178.562500 Penalty: 4382.913574 Iteration 4Q: 3 clusters Score -828178.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -828293.375000 Penalty: 4382.913574 Iteration 5Q: 3 clusters Score -828293.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -828388.125000 Penalty: 4382.913574 Iteration 6Q: 3 clusters Score -828388.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -828495.812500 Penalty: 4382.913574 Iteration 7Q: 3 clusters Score -828495.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -828620.687500 Penalty: 4382.913574 Iteration 8Q: 3 clusters Score -828620.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -828762.437500 Penalty: 4382.913574 Iteration 9Q: 3 clusters Score -828762.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -828916.125000 Penalty: 4382.913574 Iteration 10Q: 3 clusters Score -828916.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -829060.125000 Penalty: 4382.913574 Iteration 11Q: 3 clusters Score -829060.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -829208.687500 Penalty: 4382.913574 Iteration 12Q: 3 clusters Score -829208.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -829346.312500 Penalty: 4382.913574 Iteration 13Q: 3 clusters Score -829346.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -829486.312500 Penalty: 4382.913574 Iteration 14Q: 3 clusters Score -829486.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -829591.000000 Penalty: 4382.913574 Iteration 15Q: 3 clusters Score -829591 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -829711.562500 Penalty: 4382.913574 Iteration 16Q: 3 clusters Score -829711.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -829828.937500 Penalty: 4382.913574 Iteration 17Q: 3 clusters Score -829828.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -829928.312500 Penalty: 4382.913574 Iteration 18Q: 3 clusters Score -829928.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -830034.812500 Penalty: 4382.913574 Iteration 19Q: 3 clusters Score -830034.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -830117.375000 Penalty: 4382.913574 Iteration 20F: 3 clusters Score -830117.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -830188.250000 Penalty: 4382.913574 Iteration 21Q: 3 clusters Score -830188.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -830240.000000 Penalty: 4382.913574 Iteration 22Q: 3 clusters Score -830240 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -830292.625000 Penalty: 4382.913574 Iteration 23Q: 3 clusters Score -830292.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -830357.812500 Penalty: 4382.913574 Iteration 24Q: 3 clusters Score -830357.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -830419.187500 Penalty: 4382.913574 Iteration 25Q: 3 clusters Score -830419.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -830502.187500 Penalty: 4382.913574 Iteration 26Q: 3 clusters Score -830502.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -830580.562500 Penalty: 4382.913574 Iteration 27Q: 3 clusters Score -830580.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -830640.187500 Penalty: 4382.913574 Iteration 28Q: 3 clusters Score -830640.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -830677.812500 Penalty: 4382.913574 Iteration 29Q: 3 clusters Score -830677.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -830692.312500 Penalty: 4382.913574 Iteration 30Q: 3 clusters Score -830692.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -830701.625000 Penalty: 4382.913574 Iteration 31Q: 3 clusters Score -830701.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -830712.687500 Penalty: 4382.913574 Iteration 32Q: 3 clusters Score -830712.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -830719.187500 Penalty: 4382.913574 Iteration 33Q: 3 clusters Score -830719.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -830723.375000 Penalty: 4382.913574 Iteration 34Q: 3 clusters Score -830723.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -830730.375000 Penalty: 4382.913574 Iteration 35Q: 3 clusters Score -830730.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -830740.812500 Penalty: 4382.913574 Iteration 36Q: 3 clusters Score -830740.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -830749.000000 Penalty: 4382.913574 Iteration 37Q: 3 clusters Score -830749 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -830758.562500 Penalty: 4382.913574 Iteration 38Q: 3 clusters Score -830758.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -830765.062500 Penalty: 4382.913574 Iteration 39Q: 3 clusters Score -830765.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -830770.000000 Penalty: 4382.913574 Iteration 40F: 3 clusters Score -830770 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -830773.312500 Penalty: 4382.913574 Iteration 41Q: 3 clusters Score -830773.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -830774.812500 Penalty: 4382.913574 Iteration 42Q: 3 clusters Score -830774.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -830774.812500 Penalty: 4382.913574 Iteration 43Q: 3 clusters Score -830774.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -830774.375000 Penalty: 4382.913574 Iteration 44Q: 3 clusters Score -830774.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -830774.375000 Penalty: 4382.913574 Iteration 45F: 3 clusters Score -830774.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Entering Unmasked Estep Score: -691060.750000 Penalty: 2148.644287 Iteration 0F: 2 clusters Score -691060.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -686029.125000 Penalty: 4297.288574 Iteration 0F: 3 clusters Score -686029.1 nChanged 2255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -687417.437500 Penalty: 4297.288574 Iteration 1F: 3 clusters Score -687417.4 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -687792.812500 Penalty: 4297.288574 Iteration 2F: 3 clusters Score -687792.8 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -688024.062500 Penalty: 4297.288574 Iteration 3F: 3 clusters Score -688024.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -688194.062500 Penalty: 4297.288574 Iteration 4Q: 3 clusters Score -688194.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -688365.187500 Penalty: 4297.288574 Iteration 5Q: 3 clusters Score -688365.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -688519.250000 Penalty: 4297.288574 Iteration 6Q: 3 clusters Score -688519.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -688661.875000 Penalty: 4297.288574 Iteration 7Q: 3 clusters Score -688661.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -688791.187500 Penalty: 4297.288574 Iteration 8Q: 3 clusters Score -688791.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -688920.562500 Penalty: 4297.288574 Iteration 9Q: 3 clusters Score -688920.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -689033.750000 Penalty: 4297.288574 Iteration 10Q: 3 clusters Score -689033.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -689124.000000 Penalty: 4297.288574 Iteration 11Q: 3 clusters Score -689124 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -689193.062500 Penalty: 4297.288574 Iteration 12Q: 3 clusters Score -689193.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -689259.125000 Penalty: 4297.288574 Iteration 13Q: 3 clusters Score -689259.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -689319.687500 Penalty: 4297.288574 Iteration 14Q: 3 clusters Score -689319.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -689374.812500 Penalty: 4297.288574 Iteration 15Q: 3 clusters Score -689374.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -689421.375000 Penalty: 4297.288574 Iteration 16Q: 3 clusters Score -689421.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -689455.500000 Penalty: 4297.288574 Iteration 17Q: 3 clusters Score -689455.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -689478.125000 Penalty: 4297.288574 Iteration 18Q: 3 clusters Score -689478.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -689502.812500 Penalty: 4297.288574 Iteration 19Q: 3 clusters Score -689502.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 5146 members Entering Unmasked Estep Score: -689518.375000 Penalty: 4297.288574 Iteration 20F: 3 clusters Score -689518.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -689532.750000 Penalty: 4297.288574 Iteration 21Q: 3 clusters Score -689532.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -689549.875000 Penalty: 4297.288574 Iteration 22Q: 3 clusters Score -689549.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -689562.562500 Penalty: 4297.288574 Iteration 23Q: 3 clusters Score -689562.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -689575.125000 Penalty: 4297.288574 Iteration 24Q: 3 clusters Score -689575.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -689584.812500 Penalty: 4297.288574 Iteration 25Q: 3 clusters Score -689584.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -689587.562500 Penalty: 4297.288574 Iteration 26Q: 3 clusters Score -689587.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -689590.125000 Penalty: 4297.288574 Iteration 27Q: 3 clusters Score -689590.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -689593.312500 Penalty: 4297.288574 Iteration 28Q: 3 clusters Score -689593.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -689596.687500 Penalty: 4297.288574 Iteration 29Q: 3 clusters Score -689596.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -689598.437500 Penalty: 4297.288574 Iteration 30Q: 3 clusters Score -689598.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -689604.312500 Penalty: 4297.288574 Iteration 31Q: 3 clusters Score -689604.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -689607.125000 Penalty: 4297.288574 Iteration 32Q: 3 clusters Score -689607.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -689611.687500 Penalty: 4297.288574 Iteration 33Q: 3 clusters Score -689611.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -689612.312500 Penalty: 4297.288574 Iteration 34Q: 3 clusters Score -689612.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -689614.687500 Penalty: 4297.288574 Iteration 35Q: 3 clusters Score -689614.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -689618.375000 Penalty: 4297.288574 Iteration 36Q: 3 clusters Score -689618.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -689619.312500 Penalty: 4297.288574 Iteration 37Q: 3 clusters Score -689619.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -689620.812500 Penalty: 4297.288574 Iteration 38Q: 3 clusters Score -689620.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -689621.500000 Penalty: 4297.288574 Iteration 39Q: 3 clusters Score -689621.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -689621.500000 Penalty: 4297.288574 Iteration 40F: 3 clusters Score -689621.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (27849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27849 members Entering Unmasked Estep Score: -3379901.000000 Penalty: 2538.168945 Iteration 0F: 2 clusters Score -3379901 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13942 members Mstep: Class 2 contains 13907 members Entering Unmasked Estep Score: -3360694.250000 Penalty: 5076.337891 Iteration 0F: 3 clusters Score -3360694 nChanged 12499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13821 members Mstep: Class 2 contains 14028 members Entering Unmasked Estep Score: -3367403.500000 Penalty: 5076.337891 Iteration 1F: 3 clusters Score -3367404 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13666 members Mstep: Class 2 contains 14183 members Entering Unmasked Estep Score: -3368022.750000 Penalty: 5076.337891 Iteration 2F: 3 clusters Score -3368023 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13399 members Mstep: Class 2 contains 14450 members Entering Unmasked Estep Score: -3368657.000000 Penalty: 5076.337891 Iteration 3F: 3 clusters Score -3368657 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 14865 members Entering Unmasked Estep Score: -3369377.000000 Penalty: 5076.337891 Iteration 4F: 3 clusters Score -3369377 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12418 members Mstep: Class 2 contains 15431 members Entering Unmasked Estep Score: -3370161.250000 Penalty: 5076.337891 Iteration 5F: 3 clusters Score -3370161 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11810 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -3370995.000000 Penalty: 5076.337891 Iteration 6F: 3 clusters Score -3370995 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Mstep: Class 2 contains 16728 members Entering Unmasked Estep Score: -3371759.750000 Penalty: 5076.337891 Iteration 7F: 3 clusters Score -3371760 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10493 members Mstep: Class 2 contains 17356 members Entering Unmasked Estep Score: -3372398.000000 Penalty: 5076.337891 Iteration 8Q: 3 clusters Score -3372398 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 17951 members Entering Unmasked Estep Score: -3372883.500000 Penalty: 5076.337891 Iteration 9Q: 3 clusters Score -3372884 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 18489 members Entering Unmasked Estep Score: -3373293.250000 Penalty: 5076.337891 Iteration 10Q: 3 clusters Score -3373293 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8843 members Mstep: Class 2 contains 19006 members Entering Unmasked Estep Score: -3373605.000000 Penalty: 5076.337891 Iteration 11Q: 3 clusters Score -3373605 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -3373867.250000 Penalty: 5076.337891 Iteration 12Q: 3 clusters Score -3373867 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Mstep: Class 2 contains 19956 members Entering Unmasked Estep Score: -3374118.250000 Penalty: 5076.337891 Iteration 13Q: 3 clusters Score -3374118 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7376 members Mstep: Class 2 contains 20473 members Entering Unmasked Estep Score: -3374426.000000 Penalty: 5076.337891 Iteration 14Q: 3 clusters Score -3374426 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 20959 members Entering Unmasked Estep Score: -3374722.250000 Penalty: 5076.337891 Iteration 15Q: 3 clusters Score -3374722 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 21466 members Entering Unmasked Estep Score: -3375080.500000 Penalty: 5076.337891 Iteration 16Q: 3 clusters Score -3375080 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 21974 members Entering Unmasked Estep Score: -3375435.750000 Penalty: 5076.337891 Iteration 17Q: 3 clusters Score -3375436 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 22435 members Entering Unmasked Estep Score: -3375747.750000 Penalty: 5076.337891 Iteration 18Q: 3 clusters Score -3375748 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 22863 members Entering Unmasked Estep Score: -3376003.750000 Penalty: 5076.337891 Iteration 19Q: 3 clusters Score -3376004 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 23226 members Entering Unmasked Estep Score: -3376194.000000 Penalty: 5076.337891 Iteration 20F: 3 clusters Score -3376194 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -3376322.750000 Penalty: 5076.337891 Iteration 21Q: 3 clusters Score -3376323 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 23854 members Entering Unmasked Estep Score: -3376426.500000 Penalty: 5076.337891 Iteration 22Q: 3 clusters Score -3376426 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 24084 members Entering Unmasked Estep Score: -3376510.000000 Penalty: 5076.337891 Iteration 23Q: 3 clusters Score -3376510 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 24316 members Entering Unmasked Estep Score: -3376606.000000 Penalty: 5076.337891 Iteration 24Q: 3 clusters Score -3376606 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 24547 members Entering Unmasked Estep Score: -3376697.500000 Penalty: 5076.337891 Iteration 25Q: 3 clusters Score -3376698 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 24776 members Entering Unmasked Estep Score: -3376789.000000 Penalty: 5076.337891 Iteration 26Q: 3 clusters Score -3376789 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 24992 members Entering Unmasked Estep Score: -3376874.500000 Penalty: 5076.337891 Iteration 27Q: 3 clusters Score -3376874 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 25187 members Entering Unmasked Estep Score: -3376939.500000 Penalty: 5076.337891 Iteration 28Q: 3 clusters Score -3376940 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 25360 members Entering Unmasked Estep Score: -3377005.500000 Penalty: 5076.337891 Iteration 29Q: 3 clusters Score -3377006 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 25512 members Entering Unmasked Estep Score: -3377048.000000 Penalty: 5076.337891 Iteration 30Q: 3 clusters Score -3377048 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 25646 members Entering Unmasked Estep Score: -3377098.750000 Penalty: 5076.337891 Iteration 31Q: 3 clusters Score -3377099 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 25757 members Entering Unmasked Estep Score: -3377145.500000 Penalty: 5076.337891 Iteration 32Q: 3 clusters Score -3377146 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 25850 members Entering Unmasked Estep Score: -3377183.500000 Penalty: 5076.337891 Iteration 33Q: 3 clusters Score -3377184 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 25950 members Entering Unmasked Estep Score: -3377235.500000 Penalty: 5076.337891 Iteration 34Q: 3 clusters Score -3377236 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 26062 members Entering Unmasked Estep Score: -3377277.500000 Penalty: 5076.337891 Iteration 35Q: 3 clusters Score -3377278 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 26145 members Entering Unmasked Estep Score: -3377299.000000 Penalty: 5076.337891 Iteration 36Q: 3 clusters Score -3377299 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 26228 members Entering Unmasked Estep Score: -3377326.750000 Penalty: 5076.337891 Iteration 37Q: 3 clusters Score -3377327 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 26315 members Entering Unmasked Estep Score: -3377378.000000 Penalty: 5076.337891 Iteration 38Q: 3 clusters Score -3377378 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 26400 members Entering Unmasked Estep Score: -3377404.750000 Penalty: 5076.337891 Iteration 39Q: 3 clusters Score -3377405 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 26476 members Entering Unmasked Estep Score: -3377441.750000 Penalty: 5076.337891 Iteration 40F: 3 clusters Score -3377442 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 26548 members Entering Unmasked Estep Score: -3377468.500000 Penalty: 5076.337891 Iteration 41Q: 3 clusters Score -3377468 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 26599 members Entering Unmasked Estep Score: -3377484.000000 Penalty: 5076.337891 Iteration 42Q: 3 clusters Score -3377484 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 26636 members Entering Unmasked Estep Score: -3377497.750000 Penalty: 5076.337891 Iteration 43Q: 3 clusters Score -3377498 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 26678 members Entering Unmasked Estep Score: -3377535.500000 Penalty: 5076.337891 Iteration 44Q: 3 clusters Score -3377536 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 26725 members Entering Unmasked Estep Score: -3377554.250000 Penalty: 5076.337891 Iteration 45Q: 3 clusters Score -3377554 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 26760 members Entering Unmasked Estep Score: -3377576.000000 Penalty: 5076.337891 Iteration 46Q: 3 clusters Score -3377576 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 26794 members Entering Unmasked Estep Score: -3377597.750000 Penalty: 5076.337891 Iteration 47Q: 3 clusters Score -3377598 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 26828 members Entering Unmasked Estep Score: -3377615.250000 Penalty: 5076.337891 Iteration 48Q: 3 clusters Score -3377615 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 26853 members Entering Unmasked Estep Score: -3377624.500000 Penalty: 5076.337891 Iteration 49Q: 3 clusters Score -3377624 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 26891 members Entering Unmasked Estep Score: -3377654.000000 Penalty: 5076.337891 Iteration 50Q: 3 clusters Score -3377654 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 26918 members Entering Unmasked Estep Score: -3377674.250000 Penalty: 5076.337891 Iteration 51Q: 3 clusters Score -3377674 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 26948 members Entering Unmasked Estep Score: -3377685.250000 Penalty: 5076.337891 Iteration 52Q: 3 clusters Score -3377685 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 26968 members Entering Unmasked Estep Score: -3377703.500000 Penalty: 5076.337891 Iteration 53Q: 3 clusters Score -3377704 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 26984 members Entering Unmasked Estep Score: -3377713.250000 Penalty: 5076.337891 Iteration 54Q: 3 clusters Score -3377713 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 26995 members Entering Unmasked Estep Score: -3377719.000000 Penalty: 5076.337891 Iteration 55Q: 3 clusters Score -3377719 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 27012 members Entering Unmasked Estep Score: -3377728.750000 Penalty: 5076.337891 Iteration 56Q: 3 clusters Score -3377729 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 27022 members Entering Unmasked Estep Score: -3377732.000000 Penalty: 5076.337891 Iteration 57Q: 3 clusters Score -3377732 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 27031 members Entering Unmasked Estep Score: -3377737.750000 Penalty: 5076.337891 Iteration 58Q: 3 clusters Score -3377738 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 27035 members Entering Unmasked Estep Score: -3377741.500000 Penalty: 5076.337891 Iteration 59Q: 3 clusters Score -3377742 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 27039 members Entering Unmasked Estep Score: -3377747.000000 Penalty: 5076.337891 Iteration 60F: 3 clusters Score -3377747 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 27043 members Entering Unmasked Estep Score: -3377749.500000 Penalty: 5076.337891 Iteration 61Q: 3 clusters Score -3377750 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 27046 members Entering Unmasked Estep Score: -3377748.250000 Penalty: 5076.337891 Iteration 62Q: 3 clusters Score -3377748 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 27050 members Entering Unmasked Estep Score: -3377755.500000 Penalty: 5076.337891 Iteration 63Q: 3 clusters Score -3377756 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 27054 members Entering Unmasked Estep Score: -3377759.750000 Penalty: 5076.337891 Iteration 64Q: 3 clusters Score -3377760 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 27060 members Entering Unmasked Estep Score: -3377769.500000 Penalty: 5076.337891 Iteration 65Q: 3 clusters Score -3377770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 27067 members Entering Unmasked Estep Score: -3377770.250000 Penalty: 5076.337891 Iteration 66Q: 3 clusters Score -3377770 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 27073 members Entering Unmasked Estep Score: -3377774.250000 Penalty: 5076.337891 Iteration 67Q: 3 clusters Score -3377774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 27076 members Entering Unmasked Estep Score: -3377780.250000 Penalty: 5076.337891 Iteration 68Q: 3 clusters Score -3377780 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 27074 members Entering Unmasked Estep Score: -3377780.250000 Penalty: 5076.337891 Iteration 69Q: 3 clusters Score -3377780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 27075 members Entering Unmasked Estep Score: -3377784.500000 Penalty: 5076.337891 Iteration 70Q: 3 clusters Score -3377784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 27077 members Entering Unmasked Estep Score: -3377787.250000 Penalty: 5076.337891 Iteration 71Q: 3 clusters Score -3377787 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 27077 members Entering Unmasked Estep Score: -3377787.250000 Penalty: 5076.337891 Iteration 72F: 3 clusters Score -3377787 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Entering Unmasked Estep Score: -512280.625000 Penalty: 2073.587891 Iteration 0F: 2 clusters Score -512280.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -508198.781250 Penalty: 4147.175781 Iteration 0F: 3 clusters Score -508198.8 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -509201.406250 Penalty: 4147.175781 Iteration 1F: 3 clusters Score -509201.4 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -509475.031250 Penalty: 4147.175781 Iteration 2F: 3 clusters Score -509475 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -509680.625000 Penalty: 4147.175781 Iteration 3F: 3 clusters Score -509680.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -509845.593750 Penalty: 4147.175781 Iteration 4F: 3 clusters Score -509845.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -509988.843750 Penalty: 4147.175781 Iteration 5Q: 3 clusters Score -509988.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -510113.468750 Penalty: 4147.175781 Iteration 6Q: 3 clusters Score -510113.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -510218.625000 Penalty: 4147.175781 Iteration 7Q: 3 clusters Score -510218.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -510318.906250 Penalty: 4147.175781 Iteration 8Q: 3 clusters Score -510318.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -510397.250000 Penalty: 4147.175781 Iteration 9Q: 3 clusters Score -510397.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -510469.562500 Penalty: 4147.175781 Iteration 10Q: 3 clusters Score -510469.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -510537.593750 Penalty: 4147.175781 Iteration 11Q: 3 clusters Score -510537.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -510602.937500 Penalty: 4147.175781 Iteration 12Q: 3 clusters Score -510602.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -510660.500000 Penalty: 4147.175781 Iteration 13Q: 3 clusters Score -510660.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -510700.937500 Penalty: 4147.175781 Iteration 14Q: 3 clusters Score -510700.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -510719.500000 Penalty: 4147.175781 Iteration 15Q: 3 clusters Score -510719.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -510739.968750 Penalty: 4147.175781 Iteration 16Q: 3 clusters Score -510740 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -510759.468750 Penalty: 4147.175781 Iteration 17Q: 3 clusters Score -510759.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -510778.281250 Penalty: 4147.175781 Iteration 18Q: 3 clusters Score -510778.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -510790.718750 Penalty: 4147.175781 Iteration 19Q: 3 clusters Score -510790.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -510795.562500 Penalty: 4147.175781 Iteration 20F: 3 clusters Score -510795.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -510802.156250 Penalty: 4147.175781 Iteration 21Q: 3 clusters Score -510802.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -510805.093750 Penalty: 4147.175781 Iteration 22Q: 3 clusters Score -510805.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -510807.812500 Penalty: 4147.175781 Iteration 23Q: 3 clusters Score -510807.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -510812.562500 Penalty: 4147.175781 Iteration 24Q: 3 clusters Score -510812.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -510814.750000 Penalty: 4147.175781 Iteration 25Q: 3 clusters Score -510814.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -510819.906250 Penalty: 4147.175781 Iteration 26Q: 3 clusters Score -510819.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -510823.187500 Penalty: 4147.175781 Iteration 27Q: 3 clusters Score -510823.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -510831.031250 Penalty: 4147.175781 Iteration 28Q: 3 clusters Score -510831 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -510837.250000 Penalty: 4147.175781 Iteration 29Q: 3 clusters Score -510837.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -510839.062500 Penalty: 4147.175781 Iteration 30Q: 3 clusters Score -510839.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -510841.562500 Penalty: 4147.175781 Iteration 31Q: 3 clusters Score -510841.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -510843.218750 Penalty: 4147.175781 Iteration 32Q: 3 clusters Score -510843.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -510844.625000 Penalty: 4147.175781 Iteration 33Q: 3 clusters Score -510844.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -510844.343750 Penalty: 4147.175781 Iteration 34Q: 3 clusters Score -510844.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -510845.562500 Penalty: 4147.175781 Iteration 35Q: 3 clusters Score -510845.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -510847.500000 Penalty: 4147.175781 Iteration 36Q: 3 clusters Score -510847.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -510847.656250 Penalty: 4147.175781 Iteration 37Q: 3 clusters Score -510847.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -510847.656250 Penalty: 4147.175781 Iteration 38F: 3 clusters Score -510847.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (98922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98922 members Entering Unmasked Estep Score: -12002230.000000 Penalty: 2852.517578 Iteration 0F: 2 clusters Score -1.200223e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49768 members Mstep: Class 2 contains 49154 members Entering Unmasked Estep Score: -11936179.000000 Penalty: 5705.035156 Iteration 0F: 3 clusters Score -1.193618e+07 nChanged 46708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52946 members Mstep: Class 2 contains 45976 members Entering Unmasked Estep Score: -11962916.000000 Penalty: 5705.035156 Iteration 1F: 3 clusters Score -1.196292e+07 nChanged 3864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55192 members Mstep: Class 2 contains 43730 members Entering Unmasked Estep Score: -11964221.000000 Penalty: 5705.035156 Iteration 2Q: 3 clusters Score -1.196422e+07 nChanged 4373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58489 members Mstep: Class 2 contains 40433 members Entering Unmasked Estep Score: -11965962.000000 Penalty: 5705.035156 Iteration 3Q: 3 clusters Score -1.196596e+07 nChanged 5465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63314 members Mstep: Class 2 contains 35608 members Entering Unmasked Estep Score: -11968876.000000 Penalty: 5705.035156 Iteration 4F: 3 clusters Score -1.196888e+07 nChanged 6736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69696 members Mstep: Class 2 contains 29226 members Entering Unmasked Estep Score: -11973473.000000 Penalty: 5705.035156 Iteration 5F: 3 clusters Score -1.197347e+07 nChanged 7908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77488 members Mstep: Class 2 contains 21434 members Entering Unmasked Estep Score: -11980269.000000 Penalty: 5705.035156 Iteration 6F: 3 clusters Score -1.198027e+07 nChanged 7890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85304 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -11987680.000000 Penalty: 5705.035156 Iteration 7F: 3 clusters Score -1.198768e+07 nChanged 6050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91320 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -11993336.000000 Penalty: 5705.035156 Iteration 8F: 3 clusters Score -1.199334e+07 nChanged 3653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94937 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -11996695.000000 Penalty: 5705.035156 Iteration 9Q: 3 clusters Score -1.19967e+07 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96755 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -11998381.000000 Penalty: 5705.035156 Iteration 10Q: 3 clusters Score -1.199838e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97546 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -11999145.000000 Penalty: 5705.035156 Iteration 11Q: 3 clusters Score -1.199914e+07 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97869 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -11999529.000000 Penalty: 5705.035156 Iteration 12Q: 3 clusters Score -1.199953e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98030 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -11999721.000000 Penalty: 5705.035156 Iteration 13Q: 3 clusters Score -1.199972e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98127 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -11999842.000000 Penalty: 5705.035156 Iteration 14Q: 3 clusters Score -1.199984e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98177 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -11999919.000000 Penalty: 5705.035156 Iteration 15Q: 3 clusters Score -1.199992e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98203 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -11999973.000000 Penalty: 5705.035156 Iteration 16Q: 3 clusters Score -1.199997e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98226 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -12000026.000000 Penalty: 5705.035156 Iteration 17Q: 3 clusters Score -1.200003e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98245 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -12000032.000000 Penalty: 5705.035156 Iteration 18Q: 3 clusters Score -1.200003e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98249 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -12000058.000000 Penalty: 5705.035156 Iteration 19Q: 3 clusters Score -1.200006e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98260 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -12000074.000000 Penalty: 5705.035156 Iteration 20F: 3 clusters Score -1.200007e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98271 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -12000108.000000 Penalty: 5705.035156 Iteration 21Q: 3 clusters Score -1.200011e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98286 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -12000129.000000 Penalty: 5705.035156 Iteration 22Q: 3 clusters Score -1.200013e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98293 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -12000136.000000 Penalty: 5705.035156 Iteration 23Q: 3 clusters Score -1.200014e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98303 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -12000144.000000 Penalty: 5705.035156 Iteration 24Q: 3 clusters Score -1.200014e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98307 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -12000147.000000 Penalty: 5705.035156 Iteration 25Q: 3 clusters Score -1.200015e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98308 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -12000151.000000 Penalty: 5705.035156 Iteration 26Q: 3 clusters Score -1.200015e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98311 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -12000162.000000 Penalty: 5705.035156 Iteration 27Q: 3 clusters Score -1.200016e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98311 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -12000157.000000 Penalty: 5705.035156 Iteration 28Q: 3 clusters Score -1.200016e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98314 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -12000158.000000 Penalty: 5705.035156 Iteration 29Q: 3 clusters Score -1.200016e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98313 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -12000162.000000 Penalty: 5705.035156 Iteration 30Q: 3 clusters Score -1.200016e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98312 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -12000169.000000 Penalty: 5705.035156 Iteration 31Q: 3 clusters Score -1.200017e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98311 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -12000164.000000 Penalty: 5705.035156 Iteration 32Q: 3 clusters Score -1.200016e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98311 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -12000164.000000 Penalty: 5705.035156 Iteration 33F: 3 clusters Score -1.200016e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Entering Unmasked Estep Score: -1090442.000000 Penalty: 2258.695557 Iteration 0F: 2 clusters Score -1090442 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1083404.375000 Penalty: 4517.391113 Iteration 0F: 3 clusters Score -1083404 nChanged 3628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -1085366.000000 Penalty: 4517.391113 Iteration 1F: 3 clusters Score -1085366 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1085615.875000 Penalty: 4517.391113 Iteration 2F: 3 clusters Score -1085616 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1085797.250000 Penalty: 4517.391113 Iteration 3Q: 3 clusters Score -1085797 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1085954.375000 Penalty: 4517.391113 Iteration 4Q: 3 clusters Score -1085954 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1086083.875000 Penalty: 4517.391113 Iteration 5Q: 3 clusters Score -1086084 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1086191.000000 Penalty: 4517.391113 Iteration 6Q: 3 clusters Score -1086191 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1086291.250000 Penalty: 4517.391113 Iteration 7Q: 3 clusters Score -1086291 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -1086392.875000 Penalty: 4517.391113 Iteration 8Q: 3 clusters Score -1086393 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1086486.375000 Penalty: 4517.391113 Iteration 9Q: 3 clusters Score -1086486 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -1086572.750000 Penalty: 4517.391113 Iteration 10Q: 3 clusters Score -1086573 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1086662.875000 Penalty: 4517.391113 Iteration 11Q: 3 clusters Score -1086663 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -1086767.875000 Penalty: 4517.391113 Iteration 12Q: 3 clusters Score -1086768 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -1086887.875000 Penalty: 4517.391113 Iteration 13Q: 3 clusters Score -1086888 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -1087034.125000 Penalty: 4517.391113 Iteration 14Q: 3 clusters Score -1087034 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -1087205.125000 Penalty: 4517.391113 Iteration 15Q: 3 clusters Score -1087205 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -1087384.750000 Penalty: 4517.391113 Iteration 16Q: 3 clusters Score -1087385 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -1087588.000000 Penalty: 4517.391113 Iteration 17Q: 3 clusters Score -1087588 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1087783.000000 Penalty: 4517.391113 Iteration 18Q: 3 clusters Score -1087783 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -1087915.750000 Penalty: 4517.391113 Iteration 19Q: 3 clusters Score -1087916 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1088018.750000 Penalty: 4517.391113 Iteration 20F: 3 clusters Score -1088019 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1088110.250000 Penalty: 4517.391113 Iteration 21Q: 3 clusters Score -1088110 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1088178.375000 Penalty: 4517.391113 Iteration 22Q: 3 clusters Score -1088178 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1088238.375000 Penalty: 4517.391113 Iteration 23Q: 3 clusters Score -1088238 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1088284.000000 Penalty: 4517.391113 Iteration 24Q: 3 clusters Score -1088284 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8414 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -1088314.375000 Penalty: 4517.391113 Iteration 25Q: 3 clusters Score -1088314 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8439 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1088334.875000 Penalty: 4517.391113 Iteration 26Q: 3 clusters Score -1088335 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1088353.875000 Penalty: 4517.391113 Iteration 27Q: 3 clusters Score -1088354 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1088373.500000 Penalty: 4517.391113 Iteration 28Q: 3 clusters Score -1088374 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1088388.250000 Penalty: 4517.391113 Iteration 29Q: 3 clusters Score -1088388 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1088406.375000 Penalty: 4517.391113 Iteration 30Q: 3 clusters Score -1088406 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1088420.625000 Penalty: 4517.391113 Iteration 31Q: 3 clusters Score -1088421 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1088426.250000 Penalty: 4517.391113 Iteration 32Q: 3 clusters Score -1088426 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1088431.375000 Penalty: 4517.391113 Iteration 33Q: 3 clusters Score -1088431 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1088435.000000 Penalty: 4517.391113 Iteration 34Q: 3 clusters Score -1088435 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -1088436.000000 Penalty: 4517.391113 Iteration 35Q: 3 clusters Score -1088436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1088438.125000 Penalty: 4517.391113 Iteration 36Q: 3 clusters Score -1088438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1088439.750000 Penalty: 4517.391113 Iteration 37Q: 3 clusters Score -1088440 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1088444.125000 Penalty: 4517.391113 Iteration 38Q: 3 clusters Score -1088444 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1088449.625000 Penalty: 4517.391113 Iteration 39Q: 3 clusters Score -1088450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -1088451.375000 Penalty: 4517.391113 Iteration 40F: 3 clusters Score -1088451 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1088453.000000 Penalty: 4517.391113 Iteration 41Q: 3 clusters Score -1088453 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8582 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1088455.000000 Penalty: 4517.391113 Iteration 42Q: 3 clusters Score -1088455 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1088455.875000 Penalty: 4517.391113 Iteration 43Q: 3 clusters Score -1088456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8582 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1088457.000000 Penalty: 4517.391113 Iteration 44Q: 3 clusters Score -1088457 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1088457.125000 Penalty: 4517.391113 Iteration 45Q: 3 clusters Score -1088457 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1088458.500000 Penalty: 4517.391113 Iteration 46Q: 3 clusters Score -1088458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1088461.750000 Penalty: 4517.391113 Iteration 47Q: 3 clusters Score -1088462 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -1088467.500000 Penalty: 4517.391113 Iteration 48Q: 3 clusters Score -1088468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -1088471.000000 Penalty: 4517.391113 Iteration 49Q: 3 clusters Score -1088471 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -1088472.750000 Penalty: 4517.391113 Iteration 50Q: 3 clusters Score -1088473 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -1088476.375000 Penalty: 4517.391113 Iteration 51Q: 3 clusters Score -1088476 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -1088479.125000 Penalty: 4517.391113 Iteration 52Q: 3 clusters Score -1088479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -1088479.125000 Penalty: 4517.391113 Iteration 53Q: 3 clusters Score -1088479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1088479.625000 Penalty: 4517.391113 Iteration 54Q: 3 clusters Score -1088480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1088479.125000 Penalty: 4517.391113 Iteration 55Q: 3 clusters Score -1088479 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1088479.125000 Penalty: 4517.391113 Iteration 56F: 3 clusters Score -1088479 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (11206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11206 members Entering Unmasked Estep Score: -1359230.250000 Penalty: 2312.402588 Iteration 0F: 2 clusters Score -1359230 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1350774.875000 Penalty: 4624.805176 Iteration 0F: 3 clusters Score -1350775 nChanged 4635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1353272.625000 Penalty: 4624.805176 Iteration 1F: 3 clusters Score -1353273 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1353581.375000 Penalty: 4624.805176 Iteration 2F: 3 clusters Score -1353581 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1353792.375000 Penalty: 4624.805176 Iteration 3Q: 3 clusters Score -1353792 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1353945.000000 Penalty: 4624.805176 Iteration 4Q: 3 clusters Score -1353945 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1354063.375000 Penalty: 4624.805176 Iteration 5Q: 3 clusters Score -1354063 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -1354197.250000 Penalty: 4624.805176 Iteration 6Q: 3 clusters Score -1354197 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -1354325.875000 Penalty: 4624.805176 Iteration 7Q: 3 clusters Score -1354326 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1354474.000000 Penalty: 4624.805176 Iteration 8Q: 3 clusters Score -1354474 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1354649.750000 Penalty: 4624.805176 Iteration 9Q: 3 clusters Score -1354650 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -1354801.625000 Penalty: 4624.805176 Iteration 10Q: 3 clusters Score -1354802 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1354959.750000 Penalty: 4624.805176 Iteration 11Q: 3 clusters Score -1354960 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1355150.375000 Penalty: 4624.805176 Iteration 12Q: 3 clusters Score -1355150 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1355366.000000 Penalty: 4624.805176 Iteration 13Q: 3 clusters Score -1355366 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1355576.125000 Penalty: 4624.805176 Iteration 14Q: 3 clusters Score -1355576 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1355752.375000 Penalty: 4624.805176 Iteration 15Q: 3 clusters Score -1355752 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1355884.625000 Penalty: 4624.805176 Iteration 16Q: 3 clusters Score -1355885 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1355992.375000 Penalty: 4624.805176 Iteration 17Q: 3 clusters Score -1355992 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1356072.125000 Penalty: 4624.805176 Iteration 18Q: 3 clusters Score -1356072 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1356122.250000 Penalty: 4624.805176 Iteration 19Q: 3 clusters Score -1356122 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -1356162.125000 Penalty: 4624.805176 Iteration 20F: 3 clusters Score -1356162 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1356189.500000 Penalty: 4624.805176 Iteration 21Q: 3 clusters Score -1356190 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1356211.750000 Penalty: 4624.805176 Iteration 22Q: 3 clusters Score -1356212 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -1356229.250000 Penalty: 4624.805176 Iteration 23Q: 3 clusters Score -1356229 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1356237.375000 Penalty: 4624.805176 Iteration 24Q: 3 clusters Score -1356237 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -1356243.875000 Penalty: 4624.805176 Iteration 25Q: 3 clusters Score -1356244 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -1356250.625000 Penalty: 4624.805176 Iteration 26Q: 3 clusters Score -1356251 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -1356253.875000 Penalty: 4624.805176 Iteration 27Q: 3 clusters Score -1356254 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -1356260.500000 Penalty: 4624.805176 Iteration 28Q: 3 clusters Score -1356260 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -1356263.375000 Penalty: 4624.805176 Iteration 29Q: 3 clusters Score -1356263 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1356267.500000 Penalty: 4624.805176 Iteration 30Q: 3 clusters Score -1356268 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -1356268.625000 Penalty: 4624.805176 Iteration 31Q: 3 clusters Score -1356269 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1356269.875000 Penalty: 4624.805176 Iteration 32Q: 3 clusters Score -1356270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -1356271.000000 Penalty: 4624.805176 Iteration 33Q: 3 clusters Score -1356271 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -1356272.250000 Penalty: 4624.805176 Iteration 34Q: 3 clusters Score -1356272 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -1356274.250000 Penalty: 4624.805176 Iteration 35Q: 3 clusters Score -1356274 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -1356276.000000 Penalty: 4624.805176 Iteration 36Q: 3 clusters Score -1356276 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -1356280.625000 Penalty: 4624.805176 Iteration 37Q: 3 clusters Score -1356281 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -1356283.500000 Penalty: 4624.805176 Iteration 38Q: 3 clusters Score -1356284 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -1356283.500000 Penalty: 4624.805176 Iteration 39Q: 3 clusters Score -1356284 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1356282.750000 Penalty: 4624.805176 Iteration 40F: 3 clusters Score -1356283 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1356288.250000 Penalty: 4624.805176 Iteration 41Q: 3 clusters Score -1356288 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1356290.875000 Penalty: 4624.805176 Iteration 42Q: 3 clusters Score -1356291 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -1356291.625000 Penalty: 4624.805176 Iteration 43Q: 3 clusters Score -1356292 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -1356289.875000 Penalty: 4624.805176 Iteration 44Q: 3 clusters Score -1356290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -1356291.000000 Penalty: 4624.805176 Iteration 45Q: 3 clusters Score -1356291 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -1356290.500000 Penalty: 4624.805176 Iteration 46Q: 3 clusters Score -1356290 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -1356290.500000 Penalty: 4624.805176 Iteration 47F: 3 clusters Score -1356290 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Entering Unmasked Estep Score: -216526.031250 Penalty: 1886.260620 Iteration 0F: 2 clusters Score -216526 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -213938.421875 Penalty: 3772.521240 Iteration 0F: 3 clusters Score -213938.4 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -214437.468750 Penalty: 3772.521240 Iteration 1F: 3 clusters Score -214437.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -214564.109375 Penalty: 3772.521240 Iteration 2F: 3 clusters Score -214564.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -214644.109375 Penalty: 3772.521240 Iteration 3Q: 3 clusters Score -214644.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -214684.343750 Penalty: 3772.521240 Iteration 4Q: 3 clusters Score -214684.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -214716.906250 Penalty: 3772.521240 Iteration 5Q: 3 clusters Score -214716.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -214749.203125 Penalty: 3772.521240 Iteration 6Q: 3 clusters Score -214749.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -214767.328125 Penalty: 3772.521240 Iteration 7Q: 3 clusters Score -214767.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -214780.421875 Penalty: 3772.521240 Iteration 8Q: 3 clusters Score -214780.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -214792.109375 Penalty: 3772.521240 Iteration 9Q: 3 clusters Score -214792.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -214803.484375 Penalty: 3772.521240 Iteration 10Q: 3 clusters Score -214803.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -214813.843750 Penalty: 3772.521240 Iteration 11Q: 3 clusters Score -214813.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -214820.906250 Penalty: 3772.521240 Iteration 12Q: 3 clusters Score -214820.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -214823.875000 Penalty: 3772.521240 Iteration 13Q: 3 clusters Score -214823.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -214826.593750 Penalty: 3772.521240 Iteration 14Q: 3 clusters Score -214826.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -214828.312500 Penalty: 3772.521240 Iteration 15Q: 3 clusters Score -214828.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -214830.890625 Penalty: 3772.521240 Iteration 16Q: 3 clusters Score -214830.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -214835.000000 Penalty: 3772.521240 Iteration 17Q: 3 clusters Score -214835 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -214839.609375 Penalty: 3772.521240 Iteration 18Q: 3 clusters Score -214839.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -214843.203125 Penalty: 3772.521240 Iteration 19Q: 3 clusters Score -214843.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -214845.859375 Penalty: 3772.521240 Iteration 20F: 3 clusters Score -214845.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -214850.218750 Penalty: 3772.521240 Iteration 21Q: 3 clusters Score -214850.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -214850.140625 Penalty: 3772.521240 Iteration 22Q: 3 clusters Score -214850.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -214850.140625 Penalty: 3772.521240 Iteration 23F: 3 clusters Score -214850.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Entering Unmasked Estep Score: -378763.031250 Penalty: 2018.798340 Iteration 0F: 2 clusters Score -378763 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -375279.156250 Penalty: 4037.596680 Iteration 0F: 3 clusters Score -375279.2 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -376084.906250 Penalty: 4037.596680 Iteration 1F: 3 clusters Score -376084.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -376277.687500 Penalty: 4037.596680 Iteration 2F: 3 clusters Score -376277.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -376416.593750 Penalty: 4037.596680 Iteration 3F: 3 clusters Score -376416.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -376501.937500 Penalty: 4037.596680 Iteration 4Q: 3 clusters Score -376501.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -376560.562500 Penalty: 4037.596680 Iteration 5Q: 3 clusters Score -376560.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -376603.687500 Penalty: 4037.596680 Iteration 6Q: 3 clusters Score -376603.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -376637.062500 Penalty: 4037.596680 Iteration 7Q: 3 clusters Score -376637.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -376673.406250 Penalty: 4037.596680 Iteration 8Q: 3 clusters Score -376673.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -376702.406250 Penalty: 4037.596680 Iteration 9Q: 3 clusters Score -376702.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -376726.281250 Penalty: 4037.596680 Iteration 10Q: 3 clusters Score -376726.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -376747.343750 Penalty: 4037.596680 Iteration 11Q: 3 clusters Score -376747.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -376772.562500 Penalty: 4037.596680 Iteration 12Q: 3 clusters Score -376772.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -376807.500000 Penalty: 4037.596680 Iteration 13Q: 3 clusters Score -376807.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -376847.156250 Penalty: 4037.596680 Iteration 14Q: 3 clusters Score -376847.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -376891.906250 Penalty: 4037.596680 Iteration 15Q: 3 clusters Score -376891.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -376939.968750 Penalty: 4037.596680 Iteration 16Q: 3 clusters Score -376940 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -376974.031250 Penalty: 4037.596680 Iteration 17Q: 3 clusters Score -376974 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -376996.218750 Penalty: 4037.596680 Iteration 18Q: 3 clusters Score -376996.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -377018.218750 Penalty: 4037.596680 Iteration 19Q: 3 clusters Score -377018.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -377045.093750 Penalty: 4037.596680 Iteration 20F: 3 clusters Score -377045.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -377071.343750 Penalty: 4037.596680 Iteration 21Q: 3 clusters Score -377071.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -377093.468750 Penalty: 4037.596680 Iteration 22Q: 3 clusters Score -377093.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -377110.218750 Penalty: 4037.596680 Iteration 23Q: 3 clusters Score -377110.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -377130.843750 Penalty: 4037.596680 Iteration 24Q: 3 clusters Score -377130.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -377149.687500 Penalty: 4037.596680 Iteration 25Q: 3 clusters Score -377149.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -377158.718750 Penalty: 4037.596680 Iteration 26Q: 3 clusters Score -377158.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -377168.281250 Penalty: 4037.596680 Iteration 27Q: 3 clusters Score -377168.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -377177.656250 Penalty: 4037.596680 Iteration 28Q: 3 clusters Score -377177.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -377184.593750 Penalty: 4037.596680 Iteration 29Q: 3 clusters Score -377184.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -377188.125000 Penalty: 4037.596680 Iteration 30Q: 3 clusters Score -377188.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -377191.718750 Penalty: 4037.596680 Iteration 31Q: 3 clusters Score -377191.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -377201.625000 Penalty: 4037.596680 Iteration 32Q: 3 clusters Score -377201.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -377214.062500 Penalty: 4037.596680 Iteration 33Q: 3 clusters Score -377214.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -377221.406250 Penalty: 4037.596680 Iteration 34Q: 3 clusters Score -377221.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -377228.000000 Penalty: 4037.596680 Iteration 35Q: 3 clusters Score -377228 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -377230.781250 Penalty: 4037.596680 Iteration 36Q: 3 clusters Score -377230.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -377233.406250 Penalty: 4037.596680 Iteration 37Q: 3 clusters Score -377233.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -377236.218750 Penalty: 4037.596680 Iteration 38Q: 3 clusters Score -377236.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -377238.687500 Penalty: 4037.596680 Iteration 39Q: 3 clusters Score -377238.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -377244.156250 Penalty: 4037.596680 Iteration 40F: 3 clusters Score -377244.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -377246.468750 Penalty: 4037.596680 Iteration 41Q: 3 clusters Score -377246.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -377247.500000 Penalty: 4037.596680 Iteration 42Q: 3 clusters Score -377247.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -377248.812500 Penalty: 4037.596680 Iteration 43Q: 3 clusters Score -377248.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -377251.937500 Penalty: 4037.596680 Iteration 44Q: 3 clusters Score -377251.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -377256.375000 Penalty: 4037.596680 Iteration 45Q: 3 clusters Score -377256.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -377261.750000 Penalty: 4037.596680 Iteration 46Q: 3 clusters Score -377261.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -377269.937500 Penalty: 4037.596680 Iteration 47Q: 3 clusters Score -377269.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -377278.000000 Penalty: 4037.596680 Iteration 48Q: 3 clusters Score -377278 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -377281.625000 Penalty: 4037.596680 Iteration 49Q: 3 clusters Score -377281.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -377284.031250 Penalty: 4037.596680 Iteration 50Q: 3 clusters Score -377284 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -377286.500000 Penalty: 4037.596680 Iteration 51Q: 3 clusters Score -377286.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -377289.000000 Penalty: 4037.596680 Iteration 52Q: 3 clusters Score -377289 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -377289.406250 Penalty: 4037.596680 Iteration 53Q: 3 clusters Score -377289.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -377289.406250 Penalty: 4037.596680 Iteration 54F: 3 clusters Score -377289.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (12255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12255 members Entering Unmasked Estep Score: -1469121.125000 Penalty: 2334.594971 Iteration 0F: 2 clusters Score -1469121 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -1460100.125000 Penalty: 4669.189941 Iteration 0F: 3 clusters Score -1460100 nChanged 5198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -1462857.875000 Penalty: 4669.189941 Iteration 1F: 3 clusters Score -1462858 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -1463206.500000 Penalty: 4669.189941 Iteration 2F: 3 clusters Score -1463206 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -1463528.875000 Penalty: 4669.189941 Iteration 3Q: 3 clusters Score -1463529 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -1463893.750000 Penalty: 4669.189941 Iteration 4F: 3 clusters Score -1463894 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -1464273.250000 Penalty: 4669.189941 Iteration 5F: 3 clusters Score -1464273 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -1464701.750000 Penalty: 4669.189941 Iteration 6F: 3 clusters Score -1464702 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1465151.250000 Penalty: 4669.189941 Iteration 7F: 3 clusters Score -1465151 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -1465585.250000 Penalty: 4669.189941 Iteration 8F: 3 clusters Score -1465585 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -1466003.375000 Penalty: 4669.189941 Iteration 9Q: 3 clusters Score -1466003 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1466402.875000 Penalty: 4669.189941 Iteration 10Q: 3 clusters Score -1466403 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1466816.000000 Penalty: 4669.189941 Iteration 11Q: 3 clusters Score -1466816 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -1467135.625000 Penalty: 4669.189941 Iteration 12Q: 3 clusters Score -1467136 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -1467322.000000 Penalty: 4669.189941 Iteration 13Q: 3 clusters Score -1467322 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1467450.875000 Penalty: 4669.189941 Iteration 14Q: 3 clusters Score -1467451 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1467520.500000 Penalty: 4669.189941 Iteration 15Q: 3 clusters Score -1467520 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1467562.750000 Penalty: 4669.189941 Iteration 16Q: 3 clusters Score -1467563 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1467591.500000 Penalty: 4669.189941 Iteration 17Q: 3 clusters Score -1467592 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1467616.875000 Penalty: 4669.189941 Iteration 18Q: 3 clusters Score -1467617 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1467634.000000 Penalty: 4669.189941 Iteration 19Q: 3 clusters Score -1467634 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -1467650.375000 Penalty: 4669.189941 Iteration 20F: 3 clusters Score -1467650 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1467670.500000 Penalty: 4669.189941 Iteration 21Q: 3 clusters Score -1467670 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -1467684.625000 Penalty: 4669.189941 Iteration 22Q: 3 clusters Score -1467685 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 4782 members Entering Unmasked 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Entering Unmasked Estep Score: -1467744.625000 Penalty: 4669.189941 Iteration 27Q: 3 clusters Score -1467745 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1467759.125000 Penalty: 4669.189941 Iteration 28Q: 3 clusters Score -1467759 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1467767.625000 Penalty: 4669.189941 Iteration 29Q: 3 clusters Score -1467768 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -1467769.375000 Penalty: 4669.189941 Iteration 30Q: 3 clusters Score -1467769 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1467774.125000 Penalty: 4669.189941 Iteration 31Q: 3 clusters Score -1467774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1467782.750000 Penalty: 4669.189941 Iteration 32Q: 3 clusters Score -1467783 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1467783.750000 Penalty: 4669.189941 Iteration 33Q: 3 clusters Score -1467784 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1467798.250000 Penalty: 4669.189941 Iteration 34Q: 3 clusters Score -1467798 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1467807.875000 Penalty: 4669.189941 Iteration 35Q: 3 clusters Score -1467808 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1467811.375000 Penalty: 4669.189941 Iteration 36Q: 3 clusters Score -1467811 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1467818.000000 Penalty: 4669.189941 Iteration 37Q: 3 clusters Score -1467818 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1467831.375000 Penalty: 4669.189941 Iteration 38Q: 3 clusters Score -1467831 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1467832.625000 Penalty: 4669.189941 Iteration 39Q: 3 clusters Score -1467833 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7927 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1467843.000000 Penalty: 4669.189941 Iteration 40F: 3 clusters Score -1467843 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1467850.000000 Penalty: 4669.189941 Iteration 41Q: 3 clusters Score -1467850 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -1467853.875000 Penalty: 4669.189941 Iteration 42Q: 3 clusters Score -1467854 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1467857.625000 Penalty: 4669.189941 Iteration 43Q: 3 clusters Score -1467858 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1467855.125000 Penalty: 4669.189941 Iteration 44Q: 3 clusters Score -1467855 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1467861.250000 Penalty: 4669.189941 Iteration 45Q: 3 clusters Score -1467861 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1467868.875000 Penalty: 4669.189941 Iteration 46Q: 3 clusters Score -1467869 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1467868.500000 Penalty: 4669.189941 Iteration 47Q: 3 clusters Score -1467868 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1467874.375000 Penalty: 4669.189941 Iteration 48Q: 3 clusters Score -1467874 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -1467879.625000 Penalty: 4669.189941 Iteration 49Q: 3 clusters Score -1467880 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -1467886.250000 Penalty: 4669.189941 Iteration 50Q: 3 clusters Score -1467886 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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contains 0 members Mstep: Class 1 contains 8208 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1467899.250000 Penalty: 4669.189941 Iteration 55Q: 3 clusters Score -1467899 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1467902.375000 Penalty: 4669.189941 Iteration 56Q: 3 clusters Score -1467902 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1467907.375000 Penalty: 4669.189941 Iteration 57Q: 3 clusters Score -1467907 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -1467907.625000 Penalty: 4669.189941 Iteration 58Q: 3 clusters Score -1467908 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8255 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -1467910.375000 Penalty: 4669.189941 Iteration 59Q: 3 clusters Score -1467910 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -1467917.000000 Penalty: 4669.189941 Iteration 60F: 3 clusters Score -1467917 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8287 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -1467917.250000 Penalty: 4669.189941 Iteration 61Q: 3 clusters Score -1467917 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8297 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -1467916.625000 Penalty: 4669.189941 Iteration 62Q: 3 clusters Score -1467917 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1467920.125000 Penalty: 4669.189941 Iteration 63Q: 3 clusters Score -1467920 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8327 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -1467921.125000 Penalty: 4669.189941 Iteration 64Q: 3 clusters Score -1467921 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1467923.000000 Penalty: 4669.189941 Iteration 65Q: 3 clusters Score -1467923 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1467935.750000 Penalty: 4669.189941 Iteration 66Q: 3 clusters Score -1467936 nChanged 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-1467959 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -1467965.000000 Penalty: 4669.189941 Iteration 71Q: 3 clusters Score -1467965 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1467966.250000 Penalty: 4669.189941 Iteration 72Q: 3 clusters Score -1467966 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -1467965.125000 Penalty: 4669.189941 Iteration 73Q: 3 clusters Score -1467965 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -1467967.125000 Penalty: 4669.189941 Iteration 74Q: 3 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Iteration 82Q: 3 clusters Score -1467974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1467974.500000 Penalty: 4669.189941 Iteration 83Q: 3 clusters Score -1467974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -1467974.250000 Penalty: 4669.189941 Iteration 84Q: 3 clusters Score -1467974 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1467975.625000 Penalty: 4669.189941 Iteration 85Q: 3 clusters Score -1467976 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -1467981.125000 Penalty: 4669.189941 Iteration 86Q: 3 clusters Score -1467981 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1467982.500000 Penalty: 4669.189941 Iteration 87Q: 3 clusters Score -1467982 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -1467983.875000 Penalty: 4669.189941 Iteration 88Q: 3 clusters Score -1467984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -1467982.875000 Penalty: 4669.189941 Iteration 89Q: 3 clusters Score -1467983 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8645 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -1467984.375000 Penalty: 4669.189941 Iteration 90Q: 3 clusters Score -1467984 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -1467987.625000 Penalty: 4669.189941 Iteration 91Q: 3 clusters Score -1467988 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -1467992.000000 Penalty: 4669.189941 Iteration 92Q: 3 clusters Score -1467992 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8683 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1467992.750000 Penalty: 4669.189941 Iteration 93Q: 3 clusters Score -1467993 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1467998.375000 Penalty: 4669.189941 Iteration 94Q: 3 clusters Score -1467998 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -1468003.750000 Penalty: 4669.189941 Iteration 95Q: 3 clusters Score -1468004 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8728 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -1468003.500000 Penalty: 4669.189941 Iteration 96Q: 3 clusters Score -1468004 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8740 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -1468001.250000 Penalty: 4669.189941 Iteration 97Q: 3 clusters Score -1468001 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8750 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -1468007.000000 Penalty: 4669.189941 Iteration 98Q: 3 clusters Score -1468007 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8755 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1468008.750000 Penalty: 4669.189941 Iteration 99Q: 3 clusters Score -1468009 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8761 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1468008.375000 Penalty: 4669.189941 Iteration 100F: 3 clusters Score -1468008 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -1468009.125000 Penalty: 4669.189941 Iteration 101Q: 3 clusters Score -1468009 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8778 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1468010.625000 Penalty: 4669.189941 Iteration 102Q: 3 clusters Score -1468011 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8793 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1468010.875000 Penalty: 4669.189941 Iteration 103Q: 3 clusters Score -1468011 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -1468014.625000 Penalty: 4669.189941 Iteration 104Q: 3 clusters Score -1468015 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1468019.250000 Penalty: 4669.189941 Iteration 105Q: 3 clusters Score -1468019 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1468023.875000 Penalty: 4669.189941 Iteration 106Q: 3 clusters Score -1468024 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -1468023.000000 Penalty: 4669.189941 Iteration 107Q: 3 clusters Score -1468023 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1468028.500000 Penalty: 4669.189941 Iteration 108Q: 3 clusters Score -1468028 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1468035.000000 Penalty: 4669.189941 Iteration 109Q: 3 clusters Score -1468035 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -1468037.500000 Penalty: 4669.189941 Iteration 110Q: 3 clusters Score -1468038 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1468039.625000 Penalty: 4669.189941 Iteration 111Q: 3 clusters Score -1468040 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1468045.750000 Penalty: 4669.189941 Iteration 112Q: 3 clusters Score -1468046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -1468046.875000 Penalty: 4669.189941 Iteration 113Q: 3 clusters Score -1468047 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -1468048.750000 Penalty: 4669.189941 Iteration 114Q: 3 clusters Score -1468049 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1468054.500000 Penalty: 4669.189941 Iteration 115Q: 3 clusters Score -1468054 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9003 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1468059.500000 Penalty: 4669.189941 Iteration 116Q: 3 clusters Score -1468060 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1468056.875000 Penalty: 4669.189941 Iteration 117Q: 3 clusters Score -1468057 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -1468060.375000 Penalty: 4669.189941 Iteration 118Q: 3 clusters Score -1468060 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1468061.875000 Penalty: 4669.189941 Iteration 119Q: 3 clusters Score -1468062 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1468063.750000 Penalty: 4669.189941 Iteration 120F: 3 clusters Score -1468064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -1468061.000000 Penalty: 4669.189941 Iteration 121Q: 3 clusters Score -1468061 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1468065.375000 Penalty: 4669.189941 Iteration 122Q: 3 clusters Score -1468065 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1468065.250000 Penalty: 4669.189941 Iteration 123Q: 3 clusters Score -1468065 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1468062.125000 Penalty: 4669.189941 Iteration 124Q: 3 clusters Score -1468062 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1468065.875000 Penalty: 4669.189941 Iteration 125Q: 3 clusters Score -1468066 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -1468068.875000 Penalty: 4669.189941 Iteration 126Q: 3 clusters Score -1468069 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1468070.250000 Penalty: 4669.189941 Iteration 127Q: 3 clusters Score -1468070 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1468068.875000 Penalty: 4669.189941 Iteration 128Q: 3 clusters Score -1468069 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -1468068.750000 Penalty: 4669.189941 Iteration 129Q: 3 clusters Score -1468069 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1468068.250000 Penalty: 4669.189941 Iteration 130Q: 3 clusters Score -1468068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1468068.250000 Penalty: 4669.189941 Iteration 131F: 3 clusters Score -1468068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2584 members Mstep: Class 4 contains 4822 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3726 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53922 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12264 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27849 members Mstep: Class 14 contains 4278 members Mstep: Class 15 contains 98922 members Mstep: Class 16 contains 9024 members Mstep: Class 17 contains 11206 members Mstep: Class 18 contains 2010 members Mstep: Class 19 contains 3430 members Mstep: Class 20 contains 12255 members Entering Unmasked Estep ConsiderDeletion Score: -33512110.000000 Penalty: 59165.464844 Iteration 79Q: 20 clusters Score -3.351211e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2584 members Mstep: Class 4 contains 4825 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3726 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53922 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12266 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27849 members Mstep: Class 14 contains 4280 members Mstep: Class 15 contains 98921 members Mstep: Class 16 contains 9023 members Mstep: Class 17 contains 11207 members Mstep: Class 18 contains 2010 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 12251 members Entering Unmasked Estep ConsiderDeletion Score: -33512128.000000 Penalty: 59165.464844 Iteration 80F: 20 clusters Score -3.351213e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2584 members Mstep: Class 4 contains 4826 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3726 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53921 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12266 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27849 members Mstep: Class 14 contains 4281 members Mstep: Class 15 contains 98921 members Mstep: Class 16 contains 9021 members Mstep: Class 17 contains 11209 members Mstep: Class 18 contains 2010 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 12250 members Entering Unmasked Estep ConsiderDeletion Score: -33512140.000000 Penalty: 59165.464844 Iteration 81Q: 20 clusters Score -3.351214e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2584 members Mstep: Class 4 contains 4825 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3726 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53921 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12266 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27851 members Mstep: Class 14 contains 4282 members Mstep: Class 15 contains 98922 members Mstep: Class 16 contains 9020 members Mstep: Class 17 contains 11209 members Mstep: Class 18 contains 2010 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 12248 members Entering Unmasked Estep ConsiderDeletion Score: -33512148.000000 Penalty: 59165.464844 Iteration 82Q: 20 clusters Score -3.351215e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2584 members Mstep: Class 4 contains 4824 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3726 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53921 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12266 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27852 members Mstep: Class 14 contains 4282 members Mstep: Class 15 contains 98922 members Mstep: Class 16 contains 9020 members Mstep: Class 17 contains 11209 members Mstep: Class 18 contains 2010 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 12248 members Entering Unmasked Estep ConsiderDeletion Score: -33512144.000000 Penalty: 59165.464844 Iteration 83Q: 20 clusters Score -3.351214e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2584 members Mstep: Class 4 contains 4824 members Mstep: Class 5 contains 3386 members Mstep: Class 6 contains 3726 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53921 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12266 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27852 members Mstep: Class 14 contains 4282 members Mstep: Class 15 contains 98922 members Mstep: Class 16 contains 9020 members Mstep: Class 17 contains 11209 members Mstep: Class 18 contains 2010 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 12248 members Entering Unmasked Estep ConsiderDeletion Score: -33512144.000000 Penalty: 59165.464844 Iteration 84F: 20 clusters Score -3.351214e+07 nChanged 0 Entering ConstructFrom: Score: -33512144.000000 Penalty: 59165.464844 Entering ConstructFrom: Trying to split cluster 1 (10178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10178 members Entering Unmasked Estep Score: -1242872.500000 Penalty: 2288.539795 Iteration 0F: 2 clusters Score -1242872 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1235075.375000 Penalty: 4577.079590 Iteration 0F: 3 clusters Score -1235075 nChanged 4228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -1237285.625000 Penalty: 4577.079590 Iteration 1F: 3 clusters Score -1237286 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1237560.750000 Penalty: 4577.079590 Iteration 2F: 3 clusters Score -1237561 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -1237751.750000 Penalty: 4577.079590 Iteration 3Q: 3 clusters Score -1237752 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -1237887.625000 Penalty: 4577.079590 Iteration 4Q: 3 clusters Score -1237888 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -1237979.000000 Penalty: 4577.079590 Iteration 5Q: 3 clusters Score -1237979 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1238046.875000 Penalty: 4577.079590 Iteration 6Q: 3 clusters Score -1238047 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -1238107.000000 Penalty: 4577.079590 Iteration 7Q: 3 clusters Score -1238107 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -1238172.375000 Penalty: 4577.079590 Iteration 8Q: 3 clusters Score -1238172 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -1238237.500000 Penalty: 4577.079590 Iteration 9Q: 3 clusters Score -1238238 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -1238311.875000 Penalty: 4577.079590 Iteration 10Q: 3 clusters Score -1238312 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -1238399.875000 Penalty: 4577.079590 Iteration 11Q: 3 clusters Score -1238400 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -1238518.125000 Penalty: 4577.079590 Iteration 12Q: 3 clusters Score -1238518 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -1238669.625000 Penalty: 4577.079590 Iteration 13Q: 3 clusters Score -1238670 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -1238856.875000 Penalty: 4577.079590 Iteration 14Q: 3 clusters Score -1238857 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1239074.125000 Penalty: 4577.079590 Iteration 15Q: 3 clusters Score -1239074 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -1239354.500000 Penalty: 4577.079590 Iteration 16Q: 3 clusters Score -1239354 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -1239677.375000 Penalty: 4577.079590 Iteration 17Q: 3 clusters Score -1239677 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 8990 members Entering Unmasked Estep Score: -1239974.250000 Penalty: 4577.079590 Iteration 18Q: 3 clusters Score -1239974 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -1240244.000000 Penalty: 4577.079590 Iteration 19Q: 3 clusters Score -1240244 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -1240438.375000 Penalty: 4577.079590 Iteration 20F: 3 clusters Score -1240438 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -1240584.875000 Penalty: 4577.079590 Iteration 21Q: 3 clusters Score -1240585 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -1240681.875000 Penalty: 4577.079590 Iteration 22Q: 3 clusters Score -1240682 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -1240726.000000 Penalty: 4577.079590 Iteration 23Q: 3 clusters Score -1240726 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -1240781.750000 Penalty: 4577.079590 Iteration 24Q: 3 clusters Score -1240782 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -1240830.500000 Penalty: 4577.079590 Iteration 25Q: 3 clusters Score -1240830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -1240852.875000 Penalty: 4577.079590 Iteration 26Q: 3 clusters Score -1240853 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 9890 members Entering Unmasked Estep Score: -1240864.625000 Penalty: 4577.079590 Iteration 27Q: 3 clusters Score -1240865 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -1240873.250000 Penalty: 4577.079590 Iteration 28Q: 3 clusters Score -1240873 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -1240876.250000 Penalty: 4577.079590 Iteration 29Q: 3 clusters Score -1240876 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -1240878.375000 Penalty: 4577.079590 Iteration 30Q: 3 clusters Score -1240878 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -1240878.375000 Penalty: 4577.079590 Iteration 31F: 3 clusters Score -1240878 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Entering Unmasked Estep Score: -284361.250000 Penalty: 1948.559326 Iteration 0F: 2 clusters Score -284361.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -281415.937500 Penalty: 3897.118652 Iteration 0F: 3 clusters Score -281415.9 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -281975.312500 Penalty: 3897.118652 Iteration 1F: 3 clusters Score -281975.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -282104.906250 Penalty: 3897.118652 Iteration 2F: 3 clusters Score -282104.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -282174.500000 Penalty: 3897.118652 Iteration 3Q: 3 clusters Score -282174.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -282221.437500 Penalty: 3897.118652 Iteration 4Q: 3 clusters Score -282221.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -282264.687500 Penalty: 3897.118652 Iteration 5Q: 3 clusters Score -282264.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -282300.000000 Penalty: 3897.118652 Iteration 6Q: 3 clusters Score -282300 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -282326.125000 Penalty: 3897.118652 Iteration 7Q: 3 clusters Score -282326.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -282345.812500 Penalty: 3897.118652 Iteration 8Q: 3 clusters Score -282345.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -282362.531250 Penalty: 3897.118652 Iteration 9Q: 3 clusters Score -282362.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -282374.187500 Penalty: 3897.118652 Iteration 10Q: 3 clusters Score -282374.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -282383.968750 Penalty: 3897.118652 Iteration 11Q: 3 clusters Score -282384 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -282394.812500 Penalty: 3897.118652 Iteration 12Q: 3 clusters Score -282394.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -282398.875000 Penalty: 3897.118652 Iteration 13Q: 3 clusters Score -282398.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -282403.312500 Penalty: 3897.118652 Iteration 14Q: 3 clusters Score -282403.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -282406.375000 Penalty: 3897.118652 Iteration 15Q: 3 clusters Score -282406.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -282411.968750 Penalty: 3897.118652 Iteration 16Q: 3 clusters Score -282412 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -282413.750000 Penalty: 3897.118652 Iteration 17Q: 3 clusters Score -282413.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -282415.625000 Penalty: 3897.118652 Iteration 18Q: 3 clusters Score -282415.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -282415.937500 Penalty: 3897.118652 Iteration 19Q: 3 clusters Score -282415.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -282416.937500 Penalty: 3897.118652 Iteration 20F: 3 clusters Score -282416.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -282417.406250 Penalty: 3897.118652 Iteration 21Q: 3 clusters Score -282417.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -282417.406250 Penalty: 3897.118652 Iteration 22F: 3 clusters Score -282417.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Entering Unmasked Estep Score: -585911.375000 Penalty: 2103.376953 Iteration 0F: 2 clusters Score -585911.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -581559.312500 Penalty: 4206.753906 Iteration 0F: 3 clusters Score -581559.3 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -582669.812500 Penalty: 4206.753906 Iteration 1F: 3 clusters Score -582669.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -582931.375000 Penalty: 4206.753906 Iteration 2F: 3 clusters Score -582931.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -583155.000000 Penalty: 4206.753906 Iteration 3F: 3 clusters Score -583155 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -583423.625000 Penalty: 4206.753906 Iteration 4F: 3 clusters Score -583423.6 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -583757.500000 Penalty: 4206.753906 Iteration 5F: 3 clusters Score -583757.5 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -584064.812500 Penalty: 4206.753906 Iteration 6F: 3 clusters Score -584064.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -584270.562500 Penalty: 4206.753906 Iteration 7F: 3 clusters Score -584270.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -584425.687500 Penalty: 4206.753906 Iteration 8Q: 3 clusters Score -584425.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -584557.625000 Penalty: 4206.753906 Iteration 9Q: 3 clusters Score -584557.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -584700.937500 Penalty: 4206.753906 Iteration 10Q: 3 clusters Score -584700.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -584841.937500 Penalty: 4206.753906 Iteration 11Q: 3 clusters Score -584841.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -585000.750000 Penalty: 4206.753906 Iteration 12Q: 3 clusters Score -585000.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -585140.625000 Penalty: 4206.753906 Iteration 13Q: 3 clusters Score -585140.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -585206.812500 Penalty: 4206.753906 Iteration 14Q: 3 clusters Score -585206.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -585243.875000 Penalty: 4206.753906 Iteration 15Q: 3 clusters Score -585243.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -585265.125000 Penalty: 4206.753906 Iteration 16Q: 3 clusters Score -585265.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -585271.875000 Penalty: 4206.753906 Iteration 17Q: 3 clusters Score -585271.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -585280.812500 Penalty: 4206.753906 Iteration 18Q: 3 clusters Score -585280.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -585286.250000 Penalty: 4206.753906 Iteration 19Q: 3 clusters Score -585286.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -585294.250000 Penalty: 4206.753906 Iteration 20F: 3 clusters Score -585294.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -585298.687500 Penalty: 4206.753906 Iteration 21Q: 3 clusters Score -585298.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -585304.687500 Penalty: 4206.753906 Iteration 22Q: 3 clusters Score -585304.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -585306.375000 Penalty: 4206.753906 Iteration 23Q: 3 clusters Score -585306.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -585307.187500 Penalty: 4206.753906 Iteration 24Q: 3 clusters Score -585307.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -585309.625000 Penalty: 4206.753906 Iteration 25Q: 3 clusters Score -585309.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -585309.812500 Penalty: 4206.753906 Iteration 26Q: 3 clusters Score -585309.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -585309.812500 Penalty: 4206.753906 Iteration 27F: 3 clusters Score -585309.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Entering Unmasked Estep Score: -387072.406250 Penalty: 2015.596191 Iteration 0F: 2 clusters Score -387072.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -383723.281250 Penalty: 4031.192383 Iteration 0F: 3 clusters Score -383723.3 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -385212.468750 Penalty: 4031.192383 Iteration 1F: 3 clusters Score -385212.5 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -386446.812500 Penalty: 4031.192383 Iteration 2F: 3 clusters Score -386446.8 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -387271.843750 Penalty: 4031.192383 Iteration 3F: 3 clusters Score -387271.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -387536.000000 Penalty: 4031.192383 Iteration 4F: 3 clusters Score -387536 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -387609.093750 Penalty: 4031.192383 Iteration 5Q: 3 clusters Score -387609.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -387643.218750 Penalty: 4031.192383 Iteration 6Q: 3 clusters Score -387643.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -387657.593750 Penalty: 4031.192383 Iteration 7Q: 3 clusters Score -387657.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -387664.031250 Penalty: 4031.192383 Iteration 8Q: 3 clusters Score -387664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -387672.031250 Penalty: 4031.192383 Iteration 9Q: 3 clusters Score -387672 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -387674.906250 Penalty: 4031.192383 Iteration 10Q: 3 clusters Score -387674.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -387675.812500 Penalty: 4031.192383 Iteration 11Q: 3 clusters Score -387675.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -387676.281250 Penalty: 4031.192383 Iteration 12Q: 3 clusters Score -387676.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -387676.281250 Penalty: 4031.192383 Iteration 13F: 3 clusters Score -387676.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 2584 members Mstep: Class 3 contains 604 members Mstep: Class 4 contains 4824 members Mstep: Class 5 contains 2782 members Mstep: Class 6 contains 3726 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 53921 members Mstep: Class 9 contains 7271 members Mstep: Class 10 contains 12266 members Mstep: Class 11 contains 6881 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 27852 members Mstep: Class 14 contains 4282 members Mstep: Class 15 contains 98922 members Mstep: Class 16 contains 9020 members Mstep: Class 17 contains 11209 members Mstep: Class 18 contains 2010 members Mstep: Class 19 contains 3428 members Mstep: Class 20 contains 12248 members Entering Unmasked Estep Score: -33511686.000000 Penalty: 62279.437500 Splitting cluster 5 changes total score from -33512144.000000 to -33511686.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (3726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Entering Unmasked Estep Score: -437473.343750 Penalty: 2039.326416 Iteration 0F: 2 clusters Score -437473.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -433753.875000 Penalty: 4078.652832 Iteration 0F: 3 clusters Score -433753.9 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -434545.750000 Penalty: 4078.652832 Iteration 1F: 3 clusters Score -434545.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -434680.937500 Penalty: 4078.652832 Iteration 2F: 3 clusters Score -434680.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -434764.312500 Penalty: 4078.652832 Iteration 3Q: 3 clusters Score -434764.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -434825.812500 Penalty: 4078.652832 Iteration 4Q: 3 clusters Score -434825.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -434875.343750 Penalty: 4078.652832 Iteration 5Q: 3 clusters Score -434875.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -434917.625000 Penalty: 4078.652832 Iteration 6Q: 3 clusters Score -434917.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -434957.000000 Penalty: 4078.652832 Iteration 7Q: 3 clusters Score -434957 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -434994.218750 Penalty: 4078.652832 Iteration 8Q: 3 clusters Score -434994.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -435038.937500 Penalty: 4078.652832 Iteration 9Q: 3 clusters Score -435038.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -435079.531250 Penalty: 4078.652832 Iteration 10Q: 3 clusters Score -435079.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -435123.000000 Penalty: 4078.652832 Iteration 11Q: 3 clusters Score -435123 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -435161.718750 Penalty: 4078.652832 Iteration 12Q: 3 clusters Score -435161.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -435195.531250 Penalty: 4078.652832 Iteration 13Q: 3 clusters Score -435195.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -435218.250000 Penalty: 4078.652832 Iteration 14Q: 3 clusters Score -435218.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -435244.531250 Penalty: 4078.652832 Iteration 15Q: 3 clusters Score -435244.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -435270.031250 Penalty: 4078.652832 Iteration 16Q: 3 clusters Score -435270 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -435288.531250 Penalty: 4078.652832 Iteration 17Q: 3 clusters Score -435288.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -435305.812500 Penalty: 4078.652832 Iteration 18Q: 3 clusters Score -435305.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -435329.218750 Penalty: 4078.652832 Iteration 19Q: 3 clusters Score -435329.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -435352.031250 Penalty: 4078.652832 Iteration 20F: 3 clusters Score -435352 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -435364.937500 Penalty: 4078.652832 Iteration 21Q: 3 clusters Score -435364.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -435376.187500 Penalty: 4078.652832 Iteration 22Q: 3 clusters Score -435376.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -435385.593750 Penalty: 4078.652832 Iteration 23Q: 3 clusters Score -435385.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -435394.687500 Penalty: 4078.652832 Iteration 24Q: 3 clusters Score -435394.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -435404.281250 Penalty: 4078.652832 Iteration 25Q: 3 clusters Score -435404.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -435416.687500 Penalty: 4078.652832 Iteration 26Q: 3 clusters Score -435416.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -435426.906250 Penalty: 4078.652832 Iteration 27Q: 3 clusters Score -435426.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -435435.562500 Penalty: 4078.652832 Iteration 28Q: 3 clusters Score -435435.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -435444.531250 Penalty: 4078.652832 Iteration 29Q: 3 clusters Score -435444.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -435456.031250 Penalty: 4078.652832 Iteration 30Q: 3 clusters Score -435456 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -435464.156250 Penalty: 4078.652832 Iteration 31Q: 3 clusters Score -435464.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -435471.218750 Penalty: 4078.652832 Iteration 32Q: 3 clusters Score -435471.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -435477.906250 Penalty: 4078.652832 Iteration 33Q: 3 clusters Score -435477.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -435488.625000 Penalty: 4078.652832 Iteration 34Q: 3 clusters Score -435488.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -435498.281250 Penalty: 4078.652832 Iteration 35Q: 3 clusters Score -435498.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -435510.218750 Penalty: 4078.652832 Iteration 36Q: 3 clusters Score -435510.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -435526.093750 Penalty: 4078.652832 Iteration 37Q: 3 clusters Score -435526.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -435539.062500 Penalty: 4078.652832 Iteration 38Q: 3 clusters Score -435539.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -435547.531250 Penalty: 4078.652832 Iteration 39Q: 3 clusters Score -435547.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -435558.812500 Penalty: 4078.652832 Iteration 40F: 3 clusters Score -435558.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -435567.968750 Penalty: 4078.652832 Iteration 41Q: 3 clusters Score -435568 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -435581.125000 Penalty: 4078.652832 Iteration 42Q: 3 clusters Score -435581.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -435593.906250 Penalty: 4078.652832 Iteration 43Q: 3 clusters Score -435593.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -435605.875000 Penalty: 4078.652832 Iteration 44Q: 3 clusters Score -435605.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -435613.500000 Penalty: 4078.652832 Iteration 45Q: 3 clusters Score -435613.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -435621.500000 Penalty: 4078.652832 Iteration 46Q: 3 clusters Score -435621.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -435627.750000 Penalty: 4078.652832 Iteration 47Q: 3 clusters Score -435627.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -435630.156250 Penalty: 4078.652832 Iteration 48Q: 3 clusters Score -435630.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -435633.625000 Penalty: 4078.652832 Iteration 49Q: 3 clusters Score -435633.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -435637.562500 Penalty: 4078.652832 Iteration 50Q: 3 clusters Score -435637.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -435638.281250 Penalty: 4078.652832 Iteration 51Q: 3 clusters Score -435638.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -435639.250000 Penalty: 4078.652832 Iteration 52Q: 3 clusters Score -435639.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -435638.656250 Penalty: 4078.652832 Iteration 53Q: 3 clusters Score -435638.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -435639.812500 Penalty: 4078.652832 Iteration 54Q: 3 clusters Score -435639.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -435641.125000 Penalty: 4078.652832 Iteration 55Q: 3 clusters Score -435641.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -435641.125000 Penalty: 4078.652832 Iteration 56F: 3 clusters Score -435641.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Entering Unmasked Estep Score: -485770.031250 Penalty: 2060.982910 Iteration 0F: 2 clusters Score -485770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -481806.093750 Penalty: 4121.965820 Iteration 0F: 3 clusters Score -481806.1 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -482773.531250 Penalty: 4121.965820 Iteration 1F: 3 clusters Score -482773.5 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -483032.906250 Penalty: 4121.965820 Iteration 2F: 3 clusters Score -483032.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -483204.406250 Penalty: 4121.965820 Iteration 3F: 3 clusters Score -483204.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -483332.750000 Penalty: 4121.965820 Iteration 4Q: 3 clusters Score -483332.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -483427.468750 Penalty: 4121.965820 Iteration 5Q: 3 clusters Score -483427.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -483494.187500 Penalty: 4121.965820 Iteration 6Q: 3 clusters Score -483494.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -483531.625000 Penalty: 4121.965820 Iteration 7Q: 3 clusters Score -483531.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -483572.468750 Penalty: 4121.965820 Iteration 8Q: 3 clusters Score -483572.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -483629.187500 Penalty: 4121.965820 Iteration 9Q: 3 clusters Score -483629.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -483699.687500 Penalty: 4121.965820 Iteration 10Q: 3 clusters Score -483699.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -483796.187500 Penalty: 4121.965820 Iteration 11Q: 3 clusters Score -483796.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -483916.718750 Penalty: 4121.965820 Iteration 12Q: 3 clusters Score -483916.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -484029.718750 Penalty: 4121.965820 Iteration 13Q: 3 clusters Score -484029.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -484130.437500 Penalty: 4121.965820 Iteration 14Q: 3 clusters Score -484130.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -484230.718750 Penalty: 4121.965820 Iteration 15Q: 3 clusters Score -484230.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -484334.000000 Penalty: 4121.965820 Iteration 16Q: 3 clusters Score -484334 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -484415.750000 Penalty: 4121.965820 Iteration 17Q: 3 clusters Score -484415.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -484477.468750 Penalty: 4121.965820 Iteration 18Q: 3 clusters Score -484477.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -484521.500000 Penalty: 4121.965820 Iteration 19Q: 3 clusters Score -484521.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -484575.968750 Penalty: 4121.965820 Iteration 20F: 3 clusters Score -484576 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -484614.312500 Penalty: 4121.965820 Iteration 21Q: 3 clusters Score -484614.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -484643.531250 Penalty: 4121.965820 Iteration 22Q: 3 clusters Score -484643.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -484666.687500 Penalty: 4121.965820 Iteration 23Q: 3 clusters Score -484666.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -484683.031250 Penalty: 4121.965820 Iteration 24Q: 3 clusters Score -484683 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -484696.656250 Penalty: 4121.965820 Iteration 25Q: 3 clusters Score -484696.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -484707.218750 Penalty: 4121.965820 Iteration 26Q: 3 clusters Score -484707.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -484711.031250 Penalty: 4121.965820 Iteration 27Q: 3 clusters Score -484711 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -484715.281250 Penalty: 4121.965820 Iteration 28Q: 3 clusters Score -484715.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -484718.625000 Penalty: 4121.965820 Iteration 29Q: 3 clusters Score -484718.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -484724.062500 Penalty: 4121.965820 Iteration 30Q: 3 clusters Score -484724.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -484731.562500 Penalty: 4121.965820 Iteration 31Q: 3 clusters Score -484731.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -484732.468750 Penalty: 4121.965820 Iteration 32Q: 3 clusters Score -484732.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -484732.468750 Penalty: 4121.965820 Iteration 33F: 3 clusters Score -484732.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (53921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53921 members Entering Unmasked Estep Score: -6559736.500000 Penalty: 2702.028320 Iteration 0F: 2 clusters Score -6559736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26906 members Mstep: Class 2 contains 27015 members Entering Unmasked Estep Score: -6523346.000000 Penalty: 5404.056641 Iteration 0F: 3 clusters Score -6523346 nChanged 25049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26583 members Mstep: Class 2 contains 27338 members Entering Unmasked Estep Score: -6537244.000000 Penalty: 5404.056641 Iteration 1F: 3 clusters Score -6537244 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26332 members Mstep: Class 2 contains 27589 members Entering Unmasked Estep Score: -6537730.500000 Penalty: 5404.056641 Iteration 2Q: 3 clusters Score -6537730 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26005 members Mstep: Class 2 contains 27916 members Entering Unmasked Estep Score: -6538165.500000 Penalty: 5404.056641 Iteration 3Q: 3 clusters Score -6538166 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25570 members Mstep: Class 2 contains 28351 members Entering Unmasked Estep Score: -6538516.000000 Penalty: 5404.056641 Iteration 4Q: 3 clusters Score -6538516 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24961 members Mstep: Class 2 contains 28960 members Entering Unmasked Estep Score: -6538930.000000 Penalty: 5404.056641 Iteration 5Q: 3 clusters Score -6538930 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24128 members Mstep: Class 2 contains 29793 members Entering Unmasked Estep Score: -6539394.000000 Penalty: 5404.056641 Iteration 6Q: 3 clusters Score -6539394 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22875 members Mstep: Class 2 contains 31046 members Entering Unmasked Estep Score: -6540095.000000 Penalty: 5404.056641 Iteration 7Q: 3 clusters Score -6540095 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21161 members Mstep: Class 2 contains 32760 members Entering Unmasked Estep Score: -6541111.000000 Penalty: 5404.056641 Iteration 8Q: 3 clusters Score -6541111 nChanged 2511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18986 members Mstep: Class 2 contains 34935 members Entering Unmasked Estep Score: -6542570.000000 Penalty: 5404.056641 Iteration 9Q: 3 clusters Score -6542570 nChanged 2914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16344 members Mstep: Class 2 contains 37577 members Entering Unmasked Estep Score: -6544492.000000 Penalty: 5404.056641 Iteration 10F: 3 clusters Score -6544492 nChanged 3105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 40516 members Entering Unmasked Estep Score: -6546816.000000 Penalty: 5404.056641 Iteration 11F: 3 clusters Score -6546816 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10586 members Mstep: Class 2 contains 43335 members Entering Unmasked Estep Score: -6549126.500000 Penalty: 5404.056641 Iteration 12F: 3 clusters Score -6549126 nChanged 2484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 45715 members Entering Unmasked Estep Score: -6551082.500000 Penalty: 5404.056641 Iteration 13Q: 3 clusters Score -6551082 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 47692 members Entering Unmasked Estep Score: -6552522.500000 Penalty: 5404.056641 Iteration 14Q: 3 clusters Score -6552522 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 49272 members Entering Unmasked Estep Score: -6553736.500000 Penalty: 5404.056641 Iteration 15Q: 3 clusters Score -6553736 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 50590 members Entering Unmasked Estep Score: -6554711.500000 Penalty: 5404.056641 Iteration 16Q: 3 clusters Score -6554712 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 51611 members Entering Unmasked Estep Score: -6555585.500000 Penalty: 5404.056641 Iteration 17Q: 3 clusters Score -6555586 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 52395 members Entering Unmasked Estep Score: -6556256.500000 Penalty: 5404.056641 Iteration 18Q: 3 clusters Score -6556256 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 52937 members Entering Unmasked Estep Score: -6556710.000000 Penalty: 5404.056641 Iteration 19Q: 3 clusters Score -6556710 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 53252 members Entering Unmasked Estep Score: -6557010.000000 Penalty: 5404.056641 Iteration 20F: 3 clusters Score -6557010 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 53407 members Entering Unmasked Estep Score: -6557168.500000 Penalty: 5404.056641 Iteration 21Q: 3 clusters Score -6557168 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 53491 members Entering Unmasked Estep Score: -6557254.000000 Penalty: 5404.056641 Iteration 22Q: 3 clusters Score -6557254 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 53532 members Entering Unmasked Estep Score: -6557289.000000 Penalty: 5404.056641 Iteration 23Q: 3 clusters Score -6557289 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 53557 members Entering Unmasked Estep Score: -6557324.500000 Penalty: 5404.056641 Iteration 24Q: 3 clusters Score -6557324 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 53572 members Entering Unmasked Estep Score: -6557344.000000 Penalty: 5404.056641 Iteration 25Q: 3 clusters Score -6557344 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 53581 members Entering Unmasked Estep Score: -6557360.000000 Penalty: 5404.056641 Iteration 26Q: 3 clusters Score -6557360 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 53584 members Entering Unmasked Estep Score: -6557364.500000 Penalty: 5404.056641 Iteration 27Q: 3 clusters Score -6557364 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 53587 members Entering Unmasked Estep Score: -6557372.500000 Penalty: 5404.056641 Iteration 28Q: 3 clusters Score -6557372 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 53589 members Entering Unmasked Estep Score: -6557374.500000 Penalty: 5404.056641 Iteration 29Q: 3 clusters Score -6557374 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 53589 members Entering Unmasked Estep Score: -6557374.500000 Penalty: 5404.056641 Iteration 30F: 3 clusters Score -6557374 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7271 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Entering Unmasked Estep Score: -874154.187500 Penalty: 2205.128906 Iteration 0F: 2 clusters Score -874154.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -868221.062500 Penalty: 4410.257812 Iteration 0F: 3 clusters Score -868221.1 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -869967.375000 Penalty: 4410.257812 Iteration 1F: 3 clusters Score -869967.4 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -870296.000000 Penalty: 4410.257812 Iteration 2F: 3 clusters Score -870296 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -870528.812500 Penalty: 4410.257812 Iteration 3F: 3 clusters Score -870528.8 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -870707.625000 Penalty: 4410.257812 Iteration 4Q: 3 clusters Score -870707.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -870861.000000 Penalty: 4410.257812 Iteration 5Q: 3 clusters Score -870861 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -870997.250000 Penalty: 4410.257812 Iteration 6Q: 3 clusters Score -870997.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -871118.375000 Penalty: 4410.257812 Iteration 7Q: 3 clusters Score -871118.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -871249.062500 Penalty: 4410.257812 Iteration 8Q: 3 clusters Score -871249.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -871388.125000 Penalty: 4410.257812 Iteration 9Q: 3 clusters Score -871388.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -871553.687500 Penalty: 4410.257812 Iteration 10Q: 3 clusters Score -871553.7 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -871748.125000 Penalty: 4410.257812 Iteration 11Q: 3 clusters Score -871748.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -871933.125000 Penalty: 4410.257812 Iteration 12Q: 3 clusters Score -871933.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -872106.375000 Penalty: 4410.257812 Iteration 13Q: 3 clusters Score -872106.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -872216.062500 Penalty: 4410.257812 Iteration 14Q: 3 clusters Score -872216.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -872292.625000 Penalty: 4410.257812 Iteration 15Q: 3 clusters Score -872292.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -872344.625000 Penalty: 4410.257812 Iteration 16Q: 3 clusters Score -872344.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -872386.812500 Penalty: 4410.257812 Iteration 17Q: 3 clusters Score -872386.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -872431.875000 Penalty: 4410.257812 Iteration 18Q: 3 clusters Score -872431.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -872462.000000 Penalty: 4410.257812 Iteration 19Q: 3 clusters Score -872462 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -872488.000000 Penalty: 4410.257812 Iteration 20F: 3 clusters Score -872488 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -872507.750000 Penalty: 4410.257812 Iteration 21Q: 3 clusters Score -872507.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -872518.562500 Penalty: 4410.257812 Iteration 22Q: 3 clusters Score -872518.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -872526.562500 Penalty: 4410.257812 Iteration 23Q: 3 clusters Score -872526.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -872538.125000 Penalty: 4410.257812 Iteration 24Q: 3 clusters Score -872538.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -872540.687500 Penalty: 4410.257812 Iteration 25Q: 3 clusters Score -872540.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -872543.000000 Penalty: 4410.257812 Iteration 26Q: 3 clusters Score -872543 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -872548.937500 Penalty: 4410.257812 Iteration 27Q: 3 clusters Score -872548.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -872553.750000 Penalty: 4410.257812 Iteration 28Q: 3 clusters Score -872553.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -872557.062500 Penalty: 4410.257812 Iteration 29Q: 3 clusters Score -872557.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -872559.187500 Penalty: 4410.257812 Iteration 30Q: 3 clusters Score -872559.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -872559.562500 Penalty: 4410.257812 Iteration 31Q: 3 clusters Score -872559.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -872560.812500 Penalty: 4410.257812 Iteration 32Q: 3 clusters Score -872560.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -872561.625000 Penalty: 4410.257812 Iteration 33Q: 3 clusters Score -872561.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -872561.000000 Penalty: 4410.257812 Iteration 34Q: 3 clusters Score -872561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -872562.375000 Penalty: 4410.257812 Iteration 35Q: 3 clusters Score -872562.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -872562.375000 Penalty: 4410.257812 Iteration 36F: 3 clusters Score -872562.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12266 members Entering Unmasked Estep Score: -1375886.375000 Penalty: 2334.817383 Iteration 0F: 2 clusters Score -1375886 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -1366737.750000 Penalty: 4669.634766 Iteration 0F: 3 clusters Score -1366738 nChanged 5264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -1369714.250000 Penalty: 4669.634766 Iteration 1F: 3 clusters Score -1369714 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -1370093.750000 Penalty: 4669.634766 Iteration 2F: 3 clusters Score -1370094 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1370381.625000 Penalty: 4669.634766 Iteration 3F: 3 clusters Score -1370382 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -1370646.000000 Penalty: 4669.634766 Iteration 4Q: 3 clusters Score -1370646 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -1370888.125000 Penalty: 4669.634766 Iteration 5Q: 3 clusters Score -1370888 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -1371111.250000 Penalty: 4669.634766 Iteration 6Q: 3 clusters Score -1371111 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -1371304.125000 Penalty: 4669.634766 Iteration 7Q: 3 clusters Score -1371304 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1371475.625000 Penalty: 4669.634766 Iteration 8Q: 3 clusters Score -1371476 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1371616.250000 Penalty: 4669.634766 Iteration 9Q: 3 clusters Score -1371616 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -1371768.000000 Penalty: 4669.634766 Iteration 10Q: 3 clusters Score -1371768 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -1371915.375000 Penalty: 4669.634766 Iteration 11Q: 3 clusters Score -1371915 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -1372042.875000 Penalty: 4669.634766 Iteration 12Q: 3 clusters Score -1372043 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -1372171.375000 Penalty: 4669.634766 Iteration 13Q: 3 clusters Score -1372171 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -1372306.000000 Penalty: 4669.634766 Iteration 14Q: 3 clusters Score -1372306 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -1372438.125000 Penalty: 4669.634766 Iteration 15Q: 3 clusters Score -1372438 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -1372557.375000 Penalty: 4669.634766 Iteration 16Q: 3 clusters Score -1372557 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 8304 members Entering Unmasked Estep Score: -1372672.375000 Penalty: 4669.634766 Iteration 17Q: 3 clusters Score -1372672 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 8467 members Entering Unmasked Estep Score: -1372780.000000 Penalty: 4669.634766 Iteration 18Q: 3 clusters Score -1372780 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -1372858.875000 Penalty: 4669.634766 Iteration 19Q: 3 clusters Score -1372859 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -1372927.500000 Penalty: 4669.634766 Iteration 20F: 3 clusters Score -1372928 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -1372975.375000 Penalty: 4669.634766 Iteration 21Q: 3 clusters Score -1372975 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -1373002.750000 Penalty: 4669.634766 Iteration 22Q: 3 clusters Score -1373003 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -1373025.750000 Penalty: 4669.634766 Iteration 23Q: 3 clusters Score -1373026 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -1373036.375000 Penalty: 4669.634766 Iteration 24Q: 3 clusters Score -1373036 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -1373062.875000 Penalty: 4669.634766 Iteration 25Q: 3 clusters Score -1373063 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -1373086.625000 Penalty: 4669.634766 Iteration 26Q: 3 clusters Score -1373087 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 9154 members Entering Unmasked Estep Score: -1373110.125000 Penalty: 4669.634766 Iteration 27Q: 3 clusters Score -1373110 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -1373136.250000 Penalty: 4669.634766 Iteration 28Q: 3 clusters Score -1373136 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -1373168.250000 Penalty: 4669.634766 Iteration 29Q: 3 clusters Score -1373168 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 9407 members Entering Unmasked Estep Score: -1373206.500000 Penalty: 4669.634766 Iteration 30Q: 3 clusters Score -1373206 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 9480 members Entering Unmasked Estep Score: -1373242.125000 Penalty: 4669.634766 Iteration 31Q: 3 clusters Score -1373242 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -1373273.000000 Penalty: 4669.634766 Iteration 32Q: 3 clusters Score -1373273 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -1373304.500000 Penalty: 4669.634766 Iteration 33Q: 3 clusters Score -1373304 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -1373349.750000 Penalty: 4669.634766 Iteration 34Q: 3 clusters Score -1373350 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -1373391.375000 Penalty: 4669.634766 Iteration 35Q: 3 clusters Score -1373391 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 9906 members Entering Unmasked Estep Score: -1373426.500000 Penalty: 4669.634766 Iteration 36Q: 3 clusters Score -1373426 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 9981 members Entering Unmasked Estep Score: -1373460.000000 Penalty: 4669.634766 Iteration 37Q: 3 clusters Score -1373460 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -1373482.750000 Penalty: 4669.634766 Iteration 38Q: 3 clusters Score -1373483 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 10104 members Entering Unmasked Estep Score: -1373505.625000 Penalty: 4669.634766 Iteration 39Q: 3 clusters Score -1373506 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -1373531.500000 Penalty: 4669.634766 Iteration 40F: 3 clusters Score -1373532 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 10214 members Entering Unmasked Estep Score: -1373544.000000 Penalty: 4669.634766 Iteration 41Q: 3 clusters Score -1373544 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 10257 members Entering Unmasked Estep Score: -1373559.125000 Penalty: 4669.634766 Iteration 42Q: 3 clusters Score -1373559 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 10306 members Entering Unmasked Estep Score: -1373581.000000 Penalty: 4669.634766 Iteration 43Q: 3 clusters Score -1373581 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -1373615.000000 Penalty: 4669.634766 Iteration 44Q: 3 clusters Score -1373615 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -1373642.875000 Penalty: 4669.634766 Iteration 45Q: 3 clusters Score -1373643 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 10501 members Entering Unmasked Estep Score: -1373668.875000 Penalty: 4669.634766 Iteration 46Q: 3 clusters Score -1373669 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 10558 members Entering Unmasked Estep Score: -1373706.875000 Penalty: 4669.634766 Iteration 47Q: 3 clusters Score -1373707 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 10614 members Entering Unmasked Estep Score: -1373724.750000 Penalty: 4669.634766 Iteration 48Q: 3 clusters Score -1373725 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -1373745.000000 Penalty: 4669.634766 Iteration 49Q: 3 clusters Score -1373745 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -1373763.625000 Penalty: 4669.634766 Iteration 50Q: 3 clusters Score -1373764 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 10724 members Entering Unmasked Estep Score: -1373781.000000 Penalty: 4669.634766 Iteration 51Q: 3 clusters Score -1373781 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 10768 members Entering Unmasked Estep Score: -1373803.875000 Penalty: 4669.634766 Iteration 52Q: 3 clusters Score -1373804 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -1373827.125000 Penalty: 4669.634766 Iteration 53Q: 3 clusters Score -1373827 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -1373843.375000 Penalty: 4669.634766 Iteration 54Q: 3 clusters Score -1373843 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 10887 members Entering Unmasked Estep Score: -1373863.625000 Penalty: 4669.634766 Iteration 55Q: 3 clusters Score -1373864 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 10917 members Entering Unmasked Estep Score: -1373877.750000 Penalty: 4669.634766 Iteration 56Q: 3 clusters Score -1373878 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 10943 members Entering Unmasked Estep Score: -1373887.125000 Penalty: 4669.634766 Iteration 57Q: 3 clusters Score -1373887 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 10962 members Entering Unmasked Estep Score: -1373900.625000 Penalty: 4669.634766 Iteration 58Q: 3 clusters Score -1373901 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 10979 members Entering Unmasked Estep Score: -1373907.875000 Penalty: 4669.634766 Iteration 59Q: 3 clusters Score -1373908 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -1373911.375000 Penalty: 4669.634766 Iteration 60F: 3 clusters Score -1373911 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -1373912.125000 Penalty: 4669.634766 Iteration 61Q: 3 clusters Score -1373912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 11006 members Entering Unmasked Estep Score: -1373912.125000 Penalty: 4669.634766 Iteration 62Q: 3 clusters Score -1373912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 11011 members Entering Unmasked Estep Score: -1373913.750000 Penalty: 4669.634766 Iteration 63Q: 3 clusters Score -1373914 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 11024 members Entering Unmasked Estep Score: -1373922.250000 Penalty: 4669.634766 Iteration 64Q: 3 clusters Score -1373922 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 11035 members Entering Unmasked Estep Score: -1373923.625000 Penalty: 4669.634766 Iteration 65Q: 3 clusters Score -1373924 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 11052 members Entering Unmasked Estep Score: -1373932.250000 Penalty: 4669.634766 Iteration 66Q: 3 clusters Score -1373932 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -1373942.625000 Penalty: 4669.634766 Iteration 67Q: 3 clusters Score -1373943 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 11083 members Entering Unmasked Estep Score: -1373953.625000 Penalty: 4669.634766 Iteration 68Q: 3 clusters Score -1373954 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -1373955.000000 Penalty: 4669.634766 Iteration 69Q: 3 clusters Score -1373955 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -1373961.625000 Penalty: 4669.634766 Iteration 70Q: 3 clusters Score -1373962 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 11119 members Entering Unmasked Estep Score: -1373965.750000 Penalty: 4669.634766 Iteration 71Q: 3 clusters Score -1373966 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -1373967.625000 Penalty: 4669.634766 Iteration 72Q: 3 clusters Score -1373968 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 11139 members Entering Unmasked Estep Score: -1373971.375000 Penalty: 4669.634766 Iteration 73Q: 3 clusters Score -1373971 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -1373983.750000 Penalty: 4669.634766 Iteration 74Q: 3 clusters Score -1373984 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 11174 members Entering Unmasked Estep Score: -1373991.875000 Penalty: 4669.634766 Iteration 75Q: 3 clusters Score -1373992 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 11194 members Entering Unmasked Estep Score: -1374003.750000 Penalty: 4669.634766 Iteration 76Q: 3 clusters Score -1374004 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 11212 members Entering Unmasked Estep Score: -1374015.875000 Penalty: 4669.634766 Iteration 77Q: 3 clusters Score -1374016 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 11232 members Entering Unmasked Estep Score: -1374027.375000 Penalty: 4669.634766 Iteration 78Q: 3 clusters Score -1374027 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 11246 members Entering Unmasked Estep Score: -1374033.000000 Penalty: 4669.634766 Iteration 79Q: 3 clusters Score -1374033 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -1374046.000000 Penalty: 4669.634766 Iteration 80F: 3 clusters Score -1374046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 11278 members Entering Unmasked Estep Score: -1374056.375000 Penalty: 4669.634766 Iteration 81Q: 3 clusters Score -1374056 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -1374061.375000 Penalty: 4669.634766 Iteration 82Q: 3 clusters Score -1374061 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1374065.125000 Penalty: 4669.634766 Iteration 83Q: 3 clusters Score -1374065 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 11317 members Entering Unmasked Estep Score: -1374070.250000 Penalty: 4669.634766 Iteration 84Q: 3 clusters Score -1374070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 11324 members Entering Unmasked Estep Score: -1374075.750000 Penalty: 4669.634766 Iteration 85Q: 3 clusters Score -1374076 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -1374079.375000 Penalty: 4669.634766 Iteration 86Q: 3 clusters Score -1374079 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 11337 members Entering Unmasked Estep Score: -1374081.375000 Penalty: 4669.634766 Iteration 87Q: 3 clusters Score -1374081 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -1374085.000000 Penalty: 4669.634766 Iteration 88Q: 3 clusters Score -1374085 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -1374097.750000 Penalty: 4669.634766 Iteration 89Q: 3 clusters Score -1374098 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 11373 members Entering Unmasked Estep Score: -1374107.750000 Penalty: 4669.634766 Iteration 90Q: 3 clusters Score -1374108 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -1374115.625000 Penalty: 4669.634766 Iteration 91Q: 3 clusters Score -1374116 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -1374126.625000 Penalty: 4669.634766 Iteration 92Q: 3 clusters Score -1374127 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -1374131.750000 Penalty: 4669.634766 Iteration 93Q: 3 clusters Score -1374132 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 11410 members Entering Unmasked Estep Score: -1374136.000000 Penalty: 4669.634766 Iteration 94Q: 3 clusters Score -1374136 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 11415 members Entering Unmasked Estep Score: -1374139.375000 Penalty: 4669.634766 Iteration 95Q: 3 clusters Score -1374139 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 11425 members Entering Unmasked Estep Score: -1374150.000000 Penalty: 4669.634766 Iteration 96Q: 3 clusters Score -1374150 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -1374151.750000 Penalty: 4669.634766 Iteration 97Q: 3 clusters Score -1374152 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 11431 members Entering Unmasked Estep Score: -1374152.750000 Penalty: 4669.634766 Iteration 98Q: 3 clusters Score -1374153 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -1374152.500000 Penalty: 4669.634766 Iteration 99Q: 3 clusters Score -1374152 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -1374154.375000 Penalty: 4669.634766 Iteration 100F: 3 clusters Score -1374154 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Entering Unmasked Estep Score: -831630.375000 Penalty: 2191.456787 Iteration 0F: 2 clusters Score -831630.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -825903.187500 Penalty: 4382.913574 Iteration 0F: 3 clusters Score -825903.2 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -827423.187500 Penalty: 4382.913574 Iteration 1F: 3 clusters Score -827423.2 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -827681.812500 Penalty: 4382.913574 Iteration 2F: 3 clusters Score -827681.8 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -827838.312500 Penalty: 4382.913574 Iteration 3Q: 3 clusters Score -827838.3 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -827973.187500 Penalty: 4382.913574 Iteration 4Q: 3 clusters Score -827973.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -828079.687500 Penalty: 4382.913574 Iteration 5Q: 3 clusters Score -828079.7 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -828187.875000 Penalty: 4382.913574 Iteration 6Q: 3 clusters Score -828187.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -828321.250000 Penalty: 4382.913574 Iteration 7Q: 3 clusters Score -828321.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -828461.000000 Penalty: 4382.913574 Iteration 8Q: 3 clusters Score -828461 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -828583.812500 Penalty: 4382.913574 Iteration 9Q: 3 clusters Score -828583.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -828699.062500 Penalty: 4382.913574 Iteration 10Q: 3 clusters Score -828699.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -828821.562500 Penalty: 4382.913574 Iteration 11Q: 3 clusters Score -828821.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -828929.562500 Penalty: 4382.913574 Iteration 12Q: 3 clusters Score -828929.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -829053.000000 Penalty: 4382.913574 Iteration 13Q: 3 clusters Score -829053 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -829193.750000 Penalty: 4382.913574 Iteration 14Q: 3 clusters Score -829193.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -829344.625000 Penalty: 4382.913574 Iteration 15Q: 3 clusters Score -829344.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -829489.312500 Penalty: 4382.913574 Iteration 16Q: 3 clusters Score -829489.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -829623.312500 Penalty: 4382.913574 Iteration 17Q: 3 clusters Score -829623.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -829763.875000 Penalty: 4382.913574 Iteration 18Q: 3 clusters Score -829763.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -829896.937500 Penalty: 4382.913574 Iteration 19Q: 3 clusters Score -829896.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -830019.500000 Penalty: 4382.913574 Iteration 20F: 3 clusters Score -830019.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -830134.437500 Penalty: 4382.913574 Iteration 21Q: 3 clusters Score -830134.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -830228.437500 Penalty: 4382.913574 Iteration 22Q: 3 clusters Score -830228.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -830279.187500 Penalty: 4382.913574 Iteration 23Q: 3 clusters Score -830279.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -830309.437500 Penalty: 4382.913574 Iteration 24Q: 3 clusters Score -830309.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -830327.125000 Penalty: 4382.913574 Iteration 25Q: 3 clusters Score -830327.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -830337.687500 Penalty: 4382.913574 Iteration 26Q: 3 clusters Score -830337.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -830341.062500 Penalty: 4382.913574 Iteration 27Q: 3 clusters Score -830341.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -830343.500000 Penalty: 4382.913574 Iteration 28Q: 3 clusters Score -830343.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -830344.875000 Penalty: 4382.913574 Iteration 29Q: 3 clusters Score -830344.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -830346.375000 Penalty: 4382.913574 Iteration 30Q: 3 clusters Score -830346.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -830350.375000 Penalty: 4382.913574 Iteration 31Q: 3 clusters Score -830350.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -830351.812500 Penalty: 4382.913574 Iteration 32Q: 3 clusters Score -830351.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -830354.000000 Penalty: 4382.913574 Iteration 33Q: 3 clusters Score -830354 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -830355.750000 Penalty: 4382.913574 Iteration 34Q: 3 clusters Score -830355.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -830355.812500 Penalty: 4382.913574 Iteration 35Q: 3 clusters Score -830355.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -830357.375000 Penalty: 4382.913574 Iteration 36Q: 3 clusters Score -830357.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -830357.375000 Penalty: 4382.913574 Iteration 37F: 3 clusters Score -830357.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Entering Unmasked Estep Score: -691060.750000 Penalty: 2148.644287 Iteration 0F: 2 clusters Score -691060.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -686096.312500 Penalty: 4297.288574 Iteration 0F: 3 clusters Score -686096.3 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -687418.250000 Penalty: 4297.288574 Iteration 1F: 3 clusters Score -687418.2 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -687669.750000 Penalty: 4297.288574 Iteration 2F: 3 clusters Score -687669.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -687832.500000 Penalty: 4297.288574 Iteration 3F: 3 clusters Score -687832.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -687943.437500 Penalty: 4297.288574 Iteration 4Q: 3 clusters Score -687943.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -688018.062500 Penalty: 4297.288574 Iteration 5Q: 3 clusters Score -688018.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -688078.312500 Penalty: 4297.288574 Iteration 6Q: 3 clusters Score -688078.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -688136.562500 Penalty: 4297.288574 Iteration 7Q: 3 clusters Score -688136.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -688188.125000 Penalty: 4297.288574 Iteration 8Q: 3 clusters Score -688188.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -688239.187500 Penalty: 4297.288574 Iteration 9Q: 3 clusters Score -688239.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -688292.437500 Penalty: 4297.288574 Iteration 10Q: 3 clusters Score -688292.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -688354.000000 Penalty: 4297.288574 Iteration 11Q: 3 clusters Score -688354 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -688400.687500 Penalty: 4297.288574 Iteration 12Q: 3 clusters Score -688400.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -688441.687500 Penalty: 4297.288574 Iteration 13Q: 3 clusters Score -688441.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -688489.312500 Penalty: 4297.288574 Iteration 14Q: 3 clusters Score -688489.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -688541.250000 Penalty: 4297.288574 Iteration 15Q: 3 clusters Score -688541.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -688608.187500 Penalty: 4297.288574 Iteration 16Q: 3 clusters Score -688608.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -688680.250000 Penalty: 4297.288574 Iteration 17Q: 3 clusters Score -688680.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -688771.375000 Penalty: 4297.288574 Iteration 18Q: 3 clusters Score -688771.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -688861.312500 Penalty: 4297.288574 Iteration 19Q: 3 clusters Score -688861.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -688945.312500 Penalty: 4297.288574 Iteration 20F: 3 clusters Score -688945.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -689014.625000 Penalty: 4297.288574 Iteration 21Q: 3 clusters Score -689014.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -689082.875000 Penalty: 4297.288574 Iteration 22Q: 3 clusters Score -689082.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -689142.750000 Penalty: 4297.288574 Iteration 23Q: 3 clusters Score -689142.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -689212.125000 Penalty: 4297.288574 Iteration 24Q: 3 clusters Score -689212.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -689273.750000 Penalty: 4297.288574 Iteration 25Q: 3 clusters Score -689273.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -689328.062500 Penalty: 4297.288574 Iteration 26Q: 3 clusters Score -689328.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -689374.125000 Penalty: 4297.288574 Iteration 27Q: 3 clusters Score -689374.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -689413.437500 Penalty: 4297.288574 Iteration 28Q: 3 clusters Score -689413.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -689444.000000 Penalty: 4297.288574 Iteration 29Q: 3 clusters Score -689444 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -689469.437500 Penalty: 4297.288574 Iteration 30Q: 3 clusters Score -689469.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -689485.625000 Penalty: 4297.288574 Iteration 31Q: 3 clusters Score -689485.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -689502.750000 Penalty: 4297.288574 Iteration 32Q: 3 clusters Score -689502.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -689518.687500 Penalty: 4297.288574 Iteration 33Q: 3 clusters Score -689518.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -689534.187500 Penalty: 4297.288574 Iteration 34Q: 3 clusters Score -689534.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -689546.875000 Penalty: 4297.288574 Iteration 35Q: 3 clusters Score -689546.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -689555.937500 Penalty: 4297.288574 Iteration 36Q: 3 clusters Score -689555.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -689564.937500 Penalty: 4297.288574 Iteration 37Q: 3 clusters Score -689564.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -689571.750000 Penalty: 4297.288574 Iteration 38Q: 3 clusters Score -689571.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -689574.875000 Penalty: 4297.288574 Iteration 39Q: 3 clusters Score -689574.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -689581.500000 Penalty: 4297.288574 Iteration 40F: 3 clusters Score -689581.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -689588.125000 Penalty: 4297.288574 Iteration 41Q: 3 clusters Score -689588.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -689589.812500 Penalty: 4297.288574 Iteration 42Q: 3 clusters Score -689589.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -689592.875000 Penalty: 4297.288574 Iteration 43Q: 3 clusters Score -689592.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -689592.000000 Penalty: 4297.288574 Iteration 44Q: 3 clusters Score -689592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -689594.000000 Penalty: 4297.288574 Iteration 45Q: 3 clusters Score -689594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -689594.500000 Penalty: 4297.288574 Iteration 46Q: 3 clusters Score -689594.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -689594.187500 Penalty: 4297.288574 Iteration 47Q: 3 clusters Score -689594.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -689595.062500 Penalty: 4297.288574 Iteration 48Q: 3 clusters Score -689595.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -689594.500000 Penalty: 4297.288574 Iteration 49Q: 3 clusters Score -689594.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -689595.625000 Penalty: 4297.288574 Iteration 50Q: 3 clusters Score -689595.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -689596.062500 Penalty: 4297.288574 Iteration 51Q: 3 clusters Score -689596.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -689596.062500 Penalty: 4297.288574 Iteration 52F: 3 clusters Score -689596.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (27852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27852 members Entering Unmasked Estep Score: -3380249.500000 Penalty: 2538.195801 Iteration 0F: 2 clusters Score -3380250 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 13826 members Entering Unmasked Estep Score: -3361119.750000 Penalty: 5076.391602 Iteration 0F: 3 clusters Score -3361120 nChanged 12538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Mstep: Class 2 contains 13350 members Entering Unmasked Estep Score: -3367894.000000 Penalty: 5076.391602 Iteration 1F: 3 clusters Score -3367894 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 13027 members Entering Unmasked Estep Score: -3368401.250000 Penalty: 5076.391602 Iteration 2F: 3 clusters Score -3368401 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15271 members Mstep: Class 2 contains 12581 members Entering Unmasked Estep Score: -3368871.000000 Penalty: 5076.391602 Iteration 3Q: 3 clusters Score -3368871 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15864 members Mstep: Class 2 contains 11988 members Entering Unmasked Estep Score: -3369327.250000 Penalty: 5076.391602 Iteration 4Q: 3 clusters Score -3369327 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16707 members Mstep: Class 2 contains 11145 members Entering Unmasked Estep Score: -3369836.500000 Penalty: 5076.391602 Iteration 5Q: 3 clusters Score -3369836 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17759 members Mstep: Class 2 contains 10093 members Entering Unmasked Estep Score: -3370459.750000 Penalty: 5076.391602 Iteration 6Q: 3 clusters Score -3370460 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19069 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -3371295.250000 Penalty: 5076.391602 Iteration 7F: 3 clusters Score -3371295 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20590 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -3372351.250000 Penalty: 5076.391602 Iteration 8F: 3 clusters Score -3372351 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22310 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -3373737.750000 Penalty: 5076.391602 Iteration 9F: 3 clusters Score -3373738 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23904 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -3375129.000000 Penalty: 5076.391602 Iteration 10F: 3 clusters Score -3375129 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25128 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -3376204.500000 Penalty: 5076.391602 Iteration 11Q: 3 clusters Score -3376204 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25960 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -3376931.750000 Penalty: 5076.391602 Iteration 12Q: 3 clusters Score -3376932 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26441 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -3377349.500000 Penalty: 5076.391602 Iteration 13Q: 3 clusters Score -3377350 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26726 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -3377597.750000 Penalty: 5076.391602 Iteration 14Q: 3 clusters Score -3377598 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26892 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -3377730.750000 Penalty: 5076.391602 Iteration 15Q: 3 clusters Score -3377731 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27010 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -3377841.500000 Penalty: 5076.391602 Iteration 16Q: 3 clusters Score -3377842 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27093 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -3377919.750000 Penalty: 5076.391602 Iteration 17Q: 3 clusters Score -3377920 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27146 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -3377961.750000 Penalty: 5076.391602 Iteration 18Q: 3 clusters Score -3377962 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27185 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -3378001.000000 Penalty: 5076.391602 Iteration 19Q: 3 clusters Score -3378001 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27210 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -3378028.000000 Penalty: 5076.391602 Iteration 20F: 3 clusters Score -3378028 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27226 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -3378040.250000 Penalty: 5076.391602 Iteration 21Q: 3 clusters Score -3378040 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27237 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -3378047.000000 Penalty: 5076.391602 Iteration 22Q: 3 clusters Score -3378047 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27242 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -3378049.750000 Penalty: 5076.391602 Iteration 23Q: 3 clusters Score -3378050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27246 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -3378049.750000 Penalty: 5076.391602 Iteration 24Q: 3 clusters Score -3378050 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27248 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -3378048.250000 Penalty: 5076.391602 Iteration 25Q: 3 clusters Score -3378048 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27250 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -3378051.000000 Penalty: 5076.391602 Iteration 26Q: 3 clusters Score -3378051 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27251 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -3378050.750000 Penalty: 5076.391602 Iteration 27Q: 3 clusters Score -3378051 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27251 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -3378050.750000 Penalty: 5076.391602 Iteration 28F: 3 clusters Score -3378051 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Entering Unmasked Estep Score: -512758.218750 Penalty: 2073.819580 Iteration 0F: 2 clusters Score -512758.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -508700.687500 Penalty: 4147.639160 Iteration 0F: 3 clusters Score -508700.7 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -509614.781250 Penalty: 4147.639160 Iteration 1F: 3 clusters Score -509614.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -509849.000000 Penalty: 4147.639160 Iteration 2F: 3 clusters Score -509849 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -510006.187500 Penalty: 4147.639160 Iteration 3F: 3 clusters Score -510006.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -510137.156250 Penalty: 4147.639160 Iteration 4Q: 3 clusters Score -510137.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -510240.750000 Penalty: 4147.639160 Iteration 5Q: 3 clusters Score -510240.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -510339.812500 Penalty: 4147.639160 Iteration 6Q: 3 clusters Score -510339.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -510435.031250 Penalty: 4147.639160 Iteration 7Q: 3 clusters Score -510435 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -510524.656250 Penalty: 4147.639160 Iteration 8Q: 3 clusters Score -510524.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -510599.625000 Penalty: 4147.639160 Iteration 9Q: 3 clusters Score -510599.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -510665.593750 Penalty: 4147.639160 Iteration 10Q: 3 clusters Score -510665.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -510732.187500 Penalty: 4147.639160 Iteration 11Q: 3 clusters Score -510732.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -510799.906250 Penalty: 4147.639160 Iteration 12Q: 3 clusters Score -510799.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -510884.781250 Penalty: 4147.639160 Iteration 13Q: 3 clusters Score -510884.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -510958.656250 Penalty: 4147.639160 Iteration 14Q: 3 clusters Score -510958.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -511039.812500 Penalty: 4147.639160 Iteration 15Q: 3 clusters Score -511039.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -511088.093750 Penalty: 4147.639160 Iteration 16Q: 3 clusters Score -511088.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -511135.312500 Penalty: 4147.639160 Iteration 17Q: 3 clusters Score -511135.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -511176.531250 Penalty: 4147.639160 Iteration 18Q: 3 clusters Score -511176.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -511205.343750 Penalty: 4147.639160 Iteration 19Q: 3 clusters Score -511205.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -511228.968750 Penalty: 4147.639160 Iteration 20F: 3 clusters Score -511229 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -511240.437500 Penalty: 4147.639160 Iteration 21Q: 3 clusters Score -511240.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -511250.093750 Penalty: 4147.639160 Iteration 22Q: 3 clusters Score -511250.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -511265.031250 Penalty: 4147.639160 Iteration 23Q: 3 clusters Score -511265 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -511274.218750 Penalty: 4147.639160 Iteration 24Q: 3 clusters Score -511274.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -511280.875000 Penalty: 4147.639160 Iteration 25Q: 3 clusters Score -511280.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -511285.625000 Penalty: 4147.639160 Iteration 26Q: 3 clusters Score -511285.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -511293.125000 Penalty: 4147.639160 Iteration 27Q: 3 clusters Score -511293.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -511299.562500 Penalty: 4147.639160 Iteration 28Q: 3 clusters Score -511299.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -511303.812500 Penalty: 4147.639160 Iteration 29Q: 3 clusters Score -511303.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -511307.406250 Penalty: 4147.639160 Iteration 30Q: 3 clusters Score -511307.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -511308.031250 Penalty: 4147.639160 Iteration 31Q: 3 clusters Score -511308 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -511308.625000 Penalty: 4147.639160 Iteration 32Q: 3 clusters Score -511308.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -511309.000000 Penalty: 4147.639160 Iteration 33Q: 3 clusters Score -511309 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -511309.562500 Penalty: 4147.639160 Iteration 34Q: 3 clusters Score -511309.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -511311.375000 Penalty: 4147.639160 Iteration 35Q: 3 clusters Score -511311.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -511311.406250 Penalty: 4147.639160 Iteration 36Q: 3 clusters Score -511311.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -511312.187500 Penalty: 4147.639160 Iteration 37Q: 3 clusters Score -511312.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -511312.187500 Penalty: 4147.639160 Iteration 38F: 3 clusters Score -511312.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (98922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98922 members Entering Unmasked Estep Score: -12002233.000000 Penalty: 2852.517578 Iteration 0F: 2 clusters Score -1.200223e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49269 members Mstep: Class 2 contains 49653 members Entering Unmasked Estep Score: -11936223.000000 Penalty: 5705.035156 Iteration 0F: 3 clusters Score -1.193622e+07 nChanged 46697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46266 members Mstep: Class 2 contains 52656 members Entering Unmasked Estep Score: -11963362.000000 Penalty: 5705.035156 Iteration 1F: 3 clusters Score -1.196336e+07 nChanged 4125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44425 members Mstep: Class 2 contains 54497 members Entering Unmasked Estep Score: -11964818.000000 Penalty: 5705.035156 Iteration 2Q: 3 clusters Score -1.196482e+07 nChanged 4649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41702 members Mstep: Class 2 contains 57220 members Entering Unmasked Estep Score: -11966717.000000 Penalty: 5705.035156 Iteration 3Q: 3 clusters Score -1.196672e+07 nChanged 5206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37952 members Mstep: Class 2 contains 60970 members Entering Unmasked Estep Score: -11969136.000000 Penalty: 5705.035156 Iteration 4F: 3 clusters Score -1.196914e+07 nChanged 6008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32862 members Mstep: Class 2 contains 66060 members Entering Unmasked Estep Score: -11972670.000000 Penalty: 5705.035156 Iteration 5F: 3 clusters Score -1.197267e+07 nChanged 6904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26476 members Mstep: Class 2 contains 72446 members Entering Unmasked Estep Score: -11977679.000000 Penalty: 5705.035156 Iteration 6F: 3 clusters Score -1.197768e+07 nChanged 7318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 79520 members Entering Unmasked Estep Score: -11983806.000000 Penalty: 5705.035156 Iteration 7F: 3 clusters Score -1.198381e+07 nChanged 6380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13112 members Mstep: Class 2 contains 85810 members Entering Unmasked Estep Score: -11989581.000000 Penalty: 5705.035156 Iteration 8F: 3 clusters Score -1.198958e+07 nChanged 4830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 90606 members Entering Unmasked Estep Score: -11994007.000000 Penalty: 5705.035156 Iteration 9Q: 3 clusters Score -1.199401e+07 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 93707 members Entering Unmasked Estep Score: -11996839.000000 Penalty: 5705.035156 Iteration 10Q: 3 clusters Score -1.199684e+07 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 95406 members Entering Unmasked Estep Score: -11998289.000000 Penalty: 5705.035156 Iteration 11Q: 3 clusters Score -1.199829e+07 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 96371 members Entering Unmasked Estep Score: -11998993.000000 Penalty: 5705.035156 Iteration 12Q: 3 clusters Score -1.199899e+07 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 96925 members Entering Unmasked Estep Score: -11999445.000000 Penalty: 5705.035156 Iteration 13Q: 3 clusters Score -1.199944e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 97280 members Entering Unmasked Estep Score: -11999692.000000 Penalty: 5705.035156 Iteration 14Q: 3 clusters Score -1.199969e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 97494 members Entering Unmasked Estep Score: -11999837.000000 Penalty: 5705.035156 Iteration 15Q: 3 clusters Score -1.199984e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 97618 members Entering Unmasked Estep Score: -11999917.000000 Penalty: 5705.035156 Iteration 16Q: 3 clusters Score -1.199992e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 97707 members Entering Unmasked Estep Score: -11999979.000000 Penalty: 5705.035156 Iteration 17Q: 3 clusters Score -1.199998e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 97772 members Entering Unmasked Estep Score: -12000035.000000 Penalty: 5705.035156 Iteration 18Q: 3 clusters Score -1.200004e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 97825 members Entering Unmasked Estep Score: -12000085.000000 Penalty: 5705.035156 Iteration 19Q: 3 clusters Score -1.200008e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 97865 members Entering Unmasked Estep Score: -12000114.000000 Penalty: 5705.035156 Iteration 20F: 3 clusters Score -1.200011e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 97887 members Entering Unmasked Estep Score: -12000135.000000 Penalty: 5705.035156 Iteration 21Q: 3 clusters Score -1.200014e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 97903 members Entering Unmasked Estep Score: -12000147.000000 Penalty: 5705.035156 Iteration 22Q: 3 clusters Score -1.200015e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 97918 members Entering Unmasked Estep Score: -12000165.000000 Penalty: 5705.035156 Iteration 23Q: 3 clusters Score -1.200016e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 97934 members Entering Unmasked Estep Score: -12000181.000000 Penalty: 5705.035156 Iteration 24Q: 3 clusters Score -1.200018e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 97944 members Entering Unmasked Estep Score: -12000195.000000 Penalty: 5705.035156 Iteration 25Q: 3 clusters Score -1.20002e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 97955 members Entering Unmasked Estep Score: -12000211.000000 Penalty: 5705.035156 Iteration 26Q: 3 clusters Score -1.200021e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 97959 members Entering Unmasked Estep Score: -12000218.000000 Penalty: 5705.035156 Iteration 27Q: 3 clusters Score -1.200022e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 97970 members Entering Unmasked Estep Score: -12000229.000000 Penalty: 5705.035156 Iteration 28Q: 3 clusters Score -1.200023e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 97980 members Entering Unmasked Estep Score: -12000254.000000 Penalty: 5705.035156 Iteration 29Q: 3 clusters Score -1.200025e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 97995 members Entering Unmasked Estep Score: -12000255.000000 Penalty: 5705.035156 Iteration 30Q: 3 clusters Score -1.200026e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 98003 members Entering Unmasked Estep Score: -12000266.000000 Penalty: 5705.035156 Iteration 31Q: 3 clusters Score -1.200027e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 98015 members Entering Unmasked Estep Score: -12000270.000000 Penalty: 5705.035156 Iteration 32Q: 3 clusters Score -1.200027e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 98031 members Entering Unmasked Estep Score: -12000275.000000 Penalty: 5705.035156 Iteration 33Q: 3 clusters Score -1.200028e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 98037 members Entering Unmasked Estep Score: -12000293.000000 Penalty: 5705.035156 Iteration 34Q: 3 clusters Score -1.200029e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 98042 members Entering Unmasked Estep Score: -12000296.000000 Penalty: 5705.035156 Iteration 35Q: 3 clusters Score -1.20003e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 98047 members Entering Unmasked Estep Score: -12000310.000000 Penalty: 5705.035156 Iteration 36Q: 3 clusters Score -1.200031e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 98052 members Entering Unmasked Estep Score: -12000313.000000 Penalty: 5705.035156 Iteration 37Q: 3 clusters Score -1.200031e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 98052 members Entering Unmasked Estep Score: -12000332.000000 Penalty: 5705.035156 Iteration 38Q: 3 clusters Score -1.200033e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 98066 members Entering Unmasked Estep Score: -12000337.000000 Penalty: 5705.035156 Iteration 39Q: 3 clusters Score -1.200034e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 98088 members Entering Unmasked Estep Score: -12000352.000000 Penalty: 5705.035156 Iteration 40F: 3 clusters Score -1.200035e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 98105 members Entering Unmasked Estep Score: -12000415.000000 Penalty: 5705.035156 Iteration 41Q: 3 clusters Score -1.200042e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 98122 members Entering Unmasked Estep Score: -12000451.000000 Penalty: 5705.035156 Iteration 42Q: 3 clusters Score -1.200045e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 98126 members Entering Unmasked Estep Score: -12000501.000000 Penalty: 5705.035156 Iteration 43Q: 3 clusters Score -1.20005e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 98124 members Entering Unmasked Estep Score: -12000534.000000 Penalty: 5705.035156 Iteration 44Q: 3 clusters Score -1.200053e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 98115 members Entering Unmasked Estep Score: -12000566.000000 Penalty: 5705.035156 Iteration 45Q: 3 clusters Score -1.200057e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 98106 members Entering Unmasked Estep Score: -12000577.000000 Penalty: 5705.035156 Iteration 46Q: 3 clusters Score -1.200058e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 98096 members Entering Unmasked Estep Score: -12000583.000000 Penalty: 5705.035156 Iteration 47Q: 3 clusters Score -1.200058e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 98083 members Entering Unmasked Estep Score: -12000592.000000 Penalty: 5705.035156 Iteration 48Q: 3 clusters Score -1.200059e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 98078 members Entering Unmasked Estep Score: -12000585.000000 Penalty: 5705.035156 Iteration 49Q: 3 clusters Score -1.200058e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 98074 members Entering Unmasked Estep Score: -12000598.000000 Penalty: 5705.035156 Iteration 50Q: 3 clusters Score -1.20006e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 98070 members Entering Unmasked Estep Score: -12000608.000000 Penalty: 5705.035156 Iteration 51Q: 3 clusters Score -1.200061e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 98071 members Entering Unmasked Estep Score: -12000615.000000 Penalty: 5705.035156 Iteration 52Q: 3 clusters Score -1.200062e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 98067 members Entering Unmasked Estep Score: -12000618.000000 Penalty: 5705.035156 Iteration 53Q: 3 clusters Score -1.200062e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 98068 members Entering Unmasked Estep Score: -12000608.000000 Penalty: 5705.035156 Iteration 54Q: 3 clusters Score -1.200061e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 98066 members Entering Unmasked Estep Score: -12000598.000000 Penalty: 5705.035156 Iteration 55Q: 3 clusters Score -1.20006e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 98067 members Entering Unmasked Estep Score: -12000599.000000 Penalty: 5705.035156 Iteration 56Q: 3 clusters Score -1.20006e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 98067 members Entering Unmasked Estep Score: -12000590.000000 Penalty: 5705.035156 Iteration 57Q: 3 clusters Score -1.200059e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 98067 members Entering Unmasked Estep Score: -12000590.000000 Penalty: 5705.035156 Iteration 58F: 3 clusters Score -1.200059e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9020 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Entering Unmasked Estep Score: -1089972.375000 Penalty: 2258.585449 Iteration 0F: 2 clusters Score -1089972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1082897.625000 Penalty: 4517.170898 Iteration 0F: 3 clusters Score -1082898 nChanged 3721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -1084904.250000 Penalty: 4517.170898 Iteration 1F: 3 clusters Score -1084904 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1085221.125000 Penalty: 4517.170898 Iteration 2F: 3 clusters Score -1085221 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1085444.500000 Penalty: 4517.170898 Iteration 3F: 3 clusters Score -1085444 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1085615.000000 Penalty: 4517.170898 Iteration 4Q: 3 clusters Score -1085615 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1085775.375000 Penalty: 4517.170898 Iteration 5Q: 3 clusters Score -1085775 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -1085918.750000 Penalty: 4517.170898 Iteration 6Q: 3 clusters Score -1085919 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -1086073.500000 Penalty: 4517.170898 Iteration 7Q: 3 clusters Score -1086074 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -1086256.750000 Penalty: 4517.170898 Iteration 8Q: 3 clusters Score -1086257 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -1086459.125000 Penalty: 4517.170898 Iteration 9Q: 3 clusters Score -1086459 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -1086628.250000 Penalty: 4517.170898 Iteration 10Q: 3 clusters Score -1086628 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1086800.875000 Penalty: 4517.170898 Iteration 11Q: 3 clusters Score -1086801 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -1086969.875000 Penalty: 4517.170898 Iteration 12Q: 3 clusters Score -1086970 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -1087120.750000 Penalty: 4517.170898 Iteration 13Q: 3 clusters Score -1087121 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -1087245.125000 Penalty: 4517.170898 Iteration 14Q: 3 clusters Score -1087245 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 7452 members Entering Unmasked Estep Score: -1087360.750000 Penalty: 4517.170898 Iteration 15Q: 3 clusters Score -1087361 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -1087476.000000 Penalty: 4517.170898 Iteration 16Q: 3 clusters Score -1087476 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1087581.875000 Penalty: 4517.170898 Iteration 17Q: 3 clusters Score -1087582 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -1087662.875000 Penalty: 4517.170898 Iteration 18Q: 3 clusters Score -1087663 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -1087717.000000 Penalty: 4517.170898 Iteration 19Q: 3 clusters Score -1087717 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -1087770.000000 Penalty: 4517.170898 Iteration 20F: 3 clusters Score -1087770 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -1087828.000000 Penalty: 4517.170898 Iteration 21Q: 3 clusters Score -1087828 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 8113 members Entering Unmasked Estep Score: -1087898.250000 Penalty: 4517.170898 Iteration 22Q: 3 clusters Score -1087898 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 8181 members Entering Unmasked Estep Score: -1087952.750000 Penalty: 4517.170898 Iteration 23Q: 3 clusters Score -1087953 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -1087990.500000 Penalty: 4517.170898 Iteration 24Q: 3 clusters Score -1087990 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -1088014.375000 Penalty: 4517.170898 Iteration 25Q: 3 clusters Score -1088014 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -1088034.625000 Penalty: 4517.170898 Iteration 26Q: 3 clusters Score -1088035 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -1088053.375000 Penalty: 4517.170898 Iteration 27Q: 3 clusters Score -1088053 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -1088062.875000 Penalty: 4517.170898 Iteration 28Q: 3 clusters Score -1088063 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -1088072.000000 Penalty: 4517.170898 Iteration 29Q: 3 clusters Score -1088072 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -1088078.250000 Penalty: 4517.170898 Iteration 30Q: 3 clusters Score -1088078 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -1088081.750000 Penalty: 4517.170898 Iteration 31Q: 3 clusters Score -1088082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -1088084.250000 Penalty: 4517.170898 Iteration 32Q: 3 clusters Score -1088084 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -1088086.000000 Penalty: 4517.170898 Iteration 33Q: 3 clusters Score -1088086 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -1088088.750000 Penalty: 4517.170898 Iteration 34Q: 3 clusters Score -1088089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -1088088.625000 Penalty: 4517.170898 Iteration 35Q: 3 clusters Score -1088089 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -1088090.250000 Penalty: 4517.170898 Iteration 36Q: 3 clusters Score -1088090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -1088091.500000 Penalty: 4517.170898 Iteration 37Q: 3 clusters Score -1088092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -1088091.750000 Penalty: 4517.170898 Iteration 38Q: 3 clusters Score -1088092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -1088093.000000 Penalty: 4517.170898 Iteration 39Q: 3 clusters Score -1088093 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -1088094.000000 Penalty: 4517.170898 Iteration 40F: 3 clusters Score -1088094 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (11209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Entering Unmasked Estep Score: -1359591.000000 Penalty: 2312.469238 Iteration 0F: 2 clusters Score -1359591 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1351173.875000 Penalty: 4624.938477 Iteration 0F: 3 clusters Score -1351174 nChanged 4749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -1353668.625000 Penalty: 4624.938477 Iteration 1F: 3 clusters Score -1353669 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -1354016.000000 Penalty: 4624.938477 Iteration 2F: 3 clusters Score -1354016 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -1354319.750000 Penalty: 4624.938477 Iteration 3F: 3 clusters Score -1354320 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1354633.000000 Penalty: 4624.938477 Iteration 4F: 3 clusters Score -1354633 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1354971.250000 Penalty: 4624.938477 Iteration 5F: 3 clusters Score -1354971 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -1355309.250000 Penalty: 4624.938477 Iteration 6Q: 3 clusters Score -1355309 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -1355652.000000 Penalty: 4624.938477 Iteration 7Q: 3 clusters Score -1355652 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1356047.875000 Penalty: 4624.938477 Iteration 8Q: 3 clusters Score -1356048 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -1356417.375000 Penalty: 4624.938477 Iteration 9Q: 3 clusters Score -1356417 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1356754.875000 Penalty: 4624.938477 Iteration 10Q: 3 clusters Score -1356755 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -1357036.750000 Penalty: 4624.938477 Iteration 11Q: 3 clusters Score -1357037 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1357252.625000 Penalty: 4624.938477 Iteration 12Q: 3 clusters Score -1357253 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1357444.500000 Penalty: 4624.938477 Iteration 13Q: 3 clusters Score -1357444 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1357611.125000 Penalty: 4624.938477 Iteration 14Q: 3 clusters Score -1357611 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1357722.000000 Penalty: 4624.938477 Iteration 15Q: 3 clusters Score -1357722 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1357798.375000 Penalty: 4624.938477 Iteration 16Q: 3 clusters Score -1357798 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1357844.750000 Penalty: 4624.938477 Iteration 17Q: 3 clusters Score -1357845 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1357864.250000 Penalty: 4624.938477 Iteration 18Q: 3 clusters Score -1357864 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1357871.750000 Penalty: 4624.938477 Iteration 19Q: 3 clusters Score -1357872 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1357877.000000 Penalty: 4624.938477 Iteration 20F: 3 clusters Score -1357877 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10028 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1357885.500000 Penalty: 4624.938477 Iteration 21Q: 3 clusters Score -1357886 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1357887.125000 Penalty: 4624.938477 Iteration 22Q: 3 clusters Score -1357887 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10024 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -1357891.125000 Penalty: 4624.938477 Iteration 23Q: 3 clusters Score -1357891 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1357893.875000 Penalty: 4624.938477 Iteration 24Q: 3 clusters Score -1357894 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1357892.125000 Penalty: 4624.938477 Iteration 25Q: 3 clusters Score -1357892 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10014 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1357894.625000 Penalty: 4624.938477 Iteration 26Q: 3 clusters Score -1357895 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1357897.625000 Penalty: 4624.938477 Iteration 27Q: 3 clusters Score -1357898 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1357898.000000 Penalty: 4624.938477 Iteration 28Q: 3 clusters Score -1357898 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1357896.250000 Penalty: 4624.938477 Iteration 29Q: 3 clusters Score -1357896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1357896.250000 Penalty: 4624.938477 Iteration 30F: 3 clusters Score -1357896 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Entering Unmasked Estep Score: -216526.031250 Penalty: 1886.260620 Iteration 0F: 2 clusters Score -216526 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -213921.640625 Penalty: 3772.521240 Iteration 0F: 3 clusters Score -213921.6 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -214407.781250 Penalty: 3772.521240 Iteration 1F: 3 clusters Score -214407.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -214540.781250 Penalty: 3772.521240 Iteration 2F: 3 clusters Score -214540.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -214593.750000 Penalty: 3772.521240 Iteration 3Q: 3 clusters Score -214593.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -214624.421875 Penalty: 3772.521240 Iteration 4Q: 3 clusters Score -214624.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -214647.281250 Penalty: 3772.521240 Iteration 5Q: 3 clusters Score -214647.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -214663.125000 Penalty: 3772.521240 Iteration 6Q: 3 clusters Score -214663.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -214675.703125 Penalty: 3772.521240 Iteration 7Q: 3 clusters Score -214675.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -214685.828125 Penalty: 3772.521240 Iteration 8Q: 3 clusters Score -214685.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -214691.765625 Penalty: 3772.521240 Iteration 9Q: 3 clusters Score -214691.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -214698.875000 Penalty: 3772.521240 Iteration 10Q: 3 clusters Score -214698.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -214702.093750 Penalty: 3772.521240 Iteration 11Q: 3 clusters Score -214702.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -214706.609375 Penalty: 3772.521240 Iteration 12Q: 3 clusters Score -214706.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -214714.500000 Penalty: 3772.521240 Iteration 13Q: 3 clusters Score -214714.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -214718.140625 Penalty: 3772.521240 Iteration 14Q: 3 clusters Score -214718.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -214719.140625 Penalty: 3772.521240 Iteration 15Q: 3 clusters Score -214719.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -214719.500000 Penalty: 3772.521240 Iteration 16Q: 3 clusters Score -214719.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -214720.000000 Penalty: 3772.521240 Iteration 17Q: 3 clusters Score -214720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -214720.218750 Penalty: 3772.521240 Iteration 18Q: 3 clusters Score -214720.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -214720.515625 Penalty: 3772.521240 Iteration 19Q: 3 clusters Score -214720.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -214720.968750 Penalty: 3772.521240 Iteration 20F: 3 clusters Score -214721 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Entering Unmasked Estep Score: -378537.156250 Penalty: 2018.653564 Iteration 0F: 2 clusters Score -378537.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -375000.906250 Penalty: 4037.307129 Iteration 0F: 3 clusters Score -375000.9 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -375788.093750 Penalty: 4037.307129 Iteration 1F: 3 clusters Score -375788.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -376050.562500 Penalty: 4037.307129 Iteration 2F: 3 clusters Score -376050.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -376235.625000 Penalty: 4037.307129 Iteration 3F: 3 clusters Score -376235.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -376396.062500 Penalty: 4037.307129 Iteration 4Q: 3 clusters Score -376396.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -376539.531250 Penalty: 4037.307129 Iteration 5Q: 3 clusters Score -376539.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -376640.718750 Penalty: 4037.307129 Iteration 6Q: 3 clusters Score -376640.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -376715.218750 Penalty: 4037.307129 Iteration 7Q: 3 clusters Score -376715.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -376786.062500 Penalty: 4037.307129 Iteration 8Q: 3 clusters Score -376786.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -376841.343750 Penalty: 4037.307129 Iteration 9Q: 3 clusters Score -376841.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -376882.593750 Penalty: 4037.307129 Iteration 10Q: 3 clusters Score -376882.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -376913.906250 Penalty: 4037.307129 Iteration 11Q: 3 clusters Score -376913.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -376946.406250 Penalty: 4037.307129 Iteration 12Q: 3 clusters Score -376946.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -376978.343750 Penalty: 4037.307129 Iteration 13Q: 3 clusters Score -376978.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -376997.375000 Penalty: 4037.307129 Iteration 14Q: 3 clusters Score -376997.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -377014.687500 Penalty: 4037.307129 Iteration 15Q: 3 clusters Score -377014.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -377026.937500 Penalty: 4037.307129 Iteration 16Q: 3 clusters Score -377026.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -377033.937500 Penalty: 4037.307129 Iteration 17Q: 3 clusters Score -377033.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -377037.593750 Penalty: 4037.307129 Iteration 18Q: 3 clusters Score -377037.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -377039.812500 Penalty: 4037.307129 Iteration 19Q: 3 clusters Score -377039.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -377042.687500 Penalty: 4037.307129 Iteration 20F: 3 clusters Score -377042.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -377044.656250 Penalty: 4037.307129 Iteration 21Q: 3 clusters Score -377044.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -377047.500000 Penalty: 4037.307129 Iteration 22Q: 3 clusters Score -377047.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -377048.562500 Penalty: 4037.307129 Iteration 23Q: 3 clusters Score -377048.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -377051.281250 Penalty: 4037.307129 Iteration 24Q: 3 clusters Score -377051.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -377054.062500 Penalty: 4037.307129 Iteration 25Q: 3 clusters Score -377054.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -377057.093750 Penalty: 4037.307129 Iteration 26Q: 3 clusters Score -377057.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -377057.687500 Penalty: 4037.307129 Iteration 27Q: 3 clusters Score -377057.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -377059.406250 Penalty: 4037.307129 Iteration 28Q: 3 clusters Score -377059.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -377062.406250 Penalty: 4037.307129 Iteration 29Q: 3 clusters Score -377062.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -377063.281250 Penalty: 4037.307129 Iteration 30Q: 3 clusters Score -377063.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -377062.843750 Penalty: 4037.307129 Iteration 31Q: 3 clusters Score -377062.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -377064.625000 Penalty: 4037.307129 Iteration 32Q: 3 clusters Score -377064.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -377066.593750 Penalty: 4037.307129 Iteration 33Q: 3 clusters Score -377066.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -377067.375000 Penalty: 4037.307129 Iteration 34Q: 3 clusters Score -377067.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -377067.593750 Penalty: 4037.307129 Iteration 35Q: 3 clusters Score -377067.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -377067.531250 Penalty: 4037.307129 Iteration 36Q: 3 clusters Score -377067.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -377069.031250 Penalty: 4037.307129 Iteration 37Q: 3 clusters Score -377069 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -377069.781250 Penalty: 4037.307129 Iteration 38Q: 3 clusters Score -377069.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -377070.718750 Penalty: 4037.307129 Iteration 39Q: 3 clusters Score -377070.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -377072.500000 Penalty: 4037.307129 Iteration 40F: 3 clusters Score -377072.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -377073.062500 Penalty: 4037.307129 Iteration 41Q: 3 clusters Score -377073.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -377074.062500 Penalty: 4037.307129 Iteration 42Q: 3 clusters Score -377074.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -377074.125000 Penalty: 4037.307129 Iteration 43Q: 3 clusters Score -377074.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -377075.031250 Penalty: 4037.307129 Iteration 44Q: 3 clusters Score -377075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -377076.343750 Penalty: 4037.307129 Iteration 45Q: 3 clusters Score -377076.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -377077.718750 Penalty: 4037.307129 Iteration 46Q: 3 clusters Score -377077.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -377078.156250 Penalty: 4037.307129 Iteration 47Q: 3 clusters Score -377078.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -377079.218750 Penalty: 4037.307129 Iteration 48Q: 3 clusters Score -377079.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -377082.843750 Penalty: 4037.307129 Iteration 49Q: 3 clusters Score -377082.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -377085.343750 Penalty: 4037.307129 Iteration 50Q: 3 clusters Score -377085.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -377087.843750 Penalty: 4037.307129 Iteration 51Q: 3 clusters Score -377087.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -377088.750000 Penalty: 4037.307129 Iteration 52Q: 3 clusters Score -377088.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -377090.000000 Penalty: 4037.307129 Iteration 53Q: 3 clusters Score -377090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -377090.218750 Penalty: 4037.307129 Iteration 54Q: 3 clusters Score -377090.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -377090.218750 Penalty: 4037.307129 Iteration 55F: 3 clusters Score -377090.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (12248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12248 members Entering Unmasked Estep Score: -1468290.500000 Penalty: 2334.453369 Iteration 0F: 2 clusters Score -1468290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -1459218.500000 Penalty: 4668.906738 Iteration 0F: 3 clusters Score -1459218 nChanged 5177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -1461887.625000 Penalty: 4668.906738 Iteration 1F: 3 clusters Score -1461888 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1462299.000000 Penalty: 4668.906738 Iteration 2F: 3 clusters Score -1462299 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -1462686.375000 Penalty: 4668.906738 Iteration 3F: 3 clusters Score -1462686 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1463095.875000 Penalty: 4668.906738 Iteration 4F: 3 clusters Score -1463096 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -1463607.375000 Penalty: 4668.906738 Iteration 5F: 3 clusters Score -1463607 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1464179.125000 Penalty: 4668.906738 Iteration 6F: 3 clusters Score -1464179 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1464688.875000 Penalty: 4668.906738 Iteration 7F: 3 clusters Score -1464689 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -1465104.250000 Penalty: 4668.906738 Iteration 8Q: 3 clusters Score -1465104 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1465380.750000 Penalty: 4668.906738 Iteration 9Q: 3 clusters Score -1465381 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -1465604.625000 Penalty: 4668.906738 Iteration 10Q: 3 clusters Score -1465605 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -1465806.750000 Penalty: 4668.906738 Iteration 11Q: 3 clusters Score -1465807 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -1465931.750000 Penalty: 4668.906738 Iteration 12Q: 3 clusters Score -1465932 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -1466022.375000 Penalty: 4668.906738 Iteration 13Q: 3 clusters Score -1466022 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -1466090.375000 Penalty: 4668.906738 Iteration 14Q: 3 clusters Score -1466090 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -1466135.375000 Penalty: 4668.906738 Iteration 15Q: 3 clusters Score -1466135 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -1466173.250000 Penalty: 4668.906738 Iteration 16Q: 3 clusters Score -1466173 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -1466220.250000 Penalty: 4668.906738 Iteration 17Q: 3 clusters Score -1466220 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1466249.500000 Penalty: 4668.906738 Iteration 18Q: 3 clusters Score -1466250 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1466275.875000 Penalty: 4668.906738 Iteration 19Q: 3 clusters Score -1466276 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -1466305.000000 Penalty: 4668.906738 Iteration 20F: 3 clusters Score -1466305 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1466321.875000 Penalty: 4668.906738 Iteration 21Q: 3 clusters Score -1466322 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -1466333.250000 Penalty: 4668.906738 Iteration 22Q: 3 clusters Score -1466333 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -1466347.625000 Penalty: 4668.906738 Iteration 23Q: 3 clusters Score -1466348 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -1466361.125000 Penalty: 4668.906738 Iteration 24Q: 3 clusters Score -1466361 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -1466376.250000 Penalty: 4668.906738 Iteration 25Q: 3 clusters Score -1466376 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7484 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1466388.000000 Penalty: 4668.906738 Iteration 26Q: 3 clusters Score -1466388 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1466394.375000 Penalty: 4668.906738 Iteration 27Q: 3 clusters Score -1466394 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -1466407.000000 Penalty: 4668.906738 Iteration 28Q: 3 clusters Score -1466407 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7560 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1466413.875000 Penalty: 4668.906738 Iteration 29Q: 3 clusters Score -1466414 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1466421.000000 Penalty: 4668.906738 Iteration 30Q: 3 clusters Score -1466421 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1466431.750000 Penalty: 4668.906738 Iteration 31Q: 3 clusters Score -1466432 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1466437.500000 Penalty: 4668.906738 Iteration 32Q: 3 clusters Score -1466438 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1466444.375000 Penalty: 4668.906738 Iteration 33Q: 3 clusters Score -1466444 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -1466456.500000 Penalty: 4668.906738 Iteration 34Q: 3 clusters Score -1466456 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1466464.250000 Penalty: 4668.906738 Iteration 35Q: 3 clusters Score -1466464 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1466475.000000 Penalty: 4668.906738 Iteration 36Q: 3 clusters Score -1466475 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1466498.875000 Penalty: 4668.906738 Iteration 37Q: 3 clusters Score -1466499 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1466517.875000 Penalty: 4668.906738 Iteration 38Q: 3 clusters Score -1466518 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -1466551.250000 Penalty: 4668.906738 Iteration 39Q: 3 clusters Score -1466551 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1466597.250000 Penalty: 4668.906738 Iteration 40F: 3 clusters Score -1466597 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1466647.125000 Penalty: 4668.906738 Iteration 41Q: 3 clusters Score -1466647 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1466706.500000 Penalty: 4668.906738 Iteration 42Q: 3 clusters Score -1466706 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1466743.375000 Penalty: 4668.906738 Iteration 43Q: 3 clusters Score -1466743 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1466778.375000 Penalty: 4668.906738 Iteration 44Q: 3 clusters Score -1466778 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1466820.125000 Penalty: 4668.906738 Iteration 45Q: 3 clusters Score -1466820 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1466858.750000 Penalty: 4668.906738 Iteration 46Q: 3 clusters Score -1466859 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1466880.500000 Penalty: 4668.906738 Iteration 47Q: 3 clusters Score -1466880 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1466900.500000 Penalty: 4668.906738 Iteration 48Q: 3 clusters Score -1466900 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1466915.250000 Penalty: 4668.906738 Iteration 49Q: 3 clusters Score -1466915 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1466925.375000 Penalty: 4668.906738 Iteration 50Q: 3 clusters Score -1466925 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -1466931.375000 Penalty: 4668.906738 Iteration 51Q: 3 clusters Score -1466931 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1466938.250000 Penalty: 4668.906738 Iteration 52Q: 3 clusters Score -1466938 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1466946.875000 Penalty: 4668.906738 Iteration 53Q: 3 clusters Score -1466947 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1466956.625000 Penalty: 4668.906738 Iteration 54Q: 3 clusters Score -1466957 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1466961.750000 Penalty: 4668.906738 Iteration 55Q: 3 clusters Score -1466962 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1466967.750000 Penalty: 4668.906738 Iteration 56Q: 3 clusters Score -1466968 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1466971.625000 Penalty: 4668.906738 Iteration 57Q: 3 clusters Score -1466972 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1466979.875000 Penalty: 4668.906738 Iteration 58Q: 3 clusters Score -1466980 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1466988.500000 Penalty: 4668.906738 Iteration 59Q: 3 clusters Score -1466988 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1466998.375000 Penalty: 4668.906738 Iteration 60F: 3 clusters Score -1466998 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7903 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1467007.375000 Penalty: 4668.906738 Iteration 61Q: 3 clusters Score -1467007 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1467016.125000 Penalty: 4668.906738 Iteration 62Q: 3 clusters Score -1467016 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1467024.500000 Penalty: 4668.906738 Iteration 63Q: 3 clusters Score -1467024 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8015 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1467032.875000 Penalty: 4668.906738 Iteration 64Q: 3 clusters Score -1467033 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -1467045.125000 Penalty: 4668.906738 Iteration 65Q: 3 clusters Score -1467045 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1467048.875000 Penalty: 4668.906738 Iteration 66Q: 3 clusters Score -1467049 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1467056.875000 Penalty: 4668.906738 Iteration 67Q: 3 clusters Score -1467057 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1467060.125000 Penalty: 4668.906738 Iteration 68Q: 3 clusters Score -1467060 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1467057.125000 Penalty: 4668.906738 Iteration 69Q: 3 clusters Score -1467057 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -1467061.000000 Penalty: 4668.906738 Iteration 70Q: 3 clusters Score -1467061 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8153 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1467062.500000 Penalty: 4668.906738 Iteration 71Q: 3 clusters Score -1467062 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -1467067.500000 Penalty: 4668.906738 Iteration 72Q: 3 clusters Score -1467068 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1467073.375000 Penalty: 4668.906738 Iteration 73Q: 3 clusters Score -1467073 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8210 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -1467077.000000 Penalty: 4668.906738 Iteration 74Q: 3 clusters Score -1467077 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8227 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1467078.500000 Penalty: 4668.906738 Iteration 75Q: 3 clusters Score -1467078 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -1467084.000000 Penalty: 4668.906738 Iteration 76Q: 3 clusters Score -1467084 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -1467087.125000 Penalty: 4668.906738 Iteration 77Q: 3 clusters Score -1467087 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -1467091.625000 Penalty: 4668.906738 Iteration 78Q: 3 clusters Score -1467092 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -1467097.500000 Penalty: 4668.906738 Iteration 79Q: 3 clusters Score -1467098 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1467106.625000 Penalty: 4668.906738 Iteration 80F: 3 clusters Score -1467107 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -1467111.500000 Penalty: 4668.906738 Iteration 81Q: 3 clusters Score -1467112 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: 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Estep Score: -1467128.750000 Penalty: 4668.906738 Iteration 86Q: 3 clusters Score -1467129 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1467132.750000 Penalty: 4668.906738 Iteration 87Q: 3 clusters Score -1467133 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -1467137.125000 Penalty: 4668.906738 Iteration 88Q: 3 clusters Score -1467137 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1467139.125000 Penalty: 4668.906738 Iteration 89Q: 3 clusters Score -1467139 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8545 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -1467147.125000 Penalty: 4668.906738 Iteration 90Q: 3 clusters Score -1467147 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1467147.625000 Penalty: 4668.906738 Iteration 91Q: 3 clusters Score -1467148 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -1467148.500000 Penalty: 4668.906738 Iteration 92Q: 3 clusters Score -1467148 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1467152.000000 Penalty: 4668.906738 Iteration 93Q: 3 clusters Score -1467152 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -1467154.375000 Penalty: 4668.906738 Iteration 94Q: 3 clusters Score -1467154 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -1467155.875000 Penalty: 4668.906738 Iteration 95Q: 3 clusters Score -1467156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -1467158.125000 Penalty: 4668.906738 Iteration 96Q: 3 clusters Score -1467158 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1467161.625000 Penalty: 4668.906738 Iteration 97Q: 3 clusters Score -1467162 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -1467157.750000 Penalty: 4668.906738 Iteration 98Q: 3 clusters Score -1467158 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8647 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -1467159.500000 Penalty: 4668.906738 Iteration 99Q: 3 clusters Score -1467160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1467158.000000 Penalty: 4668.906738 Iteration 100F: 3 clusters Score -1467158 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1467159.750000 Penalty: 4668.906738 Iteration 101Q: 3 clusters Score -1467160 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -1467160.625000 Penalty: 4668.906738 Iteration 102Q: 3 clusters Score -1467161 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8677 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -1467164.875000 Penalty: 4668.906738 Iteration 103Q: 3 clusters Score -1467165 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -1467166.125000 Penalty: 4668.906738 Iteration 104Q: 3 clusters Score -1467166 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -1467171.375000 Penalty: 4668.906738 Iteration 105Q: 3 clusters Score -1467171 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1467170.375000 Penalty: 4668.906738 Iteration 106Q: 3 clusters Score -1467170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -1467172.750000 Penalty: 4668.906738 Iteration 107Q: 3 clusters Score -1467173 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -1467171.000000 Penalty: 4668.906738 Iteration 108Q: 3 clusters Score -1467171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -1467171.625000 Penalty: 4668.906738 Iteration 109Q: 3 clusters Score -1467172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8716 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1467174.125000 Penalty: 4668.906738 Iteration 110Q: 3 clusters Score -1467174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1467173.000000 Penalty: 4668.906738 Iteration 111Q: 3 clusters Score -1467173 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8721 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -1467172.500000 Penalty: 4668.906738 Iteration 112Q: 3 clusters Score -1467172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1467171.875000 Penalty: 4668.906738 Iteration 113Q: 3 clusters Score -1467172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1467173.625000 Penalty: 4668.906738 Iteration 114Q: 3 clusters Score -1467174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8727 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -1467172.125000 Penalty: 4668.906738 Iteration 115Q: 3 clusters Score -1467172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -1467173.625000 Penalty: 4668.906738 Iteration 116Q: 3 clusters Score -1467174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8734 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1467175.625000 Penalty: 4668.906738 Iteration 117Q: 3 clusters Score -1467176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8738 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -1467176.250000 Penalty: 4668.906738 Iteration 118Q: 3 clusters Score -1467176 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8743 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -1467176.250000 Penalty: 4668.906738 Iteration 119Q: 3 clusters Score -1467176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -1467175.500000 Penalty: 4668.906738 Iteration 120F: 3 clusters Score -1467176 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1467175.875000 Penalty: 4668.906738 Iteration 121Q: 3 clusters Score -1467176 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8761 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -1467179.625000 Penalty: 4668.906738 Iteration 122Q: 3 clusters Score -1467180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8766 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1467179.250000 Penalty: 4668.906738 Iteration 123Q: 3 clusters Score -1467179 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -1467177.875000 Penalty: 4668.906738 Iteration 124Q: 3 clusters Score -1467178 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -1467175.875000 Penalty: 4668.906738 Iteration 125Q: 3 clusters Score -1467176 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1467176.750000 Penalty: 4668.906738 Iteration 126Q: 3 clusters Score -1467177 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8771 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1467176.750000 Penalty: 4668.906738 Iteration 127F: 3 clusters Score -1467177 nChanged 0 --- Evaluating fit on full set of 851668 points --- Entering Unmasked Estep Score: -100616888.000000 Penalty: 64342.132812 21->20 Clusters: Score -100616888.000000, best is -100617008.000000 Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 283889 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13522 members Mstep: Class 2 contains 13377 members Mstep: Class 3 contains 13270 members Mstep: Class 4 contains 13592 members Mstep: Class 5 contains 13613 members Mstep: Class 6 contains 13553 members Mstep: Class 7 contains 13392 members Mstep: Class 8 contains 13574 members Mstep: Class 9 contains 13446 members Mstep: Class 10 contains 13259 members Mstep: Class 11 contains 13536 members Mstep: Class 12 contains 13558 members Mstep: Class 13 contains 13610 members Mstep: Class 14 contains 13624 members Mstep: Class 15 contains 13509 members Mstep: Class 16 contains 13543 members Mstep: Class 17 contains 13561 members Mstep: Class 18 contains 13569 members Mstep: Class 19 contains 13584 members Mstep: Class 20 contains 13653 members Mstep: Class 21 contains 13544 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 488.920532 but Gain 3113.972656 Score: -32184274.000000 Penalty: 62279.437500 Iteration 0F: 21 clusters Score -3.218427e+07 nChanged 267930 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 19500 members Mstep: Class 2 contains 17835 members Mstep: Class 3 contains 14401 members Mstep: Class 4 contains 17516 members Mstep: Class 5 contains 15951 members Mstep: Class 6 contains 5744 members Mstep: Class 7 contains 15015 members Mstep: Class 8 contains 11065 members Mstep: Class 9 contains 8722 members Mstep: Class 11 contains 11546 members Mstep: Class 12 contains 16468 members Mstep: Class 13 contains 19210 members Mstep: Class 14 contains 12858 members Mstep: Class 15 contains 13374 members Mstep: Class 16 contains 15694 members Mstep: Class 17 contains 15723 members Mstep: Class 18 contains 5847 members Mstep: Class 19 contains 13425 members Mstep: Class 20 contains 18163 members Mstep: Class 21 contains 15714 members Entering Unmasked Estep ConsiderDeletion Score: -32809350.000000 Penalty: 62279.437500 Iteration 1F: 21 clusters Score -3.280935e+07 nChanged 115015 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 24091 members Mstep: Class 2 contains 15363 members Mstep: Class 3 contains 15506 members Mstep: Class 4 contains 26790 members Mstep: Class 5 contains 10953 members Mstep: Class 6 contains 3132 members Mstep: Class 7 contains 9885 members Mstep: Class 8 contains 9361 members Mstep: Class 9 contains 6651 members Mstep: Class 11 contains 11856 members Mstep: Class 12 contains 15340 members Mstep: Class 13 contains 17881 members Mstep: Class 14 contains 11043 members Mstep: Class 15 contains 16241 members Mstep: Class 16 contains 11654 members Mstep: Class 17 contains 18661 members Mstep: Class 18 contains 4074 members Mstep: Class 19 contains 12417 members Mstep: Class 20 contains 22013 members Mstep: Class 21 contains 20921 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 2836.961670 but Gain 3113.972656 Score: -33051372.000000 Penalty: 59165.464844 Iteration 2F: 20 clusters Score -3.305137e+07 nChanged 84960 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 24316 members Mstep: Class 2 contains 13593 members Mstep: Class 3 contains 19446 members Mstep: Class 4 contains 31204 members Mstep: Class 5 contains 9231 members Mstep: Class 6 contains 1978 members Mstep: Class 7 contains 5868 members Mstep: Class 8 contains 8233 members Mstep: Class 9 contains 4233 members Mstep: Class 11 contains 13264 members Mstep: Class 12 contains 16290 members Mstep: Class 13 contains 17524 members Mstep: Class 14 contains 9415 members Mstep: Class 15 contains 16130 members Mstep: Class 16 contains 8293 members Mstep: Class 17 contains 18832 members Mstep: Class 19 contains 9493 members Mstep: Class 20 contains 23992 members Mstep: Class 21 contains 32509 members Entering Unmasked Estep ConsiderDeletion Score: -33182620.000000 Penalty: 59165.464844 Iteration 3F: 20 clusters Score -3.318262e+07 nChanged 60134 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 22042 members Mstep: Class 2 contains 12055 members Mstep: Class 3 contains 24906 members Mstep: Class 4 contains 30209 members Mstep: Class 5 contains 9117 members Mstep: Class 6 contains 2060 members Mstep: Class 7 contains 3176 members Mstep: Class 8 contains 8317 members Mstep: Class 9 contains 2557 members Mstep: Class 11 contains 12445 members Mstep: Class 12 contains 17599 members Mstep: Class 13 contains 16366 members Mstep: Class 14 contains 7746 members Mstep: Class 15 contains 13061 members Mstep: Class 16 contains 5980 members Mstep: Class 17 contains 18540 members Mstep: Class 19 contains 7803 members Mstep: Class 20 contains 23553 members Mstep: Class 21 contains 46319 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 3079.790283 but Gain 3113.968750 Score: -33260634.000000 Penalty: 56051.496094 Iteration 4F: 19 clusters Score -3.326063e+07 nChanged 49059 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 19358 members Mstep: Class 2 contains 12201 members Mstep: Class 3 contains 28394 members Mstep: Class 4 contains 27060 members Mstep: Class 5 contains 10176 members Mstep: Class 6 contains 2703 members Mstep: Class 8 contains 9464 members Mstep: Class 9 contains 2034 members Mstep: Class 11 contains 10291 members Mstep: Class 12 contains 18405 members Mstep: Class 13 contains 15029 members Mstep: Class 14 contains 6382 members Mstep: Class 15 contains 9736 members Mstep: Class 16 contains 4572 members Mstep: Class 17 contains 18899 members Mstep: Class 19 contains 7323 members Mstep: Class 20 contains 21224 members Mstep: Class 21 contains 60601 members Entering Unmasked Estep ConsiderDeletion Score: -33317380.000000 Penalty: 56051.496094 Iteration 5F: 19 clusters Score -3.331738e+07 nChanged 38071 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 16552 members Mstep: Class 2 contains 12916 members Mstep: Class 3 contains 30192 members Mstep: Class 4 contains 22775 members Mstep: Class 5 contains 11248 members Mstep: Class 6 contains 2906 members Mstep: Class 8 contains 10722 members Mstep: Class 9 contains 1848 members Mstep: Class 11 contains 7820 members Mstep: Class 12 contains 18601 members Mstep: Class 13 contains 13756 members Mstep: Class 14 contains 5443 members Mstep: Class 15 contains 7175 members Mstep: Class 16 contains 3547 members Mstep: Class 17 contains 20115 members Mstep: Class 19 contains 7574 members Mstep: Class 20 contains 17388 members Mstep: Class 21 contains 73274 members Entering Unmasked Estep ConsiderDeletion Score: -33358388.000000 Penalty: 56051.496094 Iteration 6F: 19 clusters Score -3.335839e+07 nChanged 30437 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 13815 members Mstep: Class 2 contains 13361 members Mstep: Class 3 contains 31025 members Mstep: Class 4 contains 18562 members Mstep: Class 5 contains 12188 members Mstep: Class 6 contains 2967 members Mstep: Class 8 contains 11523 members Mstep: Class 9 contains 1931 members Mstep: Class 11 contains 6087 members Mstep: Class 12 contains 18720 members Mstep: Class 13 contains 12746 members Mstep: Class 14 contains 4867 members Mstep: Class 15 contains 5603 members Mstep: Class 16 contains 2712 members Mstep: Class 17 contains 23720 members Mstep: Class 19 contains 7846 members Mstep: Class 20 contains 13225 members Mstep: Class 21 contains 82956 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 2596.144287 but Gain 3113.972656 Score: -33392682.000000 Penalty: 52937.523438 Iteration 7F: 18 clusters Score -3.339268e+07 nChanged 27171 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 13711 members Mstep: Class 3 contains 31682 members Mstep: Class 4 contains 14895 members Mstep: Class 5 contains 13303 members Mstep: Class 6 contains 2890 members Mstep: Class 8 contains 12106 members Mstep: Class 9 contains 2340 members Mstep: Class 11 contains 5096 members Mstep: Class 12 contains 18697 members Mstep: Class 13 contains 12263 members Mstep: Class 14 contains 4736 members Mstep: Class 15 contains 4644 members Mstep: Class 17 contains 30510 members Mstep: Class 19 contains 7768 members Mstep: Class 20 contains 9196 members Mstep: Class 21 contains 89128 members Entering Unmasked Estep ConsiderDeletion Score: -33421220.000000 Penalty: 52937.523438 Iteration 8F: 18 clusters Score -3.342122e+07 nChanged 20085 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 13884 members Mstep: Class 3 contains 31785 members Mstep: Class 4 contains 11816 members Mstep: Class 5 contains 13368 members Mstep: Class 6 contains 2816 members Mstep: Class 8 contains 12481 members Mstep: Class 9 contains 2765 members Mstep: Class 11 contains 4431 members Mstep: Class 12 contains 18403 members Mstep: Class 13 contains 11654 members Mstep: Class 14 contains 4766 members Mstep: Class 15 contains 4076 members Mstep: Class 17 contains 37808 members Mstep: Class 19 contains 7383 members Mstep: Class 20 contains 5540 members Mstep: Class 21 contains 92735 members Entering Unmasked Estep ConsiderDeletion Score: -33439274.000000 Penalty: 52937.523438 Iteration 9F: 18 clusters Score -3.343927e+07 nChanged 15015 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 13994 members Mstep: Class 3 contains 31746 members Mstep: Class 4 contains 9576 members Mstep: Class 5 contains 13120 members Mstep: Class 6 contains 2832 members Mstep: Class 8 contains 12727 members Mstep: Class 9 contains 3155 members Mstep: Class 11 contains 4013 members Mstep: Class 12 contains 17939 members Mstep: Class 13 contains 11158 members Mstep: Class 14 contains 5072 members Mstep: Class 15 contains 3698 members Mstep: Class 17 contains 43839 members Mstep: Class 19 contains 6850 members Mstep: Class 20 contains 3032 members Mstep: Class 21 contains 94741 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 1714.932129 but Gain 3113.972656 Score: -33454920.000000 Penalty: 49823.550781 Iteration 10F: 17 clusters Score -3.345492e+07 nChanged 12802 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 14075 members Mstep: Class 3 contains 31737 members Mstep: Class 4 contains 8333 members Mstep: Class 5 contains 12908 members Mstep: Class 6 contains 2870 members Mstep: Class 8 contains 12809 members Mstep: Class 9 contains 3597 members Mstep: Class 11 contains 3801 members Mstep: Class 12 contains 17417 members Mstep: Class 13 contains 10715 members Mstep: Class 14 contains 5537 members Mstep: Class 15 contains 3464 members Mstep: Class 17 contains 48779 members Mstep: Class 19 contains 6293 members Mstep: Class 21 contains 96027 members Entering Unmasked Estep ConsiderDeletion Score: -33467464.000000 Penalty: 49823.550781 Iteration 11Q: 17 clusters Score -3.346746e+07 nChanged 8462 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 14070 members Mstep: Class 3 contains 31623 members Mstep: Class 4 contains 7607 members Mstep: Class 5 contains 12420 members Mstep: Class 6 contains 2884 members Mstep: Class 8 contains 12721 members Mstep: Class 9 contains 4021 members Mstep: Class 11 contains 3676 members Mstep: Class 12 contains 16791 members Mstep: Class 13 contains 10267 members Mstep: Class 14 contains 5861 members Mstep: Class 15 contains 3318 members Mstep: Class 17 contains 51021 members Mstep: Class 19 contains 5726 members Mstep: Class 21 contains 96511 members Entering Unmasked Estep ConsiderDeletion Score: -33473400.000000 Penalty: 49823.550781 Iteration 12Q: 17 clusters Score -3.34734e+07 nChanged 6624 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 14041 members Mstep: Class 3 contains 31554 members Mstep: Class 4 contains 7241 members Mstep: Class 5 contains 12148 members Mstep: Class 6 contains 2912 members Mstep: Class 8 contains 12567 members Mstep: Class 9 contains 4358 members Mstep: Class 11 contains 3608 members Mstep: Class 12 contains 16190 members Mstep: Class 13 contains 9887 members Mstep: Class 14 contains 6096 members Mstep: Class 15 contains 3199 members Mstep: Class 17 contains 52376 members Mstep: Class 19 contains 5254 members Mstep: Class 21 contains 96851 members Entering Unmasked Estep ConsiderDeletion Score: -33476952.000000 Penalty: 49823.550781 Iteration 13Q: 17 clusters Score -3.347695e+07 nChanged 5544 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 14001 members Mstep: Class 3 contains 31529 members Mstep: Class 4 contains 7008 members Mstep: Class 5 contains 12070 members Mstep: Class 6 contains 2914 members Mstep: Class 8 contains 12435 members Mstep: Class 9 contains 4600 members Mstep: Class 11 contains 3588 members Mstep: Class 12 contains 15643 members Mstep: Class 13 contains 9511 members Mstep: Class 14 contains 6292 members Mstep: Class 15 contains 3134 members Mstep: Class 17 contains 53288 members Mstep: Class 19 contains 4837 members Mstep: Class 21 contains 97130 members Entering Unmasked Estep ConsiderDeletion Score: -33479730.000000 Penalty: 49823.550781 Iteration 14Q: 17 clusters Score -3.347973e+07 nChanged 4606 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 13971 members Mstep: Class 3 contains 31502 members Mstep: Class 4 contains 6812 members Mstep: Class 5 contains 12215 members Mstep: Class 6 contains 2898 members Mstep: Class 8 contains 12349 members Mstep: Class 9 contains 4764 members Mstep: Class 11 contains 3573 members Mstep: Class 12 contains 15161 members Mstep: Class 13 contains 9108 members Mstep: Class 14 contains 6476 members Mstep: Class 15 contains 3075 members Mstep: Class 17 contains 53885 members Mstep: Class 19 contains 4461 members Mstep: Class 21 contains 97431 members Entering Unmasked Estep ConsiderDeletion Score: -33482102.000000 Penalty: 49823.550781 Iteration 15Q: 17 clusters Score -3.34821e+07 nChanged 3924 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 13965 members Mstep: Class 3 contains 31457 members Mstep: Class 4 contains 6679 members Mstep: Class 5 contains 12476 members Mstep: Class 6 contains 2869 members Mstep: Class 8 contains 12249 members Mstep: Class 9 contains 4927 members Mstep: Class 11 contains 3554 members Mstep: Class 12 contains 14726 members Mstep: Class 13 contains 8706 members Mstep: Class 14 contains 6693 members Mstep: Class 15 contains 3021 members Mstep: Class 17 contains 54302 members Mstep: Class 19 contains 4122 members Mstep: Class 21 contains 97618 members Entering Unmasked Estep ConsiderDeletion Score: -33484196.000000 Penalty: 49823.550781 Iteration 16Q: 17 clusters Score -3.34842e+07 nChanged 3402 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 13996 members Mstep: Class 3 contains 31416 members Mstep: Class 4 contains 6616 members Mstep: Class 5 contains 12744 members Mstep: Class 6 contains 2835 members Mstep: Class 8 contains 12162 members Mstep: Class 9 contains 5040 members Mstep: Class 11 contains 3540 members Mstep: Class 12 contains 14331 members Mstep: Class 13 contains 8322 members Mstep: Class 14 contains 6887 members Mstep: Class 15 contains 2978 members Mstep: Class 17 contains 54579 members Mstep: Class 19 contains 3823 members Mstep: Class 21 contains 97793 members Entering Unmasked Estep ConsiderDeletion Score: -33485810.000000 Penalty: 49823.550781 Iteration 17Q: 17 clusters Score -3.348581e+07 nChanged 2902 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 14050 members Mstep: Class 3 contains 31349 members Mstep: Class 4 contains 6594 members Mstep: Class 5 contains 13044 members Mstep: Class 6 contains 2800 members Mstep: Class 8 contains 12094 members Mstep: Class 9 contains 5125 members Mstep: Class 11 contains 3538 members Mstep: Class 12 contains 13988 members Mstep: Class 13 contains 7952 members Mstep: Class 14 contains 7062 members Mstep: Class 15 contains 2965 members Mstep: Class 17 contains 54759 members Mstep: Class 19 contains 3553 members Mstep: Class 21 contains 97908 members Entering Unmasked Estep ConsiderDeletion Score: -33487474.000000 Penalty: 49823.550781 Iteration 18Q: 17 clusters Score -3.348747e+07 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 14147 members Mstep: Class 3 contains 31277 members Mstep: Class 4 contains 6602 members Mstep: Class 5 contains 13331 members Mstep: Class 6 contains 2815 members Mstep: Class 8 contains 12034 members Mstep: Class 9 contains 5178 members Mstep: Class 11 contains 3525 members Mstep: Class 12 contains 13659 members Mstep: Class 13 contains 7622 members Mstep: Class 14 contains 7218 members Mstep: Class 15 contains 2948 members Mstep: Class 17 contains 54861 members Mstep: Class 19 contains 3307 members Mstep: Class 21 contains 98025 members Entering Unmasked Estep ConsiderDeletion Score: -33488560.000000 Penalty: 49823.550781 Iteration 19Q: 17 clusters Score -3.348856e+07 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 14257 members Mstep: Class 3 contains 31193 members Mstep: Class 4 contains 6597 members Mstep: Class 5 contains 13562 members Mstep: Class 6 contains 2829 members Mstep: Class 8 contains 11960 members Mstep: Class 9 contains 5216 members Mstep: Class 11 contains 3513 members Mstep: Class 12 contains 13359 members Mstep: Class 13 contains 7330 members Mstep: Class 14 contains 7339 members Mstep: Class 15 contains 2967 members Mstep: Class 17 contains 54930 members Mstep: Class 19 contains 3115 members Mstep: Class 21 contains 98194 members Entering Unmasked Estep ConsiderDeletion Score: -33489862.000000 Penalty: 49823.550781 Iteration 20F: 17 clusters Score -3.348986e+07 nChanged 2049 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 14397 members Mstep: Class 3 contains 31083 members Mstep: Class 4 contains 6620 members Mstep: Class 5 contains 13927 members Mstep: Class 6 contains 2741 members Mstep: Class 8 contains 11874 members Mstep: Class 9 contains 5243 members Mstep: Class 11 contains 3495 members Mstep: Class 12 contains 13044 members Mstep: Class 13 contains 7019 members Mstep: Class 14 contains 7424 members Mstep: Class 15 contains 3011 members Mstep: Class 17 contains 54977 members Mstep: Class 19 contains 2984 members Mstep: Class 21 contains 98357 members Entering Unmasked Estep ConsiderDeletion Score: -33490930.000000 Penalty: 49823.550781 Iteration 21Q: 17 clusters Score -3.349093e+07 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 14580 members Mstep: Class 3 contains 30975 members Mstep: Class 4 contains 6671 members Mstep: Class 5 contains 14142 members Mstep: Class 6 contains 2701 members Mstep: Class 8 contains 11771 members Mstep: Class 9 contains 5260 members Mstep: Class 11 contains 3475 members Mstep: Class 12 contains 12766 members Mstep: Class 13 contains 6757 members Mstep: Class 14 contains 7490 members Mstep: Class 15 contains 3062 members Mstep: Class 17 contains 55030 members Mstep: Class 19 contains 2883 members Mstep: Class 21 contains 98502 members Entering Unmasked Estep ConsiderDeletion Score: -33491822.000000 Penalty: 49823.550781 Iteration 22Q: 17 clusters Score -3.349182e+07 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 14774 members Mstep: Class 3 contains 30857 members Mstep: Class 4 contains 6714 members Mstep: Class 5 contains 14245 members Mstep: Class 6 contains 2720 members Mstep: Class 8 contains 11639 members Mstep: Class 9 contains 5278 members Mstep: Class 11 contains 3460 members Mstep: Class 12 contains 12530 members Mstep: Class 13 contains 6521 members Mstep: Class 14 contains 7532 members Mstep: Class 15 contains 3144 members Mstep: Class 17 contains 55069 members Mstep: Class 19 contains 2826 members Mstep: Class 21 contains 98634 members Entering Unmasked Estep ConsiderDeletion Score: -33492376.000000 Penalty: 49823.550781 Iteration 23Q: 17 clusters Score -3.349238e+07 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 14973 members Mstep: Class 3 contains 30733 members Mstep: Class 4 contains 6761 members Mstep: Class 5 contains 14326 members Mstep: Class 6 contains 2724 members Mstep: Class 8 contains 11507 members Mstep: Class 9 contains 5295 members Mstep: Class 11 contains 3449 members Mstep: Class 12 contains 12308 members Mstep: Class 13 contains 6322 members Mstep: Class 14 contains 7568 members Mstep: Class 15 contains 3241 members Mstep: Class 17 contains 55079 members Mstep: Class 19 contains 2788 members Mstep: Class 21 contains 98766 members Entering Unmasked Estep ConsiderDeletion Score: -33492894.000000 Penalty: 49823.550781 Iteration 24Q: 17 clusters Score -3.349289e+07 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 15185 members Mstep: Class 3 contains 30608 members Mstep: Class 4 contains 6833 members Mstep: Class 5 contains 14379 members Mstep: Class 6 contains 2733 members Mstep: Class 8 contains 11348 members Mstep: Class 9 contains 5309 members Mstep: Class 11 contains 3443 members Mstep: Class 12 contains 12126 members Mstep: Class 13 contains 6148 members Mstep: Class 14 contains 7591 members Mstep: Class 15 contains 3368 members Mstep: Class 17 contains 55075 members Mstep: Class 19 contains 2767 members Mstep: Class 21 contains 98850 members Entering Unmasked Estep ConsiderDeletion Score: -33493290.000000 Penalty: 49823.550781 Iteration 25Q: 17 clusters Score -3.349329e+07 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8150 members Mstep: Class 2 contains 15354 members Mstep: Class 3 contains 30501 members Mstep: Class 4 contains 6868 members Mstep: Class 5 contains 14436 members Mstep: Class 6 contains 2735 members Mstep: Class 8 contains 11210 members Mstep: Class 9 contains 5323 members Mstep: Class 11 contains 3440 members Mstep: Class 12 contains 11961 members Mstep: Class 13 contains 6017 members Mstep: Class 14 contains 7604 members Mstep: Class 15 contains 3488 members Mstep: Class 17 contains 55078 members Mstep: Class 19 contains 2742 members Mstep: Class 21 contains 98947 members Entering Unmasked Estep ConsiderDeletion Score: -33493766.000000 Penalty: 49823.550781 Iteration 26Q: 17 clusters Score -3.349377e+07 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8207 members Mstep: Class 2 contains 15528 members Mstep: Class 3 contains 30387 members Mstep: Class 4 contains 6911 members Mstep: Class 5 contains 14472 members Mstep: Class 6 contains 2740 members Mstep: Class 8 contains 11048 members Mstep: Class 9 contains 5335 members Mstep: Class 11 contains 3430 members Mstep: Class 12 contains 11812 members Mstep: Class 13 contains 5913 members Mstep: Class 14 contains 7616 members Mstep: Class 15 contains 3619 members Mstep: Class 17 contains 55084 members Mstep: Class 19 contains 2724 members Mstep: Class 21 contains 99028 members Entering Unmasked Estep ConsiderDeletion Score: -33494036.000000 Penalty: 49823.550781 Iteration 27Q: 17 clusters Score -3.349404e+07 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 15697 members Mstep: Class 3 contains 30265 members Mstep: Class 4 contains 6939 members Mstep: Class 5 contains 14493 members Mstep: Class 6 contains 2746 members Mstep: Class 8 contains 10880 members Mstep: Class 9 contains 5351 members Mstep: Class 11 contains 3423 members Mstep: Class 12 contains 11689 members Mstep: Class 13 contains 5815 members Mstep: Class 14 contains 7627 members Mstep: Class 15 contains 3783 members Mstep: Class 17 contains 55087 members Mstep: Class 19 contains 2714 members Mstep: Class 21 contains 99092 members Entering Unmasked Estep ConsiderDeletion Score: -33494358.000000 Penalty: 49823.550781 Iteration 28Q: 17 clusters Score -3.349436e+07 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8303 members Mstep: Class 2 contains 15862 members Mstep: Class 3 contains 30147 members Mstep: Class 4 contains 6939 members Mstep: Class 5 contains 14514 members Mstep: Class 6 contains 2747 members Mstep: Class 8 contains 10732 members Mstep: Class 9 contains 5359 members Mstep: Class 11 contains 3419 members Mstep: Class 12 contains 11595 members Mstep: Class 13 contains 5734 members Mstep: Class 14 contains 7627 members Mstep: Class 15 contains 3932 members Mstep: Class 17 contains 55091 members Mstep: Class 19 contains 2703 members Mstep: Class 21 contains 99150 members Entering Unmasked Estep ConsiderDeletion Score: -33494564.000000 Penalty: 49823.550781 Iteration 29Q: 17 clusters Score -3.349456e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8346 members Mstep: Class 2 contains 16010 members Mstep: Class 3 contains 30049 members Mstep: Class 4 contains 6931 members Mstep: Class 5 contains 14542 members Mstep: Class 6 contains 2746 members Mstep: Class 8 contains 10608 members Mstep: Class 9 contains 5366 members Mstep: Class 11 contains 3409 members Mstep: Class 12 contains 11502 members Mstep: Class 13 contains 5652 members Mstep: Class 14 contains 7628 members Mstep: Class 15 contains 4067 members Mstep: Class 17 contains 55092 members Mstep: Class 19 contains 2692 members Mstep: Class 21 contains 99214 members Entering Unmasked Estep ConsiderDeletion Score: -33494746.000000 Penalty: 49823.550781 Iteration 30Q: 17 clusters Score -3.349475e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 16140 members Mstep: Class 3 contains 29959 members Mstep: Class 4 contains 6911 members Mstep: Class 5 contains 14558 members Mstep: Class 6 contains 2748 members Mstep: Class 8 contains 10517 members Mstep: Class 9 contains 5371 members Mstep: Class 11 contains 3408 members Mstep: Class 12 contains 11425 members Mstep: Class 13 contains 5587 members Mstep: Class 14 contains 7612 members Mstep: Class 15 contains 4182 members Mstep: Class 17 contains 55095 members Mstep: Class 19 contains 2678 members Mstep: Class 21 contains 99278 members Entering Unmasked Estep ConsiderDeletion Score: -33494900.000000 Penalty: 49823.550781 Iteration 31Q: 17 clusters Score -3.34949e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 16249 members Mstep: Class 3 contains 29879 members Mstep: Class 4 contains 6923 members Mstep: Class 5 contains 14576 members Mstep: Class 6 contains 2746 members Mstep: Class 8 contains 10415 members Mstep: Class 9 contains 5378 members Mstep: Class 11 contains 3407 members Mstep: Class 12 contains 11359 members Mstep: Class 13 contains 5539 members Mstep: Class 14 contains 7584 members Mstep: Class 15 contains 4279 members Mstep: Class 17 contains 55099 members Mstep: Class 19 contains 2664 members Mstep: Class 21 contains 99313 members Entering Unmasked Estep ConsiderDeletion Score: -33494922.000000 Penalty: 49823.550781 Iteration 32Q: 17 clusters Score -3.349492e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 16350 members Mstep: Class 3 contains 29811 members Mstep: Class 4 contains 6932 members Mstep: Class 5 contains 14574 members Mstep: Class 6 contains 2746 members Mstep: Class 8 contains 10356 members Mstep: Class 9 contains 5383 members Mstep: Class 11 contains 3402 members Mstep: Class 12 contains 11312 members Mstep: Class 13 contains 5488 members Mstep: Class 14 contains 7548 members Mstep: Class 15 contains 4383 members Mstep: Class 17 contains 55102 members Mstep: Class 19 contains 2653 members Mstep: Class 21 contains 99336 members Entering Unmasked Estep ConsiderDeletion Score: -33495010.000000 Penalty: 49823.550781 Iteration 33Q: 17 clusters Score -3.349501e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 16437 members Mstep: Class 3 contains 29733 members Mstep: Class 4 contains 6963 members Mstep: Class 5 contains 14567 members Mstep: Class 6 contains 2746 members Mstep: Class 8 contains 10316 members Mstep: Class 9 contains 5391 members Mstep: Class 11 contains 3398 members Mstep: Class 12 contains 11287 members Mstep: Class 13 contains 5457 members Mstep: Class 14 contains 7538 members Mstep: Class 15 contains 4457 members Mstep: Class 17 contains 55106 members Mstep: Class 19 contains 2637 members Mstep: Class 21 contains 99311 members Entering Unmasked Estep ConsiderDeletion Score: -33495014.000000 Penalty: 49823.550781 Iteration 34Q: 17 clusters Score -3.349501e+07 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 16516 members Mstep: Class 3 contains 29673 members Mstep: Class 4 contains 6962 members Mstep: Class 5 contains 14568 members Mstep: Class 6 contains 2746 members Mstep: Class 8 contains 10275 members Mstep: Class 9 contains 5399 members Mstep: Class 11 contains 3397 members Mstep: Class 12 contains 11257 members Mstep: Class 13 contains 5427 members Mstep: Class 14 contains 7519 members Mstep: Class 15 contains 4519 members Mstep: Class 17 contains 55114 members Mstep: Class 19 contains 2629 members Mstep: Class 21 contains 99312 members Entering Unmasked Estep ConsiderDeletion Score: -33495038.000000 Penalty: 49823.550781 Iteration 35Q: 17 clusters Score -3.349504e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 16597 members Mstep: Class 3 contains 29616 members Mstep: Class 4 contains 6956 members Mstep: Class 5 contains 14568 members Mstep: Class 6 contains 2748 members Mstep: Class 8 contains 10245 members Mstep: Class 9 contains 5402 members Mstep: Class 11 contains 3394 members Mstep: Class 12 contains 11239 members Mstep: Class 13 contains 5392 members Mstep: Class 14 contains 7495 members Mstep: Class 15 contains 4579 members Mstep: Class 17 contains 55117 members Mstep: Class 19 contains 2621 members Mstep: Class 21 contains 99305 members Entering Unmasked Estep ConsiderDeletion Score: -33495072.000000 Penalty: 49823.550781 Iteration 36Q: 17 clusters Score -3.349507e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8607 members Mstep: Class 2 contains 16666 members Mstep: Class 3 contains 29564 members Mstep: Class 4 contains 6964 members Mstep: Class 5 contains 14573 members Mstep: Class 6 contains 2747 members Mstep: Class 8 contains 10223 members Mstep: Class 9 contains 5405 members Mstep: Class 11 contains 3394 members Mstep: Class 12 contains 11224 members Mstep: Class 13 contains 5361 members Mstep: Class 14 contains 7475 members Mstep: Class 15 contains 4630 members Mstep: Class 17 contains 55118 members Mstep: Class 19 contains 2608 members Mstep: Class 21 contains 99295 members Entering Unmasked Estep ConsiderDeletion Score: -33495176.000000 Penalty: 49823.550781 Iteration 37Q: 17 clusters Score -3.349518e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 16721 members Mstep: Class 3 contains 29523 members Mstep: Class 4 contains 6963 members Mstep: Class 5 contains 14579 members Mstep: Class 6 contains 2746 members Mstep: Class 8 contains 10196 members Mstep: Class 9 contains 5407 members Mstep: Class 11 contains 3397 members Mstep: Class 12 contains 11209 members Mstep: Class 13 contains 5332 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 4670 members Mstep: Class 17 contains 55116 members Mstep: Class 19 contains 2594 members Mstep: Class 21 contains 99303 members Entering Unmasked Estep ConsiderDeletion Score: -33495286.000000 Penalty: 49823.550781 Iteration 38Q: 17 clusters Score -3.349529e+07 nChanged 299 Entering ConstructFrom: Score: -33495286.000000 Penalty: 49823.550781 Entering ConstructFrom: Trying to split cluster 1 (8661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Entering Unmasked Estep Score: -1056909.250000 Penalty: 2248.513184 Iteration 0F: 2 clusters Score -1056909 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1050090.500000 Penalty: 4497.026367 Iteration 0F: 3 clusters Score -1050090 nChanged 3509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -1052057.625000 Penalty: 4497.026367 Iteration 1F: 3 clusters Score -1052058 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -1052294.000000 Penalty: 4497.026367 Iteration 2F: 3 clusters Score -1052294 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -1052484.250000 Penalty: 4497.026367 Iteration 3Q: 3 clusters Score -1052484 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -1052651.250000 Penalty: 4497.026367 Iteration 4Q: 3 clusters Score -1052651 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -1052801.375000 Penalty: 4497.026367 Iteration 5Q: 3 clusters Score -1052801 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1052958.125000 Penalty: 4497.026367 Iteration 6Q: 3 clusters Score -1052958 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -1053112.875000 Penalty: 4497.026367 Iteration 7Q: 3 clusters Score -1053113 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1053302.125000 Penalty: 4497.026367 Iteration 8Q: 3 clusters Score -1053302 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1053504.750000 Penalty: 4497.026367 Iteration 9Q: 3 clusters Score -1053505 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -1053718.125000 Penalty: 4497.026367 Iteration 10Q: 3 clusters Score -1053718 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -1053921.250000 Penalty: 4497.026367 Iteration 11Q: 3 clusters Score -1053921 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1054123.750000 Penalty: 4497.026367 Iteration 12Q: 3 clusters Score -1054124 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -1054319.875000 Penalty: 4497.026367 Iteration 13Q: 3 clusters Score -1054320 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1054488.250000 Penalty: 4497.026367 Iteration 14Q: 3 clusters Score -1054488 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1054632.875000 Penalty: 4497.026367 Iteration 15Q: 3 clusters Score -1054633 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1054723.000000 Penalty: 4497.026367 Iteration 16Q: 3 clusters Score -1054723 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1054786.375000 Penalty: 4497.026367 Iteration 17Q: 3 clusters Score -1054786 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1054849.750000 Penalty: 4497.026367 Iteration 18Q: 3 clusters Score -1054850 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1054894.250000 Penalty: 4497.026367 Iteration 19Q: 3 clusters Score -1054894 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -1054912.625000 Penalty: 4497.026367 Iteration 20F: 3 clusters Score -1054913 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8226 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -1054922.000000 Penalty: 4497.026367 Iteration 21Q: 3 clusters Score -1054922 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1054931.250000 Penalty: 4497.026367 Iteration 22Q: 3 clusters Score -1054931 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -1054937.000000 Penalty: 4497.026367 Iteration 23Q: 3 clusters Score -1054937 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1054940.000000 Penalty: 4497.026367 Iteration 24Q: 3 clusters Score -1054940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -1054945.250000 Penalty: 4497.026367 Iteration 25Q: 3 clusters Score -1054945 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8254 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1054950.625000 Penalty: 4497.026367 Iteration 26Q: 3 clusters Score -1054951 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -1054957.125000 Penalty: 4497.026367 Iteration 27Q: 3 clusters Score -1054957 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1054965.500000 Penalty: 4497.026367 Iteration 28Q: 3 clusters Score -1054966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1054969.250000 Penalty: 4497.026367 Iteration 29Q: 3 clusters Score -1054969 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -1054971.250000 Penalty: 4497.026367 Iteration 30Q: 3 clusters Score -1054971 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1054971.875000 Penalty: 4497.026367 Iteration 31Q: 3 clusters Score -1054972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1054971.875000 Penalty: 4497.026367 Iteration 32F: 3 clusters Score -1054972 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (16776 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16776 members Entering Unmasked Estep Score: -2010067.875000 Penalty: 2412.470947 Iteration 0F: 2 clusters Score -2010068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -1998020.750000 Penalty: 4824.941895 Iteration 0F: 3 clusters Score -1998021 nChanged 7310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -2002275.250000 Penalty: 4824.941895 Iteration 1F: 3 clusters Score -2002275 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -2002992.500000 Penalty: 4824.941895 Iteration 2F: 3 clusters Score -2002992 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -2003805.625000 Penalty: 4824.941895 Iteration 3F: 3 clusters Score -2003806 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -2004876.250000 Penalty: 4824.941895 Iteration 4F: 3 clusters Score -2004876 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -2006193.875000 Penalty: 4824.941895 Iteration 5F: 3 clusters Score -2006194 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12813 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -2007608.125000 Penalty: 4824.941895 Iteration 6F: 3 clusters Score -2007608 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13296 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -2008922.875000 Penalty: 4824.941895 Iteration 7F: 3 clusters Score -2008923 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13476 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -2009829.500000 Penalty: 4824.941895 Iteration 8Q: 3 clusters Score -2009830 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13576 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -2010239.375000 Penalty: 4824.941895 Iteration 9Q: 3 clusters Score -2010239 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13628 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -2010362.000000 Penalty: 4824.941895 Iteration 10Q: 3 clusters Score -2010362 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13670 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -2010414.500000 Penalty: 4824.941895 Iteration 11Q: 3 clusters Score -2010414 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13712 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -2010442.375000 Penalty: 4824.941895 Iteration 12Q: 3 clusters Score -2010442 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13742 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -2010460.875000 Penalty: 4824.941895 Iteration 13Q: 3 clusters Score -2010461 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13759 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -2010469.500000 Penalty: 4824.941895 Iteration 14Q: 3 clusters Score -2010470 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13768 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -2010471.375000 Penalty: 4824.941895 Iteration 15Q: 3 clusters Score -2010471 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13770 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -2010473.125000 Penalty: 4824.941895 Iteration 16Q: 3 clusters Score -2010473 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13773 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -2010473.125000 Penalty: 4824.941895 Iteration 17Q: 3 clusters Score -2010473 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13776 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -2010473.000000 Penalty: 4824.941895 Iteration 18Q: 3 clusters Score -2010473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13778 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -2010474.750000 Penalty: 4824.941895 Iteration 19Q: 3 clusters Score -2010475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13778 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -2010474.750000 Penalty: 4824.941895 Iteration 20F: 3 clusters Score -2010475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 13778 members Mstep: Class 3 contains 29482 members Mstep: Class 4 contains 6943 members Mstep: Class 5 contains 14582 members Mstep: Class 6 contains 2745 members Mstep: Class 7 contains 2998 members Mstep: Class 8 contains 10174 members Mstep: Class 9 contains 5407 members Mstep: Class 11 contains 3401 members Mstep: Class 12 contains 11197 members Mstep: Class 13 contains 5316 members Mstep: Class 14 contains 7440 members Mstep: Class 15 contains 4727 members Mstep: Class 17 contains 55111 members Mstep: Class 19 contains 2582 members Mstep: Class 21 contains 99310 members Entering Unmasked Estep Score: -33495094.000000 Penalty: 52937.523438 Splitting cluster 2 changes total score from -33495286.000000 to -33495094.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (29482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29482 members Entering Unmasked Estep Score: -3538444.750000 Penalty: 2552.300781 Iteration 0F: 2 clusters Score -3538445 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14739 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -3518112.000000 Penalty: 5104.601562 Iteration 0F: 3 clusters Score -3518112 nChanged 13309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14952 members Mstep: Class 2 contains 14530 members Entering Unmasked Estep Score: -3525663.250000 Penalty: 5104.601562 Iteration 1F: 3 clusters Score -3525663 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15188 members Mstep: Class 2 contains 14294 members Entering Unmasked Estep Score: -3526585.250000 Penalty: 5104.601562 Iteration 2F: 3 clusters Score -3526585 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Mstep: Class 2 contains 14146 members Entering Unmasked Estep Score: -3527666.250000 Penalty: 5104.601562 Iteration 3F: 3 clusters Score -3527666 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15268 members Mstep: Class 2 contains 14214 members Entering Unmasked Estep Score: -3529235.250000 Penalty: 5104.601562 Iteration 4F: 3 clusters Score -3529235 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14658 members Mstep: Class 2 contains 14824 members Entering Unmasked Estep Score: -3531825.750000 Penalty: 5104.601562 Iteration 5F: 3 clusters Score -3531826 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13224 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -3536140.250000 Penalty: 5104.601562 Iteration 6F: 3 clusters Score -3536140 nChanged 3550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10924 members Mstep: Class 2 contains 18558 members Entering Unmasked Estep Score: -3541100.250000 Penalty: 5104.601562 Iteration 7F: 3 clusters Score -3541100 nChanged 2791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 20237 members Entering Unmasked Estep Score: -3544132.500000 Penalty: 5104.601562 Iteration 8F: 3 clusters Score -3544132 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 20808 members Entering Unmasked Estep Score: -3545316.000000 Penalty: 5104.601562 Iteration 9Q: 3 clusters Score -3545316 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8562 members Mstep: Class 2 contains 20920 members Entering Unmasked Estep Score: -3546040.250000 Penalty: 5104.601562 Iteration 10Q: 3 clusters Score -3546040 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8471 members Mstep: Class 2 contains 21011 members Entering Unmasked Estep Score: -3546561.500000 Penalty: 5104.601562 Iteration 11Q: 3 clusters Score -3546562 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 21118 members Entering Unmasked Estep Score: -3546828.750000 Penalty: 5104.601562 Iteration 12Q: 3 clusters Score -3546829 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 21204 members Entering Unmasked Estep Score: -3546908.250000 Penalty: 5104.601562 Iteration 13Q: 3 clusters Score -3546908 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 21266 members Entering Unmasked Estep Score: -3546936.250000 Penalty: 5104.601562 Iteration 14Q: 3 clusters Score -3546936 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 21306 members Entering Unmasked Estep Score: -3546944.500000 Penalty: 5104.601562 Iteration 15Q: 3 clusters Score -3546944 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 21333 members Entering Unmasked Estep Score: -3546947.500000 Penalty: 5104.601562 Iteration 16Q: 3 clusters Score -3546948 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 21354 members Entering Unmasked Estep Score: -3546952.500000 Penalty: 5104.601562 Iteration 17Q: 3 clusters Score -3546952 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8117 members Mstep: Class 2 contains 21365 members Entering Unmasked Estep Score: -3546953.000000 Penalty: 5104.601562 Iteration 18Q: 3 clusters Score -3546953 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 21370 members Entering Unmasked Estep Score: -3546960.000000 Penalty: 5104.601562 Iteration 19Q: 3 clusters Score -3546960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 21374 members Entering Unmasked Estep Score: -3546963.500000 Penalty: 5104.601562 Iteration 20F: 3 clusters Score -3546964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 21375 members Entering Unmasked Estep Score: -3546965.250000 Penalty: 5104.601562 Iteration 21Q: 3 clusters Score -3546965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8107 members Mstep: Class 2 contains 21375 members Entering Unmasked Estep Score: -3546965.250000 Penalty: 5104.601562 Iteration 22F: 3 clusters Score -3546965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 16776 members Mstep: Class 3 contains 8107 members Mstep: Class 4 contains 6943 members Mstep: Class 5 contains 14582 members Mstep: Class 6 contains 2745 members Mstep: Class 7 contains 21375 members Mstep: Class 8 contains 10174 members Mstep: Class 9 contains 5407 members Mstep: Class 11 contains 3401 members Mstep: Class 12 contains 11197 members Mstep: Class 13 contains 5316 members Mstep: Class 14 contains 7440 members Mstep: Class 15 contains 4727 members Mstep: Class 17 contains 55111 members Mstep: Class 19 contains 2582 members Mstep: Class 21 contains 99310 members Entering Unmasked Estep Score: -33503170.000000 Penalty: 52937.523438 Splitting cluster 3 changes total score from -33495286.000000 to -33503170.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 4 (6943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Entering Unmasked Estep Score: -839486.687500 Penalty: 2193.681396 Iteration 0F: 2 clusters Score -839486.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -833719.000000 Penalty: 4387.362793 Iteration 0F: 3 clusters Score -833719 nChanged 2809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -835240.000000 Penalty: 4387.362793 Iteration 1F: 3 clusters Score -835240 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -835504.875000 Penalty: 4387.362793 Iteration 2F: 3 clusters Score -835504.9 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -835686.937500 Penalty: 4387.362793 Iteration 3F: 3 clusters Score -835686.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -835817.625000 Penalty: 4387.362793 Iteration 4Q: 3 clusters Score -835817.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -835922.875000 Penalty: 4387.362793 Iteration 5Q: 3 clusters Score -835922.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -836027.375000 Penalty: 4387.362793 Iteration 6Q: 3 clusters Score -836027.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -836132.000000 Penalty: 4387.362793 Iteration 7Q: 3 clusters Score -836132 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -836239.250000 Penalty: 4387.362793 Iteration 8Q: 3 clusters Score -836239.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -836401.562500 Penalty: 4387.362793 Iteration 9Q: 3 clusters Score -836401.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -836607.812500 Penalty: 4387.362793 Iteration 10Q: 3 clusters Score -836607.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -836788.062500 Penalty: 4387.362793 Iteration 11Q: 3 clusters Score -836788.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -836976.500000 Penalty: 4387.362793 Iteration 12Q: 3 clusters Score -836976.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -837192.375000 Penalty: 4387.362793 Iteration 13Q: 3 clusters Score -837192.4 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -837400.562500 Penalty: 4387.362793 Iteration 14Q: 3 clusters Score -837400.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -837558.312500 Penalty: 4387.362793 Iteration 15Q: 3 clusters Score -837558.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -837697.250000 Penalty: 4387.362793 Iteration 16Q: 3 clusters Score -837697.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -837842.375000 Penalty: 4387.362793 Iteration 17Q: 3 clusters Score -837842.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -838003.375000 Penalty: 4387.362793 Iteration 18Q: 3 clusters Score -838003.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -838121.562500 Penalty: 4387.362793 Iteration 19Q: 3 clusters Score -838121.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -838225.250000 Penalty: 4387.362793 Iteration 20F: 3 clusters Score -838225.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -838294.562500 Penalty: 4387.362793 Iteration 21Q: 3 clusters Score -838294.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -838343.812500 Penalty: 4387.362793 Iteration 22Q: 3 clusters Score -838343.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -838369.875000 Penalty: 4387.362793 Iteration 23Q: 3 clusters Score -838369.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -838389.000000 Penalty: 4387.362793 Iteration 24Q: 3 clusters Score -838389 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -838402.812500 Penalty: 4387.362793 Iteration 25Q: 3 clusters Score -838402.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -838408.625000 Penalty: 4387.362793 Iteration 26Q: 3 clusters Score -838408.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -838415.687500 Penalty: 4387.362793 Iteration 27Q: 3 clusters Score -838415.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -838421.375000 Penalty: 4387.362793 Iteration 28Q: 3 clusters Score -838421.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -838423.125000 Penalty: 4387.362793 Iteration 29Q: 3 clusters Score -838423.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -838425.687500 Penalty: 4387.362793 Iteration 30Q: 3 clusters Score -838425.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -838427.125000 Penalty: 4387.362793 Iteration 31Q: 3 clusters Score -838427.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -838429.125000 Penalty: 4387.362793 Iteration 32Q: 3 clusters Score -838429.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -838429.562500 Penalty: 4387.362793 Iteration 33Q: 3 clusters Score -838429.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -838432.000000 Penalty: 4387.362793 Iteration 34Q: 3 clusters Score -838432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -838431.750000 Penalty: 4387.362793 Iteration 35Q: 3 clusters Score -838431.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -838434.000000 Penalty: 4387.362793 Iteration 36Q: 3 clusters Score -838434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -838435.125000 Penalty: 4387.362793 Iteration 37Q: 3 clusters Score -838435.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -838435.125000 Penalty: 4387.362793 Iteration 38F: 3 clusters Score -838435.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14582 members Entering Unmasked Estep Score: -1602358.125000 Penalty: 2377.710693 Iteration 0F: 2 clusters Score -1602358 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 7233 members Entering Unmasked Estep Score: -1591829.625000 Penalty: 4755.421387 Iteration 0F: 3 clusters Score -1591830 nChanged 6274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -1595634.000000 Penalty: 4755.421387 Iteration 1F: 3 clusters Score -1595634 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -1596400.500000 Penalty: 4755.421387 Iteration 2F: 3 clusters Score -1596400 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -1597188.875000 Penalty: 4755.421387 Iteration 3F: 3 clusters Score -1597189 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -1597955.250000 Penalty: 4755.421387 Iteration 4F: 3 clusters Score -1597955 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 7501 members Entering Unmasked Estep Score: -1598578.250000 Penalty: 4755.421387 Iteration 5F: 3 clusters Score -1598578 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1599042.500000 Penalty: 4755.421387 Iteration 6F: 3 clusters Score -1599042 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -1599336.250000 Penalty: 4755.421387 Iteration 7Q: 3 clusters Score -1599336 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -1599538.875000 Penalty: 4755.421387 Iteration 8Q: 3 clusters Score -1599539 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1599676.750000 Penalty: 4755.421387 Iteration 9Q: 3 clusters Score -1599677 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -1599766.875000 Penalty: 4755.421387 Iteration 10Q: 3 clusters Score -1599767 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -1599842.750000 Penalty: 4755.421387 Iteration 11Q: 3 clusters Score -1599843 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -1599904.625000 Penalty: 4755.421387 Iteration 12Q: 3 clusters Score -1599905 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 8437 members Entering Unmasked Estep Score: -1599965.250000 Penalty: 4755.421387 Iteration 13Q: 3 clusters Score -1599965 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -1600012.500000 Penalty: 4755.421387 Iteration 14Q: 3 clusters Score -1600012 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -1600055.500000 Penalty: 4755.421387 Iteration 15Q: 3 clusters Score -1600056 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -1600101.625000 Penalty: 4755.421387 Iteration 16Q: 3 clusters Score -1600102 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -1600141.750000 Penalty: 4755.421387 Iteration 17Q: 3 clusters Score -1600142 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 8899 members Entering Unmasked Estep Score: -1600188.750000 Penalty: 4755.421387 Iteration 18Q: 3 clusters Score -1600189 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 9009 members Entering Unmasked Estep Score: -1600233.500000 Penalty: 4755.421387 Iteration 19Q: 3 clusters Score -1600234 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -1600282.000000 Penalty: 4755.421387 Iteration 20F: 3 clusters Score -1600282 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -1600336.750000 Penalty: 4755.421387 Iteration 21Q: 3 clusters Score -1600337 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -1600392.375000 Penalty: 4755.421387 Iteration 22Q: 3 clusters Score -1600392 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -1600436.750000 Penalty: 4755.421387 Iteration 23Q: 3 clusters Score -1600437 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 9677 members Entering Unmasked Estep Score: -1600473.000000 Penalty: 4755.421387 Iteration 24Q: 3 clusters Score -1600473 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 9801 members Entering Unmasked Estep Score: -1600506.750000 Penalty: 4755.421387 Iteration 25Q: 3 clusters Score -1600507 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -1600547.500000 Penalty: 4755.421387 Iteration 26Q: 3 clusters Score -1600548 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1600583.250000 Penalty: 4755.421387 Iteration 27Q: 3 clusters Score -1600583 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 10169 members Entering Unmasked Estep Score: -1600631.625000 Penalty: 4755.421387 Iteration 28Q: 3 clusters Score -1600632 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -1600682.125000 Penalty: 4755.421387 Iteration 29Q: 3 clusters Score -1600682 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -1600747.375000 Penalty: 4755.421387 Iteration 30Q: 3 clusters Score -1600747 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -1600818.375000 Penalty: 4755.421387 Iteration 31Q: 3 clusters Score -1600818 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 10777 members Entering Unmasked Estep Score: -1600902.000000 Penalty: 4755.421387 Iteration 32Q: 3 clusters Score -1600902 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 10959 members Entering Unmasked Estep Score: -1600990.125000 Penalty: 4755.421387 Iteration 33Q: 3 clusters Score -1600990 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -1601074.750000 Penalty: 4755.421387 Iteration 34Q: 3 clusters Score -1601075 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -1601145.500000 Penalty: 4755.421387 Iteration 35Q: 3 clusters Score -1601146 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 11492 members Entering Unmasked Estep Score: -1601215.125000 Penalty: 4755.421387 Iteration 36Q: 3 clusters Score -1601215 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -1601286.000000 Penalty: 4755.421387 Iteration 37Q: 3 clusters Score -1601286 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -1601358.625000 Penalty: 4755.421387 Iteration 38Q: 3 clusters Score -1601359 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 11962 members Entering Unmasked Estep Score: -1601426.000000 Penalty: 4755.421387 Iteration 39Q: 3 clusters Score -1601426 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -1601484.625000 Penalty: 4755.421387 Iteration 40F: 3 clusters Score -1601485 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 12214 members Entering Unmasked Estep Score: -1601538.500000 Penalty: 4755.421387 Iteration 41Q: 3 clusters Score -1601538 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 12317 members Entering Unmasked Estep Score: -1601577.000000 Penalty: 4755.421387 Iteration 42Q: 3 clusters Score -1601577 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 12395 members Entering Unmasked Estep Score: -1601599.000000 Penalty: 4755.421387 Iteration 43Q: 3 clusters Score -1601599 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 12455 members Entering Unmasked Estep Score: -1601612.125000 Penalty: 4755.421387 Iteration 44Q: 3 clusters Score -1601612 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -1601627.750000 Penalty: 4755.421387 Iteration 45Q: 3 clusters Score -1601628 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 12550 members Entering Unmasked Estep Score: -1601635.000000 Penalty: 4755.421387 Iteration 46Q: 3 clusters Score -1601635 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 12589 members Entering Unmasked Estep Score: -1601645.375000 Penalty: 4755.421387 Iteration 47Q: 3 clusters Score -1601645 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -1601653.875000 Penalty: 4755.421387 Iteration 48Q: 3 clusters Score -1601654 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -1601665.625000 Penalty: 4755.421387 Iteration 49Q: 3 clusters Score -1601666 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 12692 members Entering Unmasked Estep Score: -1601668.500000 Penalty: 4755.421387 Iteration 50Q: 3 clusters Score -1601668 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 12721 members Entering Unmasked Estep Score: -1601679.125000 Penalty: 4755.421387 Iteration 51Q: 3 clusters Score -1601679 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 12741 members Entering Unmasked Estep Score: -1601685.625000 Penalty: 4755.421387 Iteration 52Q: 3 clusters Score -1601686 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 12767 members Entering Unmasked Estep Score: -1601691.750000 Penalty: 4755.421387 Iteration 53Q: 3 clusters Score -1601692 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 12797 members Entering Unmasked Estep Score: -1601703.125000 Penalty: 4755.421387 Iteration 54Q: 3 clusters Score -1601703 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 12830 members Entering Unmasked Estep Score: -1601709.375000 Penalty: 4755.421387 Iteration 55Q: 3 clusters Score -1601709 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 12860 members Entering Unmasked Estep Score: -1601718.875000 Penalty: 4755.421387 Iteration 56Q: 3 clusters Score -1601719 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -1601730.000000 Penalty: 4755.421387 Iteration 57Q: 3 clusters Score -1601730 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 12897 members Entering Unmasked Estep Score: -1601731.250000 Penalty: 4755.421387 Iteration 58Q: 3 clusters Score -1601731 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -1601731.000000 Penalty: 4755.421387 Iteration 59Q: 3 clusters Score -1601731 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 12917 members Entering Unmasked Estep Score: -1601733.000000 Penalty: 4755.421387 Iteration 60F: 3 clusters Score -1601733 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -1601734.500000 Penalty: 4755.421387 Iteration 61Q: 3 clusters Score -1601734 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -1601737.750000 Penalty: 4755.421387 Iteration 62Q: 3 clusters Score -1601738 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -1601739.500000 Penalty: 4755.421387 Iteration 63Q: 3 clusters Score -1601740 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 12946 members Entering Unmasked Estep Score: -1601741.625000 Penalty: 4755.421387 Iteration 64Q: 3 clusters Score -1601742 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -1601743.375000 Penalty: 4755.421387 Iteration 65Q: 3 clusters Score -1601743 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 12961 members Entering Unmasked Estep Score: -1601744.875000 Penalty: 4755.421387 Iteration 66Q: 3 clusters Score -1601745 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 12966 members Entering Unmasked Estep Score: -1601744.250000 Penalty: 4755.421387 Iteration 67Q: 3 clusters Score -1601744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 12970 members Entering Unmasked Estep Score: -1601745.125000 Penalty: 4755.421387 Iteration 68Q: 3 clusters Score -1601745 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -1601746.750000 Penalty: 4755.421387 Iteration 69Q: 3 clusters Score -1601747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 12974 members Entering Unmasked Estep Score: -1601745.875000 Penalty: 4755.421387 Iteration 70Q: 3 clusters Score -1601746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 12978 members Entering Unmasked Estep Score: -1601747.750000 Penalty: 4755.421387 Iteration 71Q: 3 clusters Score -1601748 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 12987 members Entering Unmasked Estep Score: -1601752.375000 Penalty: 4755.421387 Iteration 72Q: 3 clusters Score -1601752 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 12992 members Entering Unmasked Estep Score: -1601750.125000 Penalty: 4755.421387 Iteration 73Q: 3 clusters Score -1601750 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 12997 members Entering Unmasked Estep Score: -1601750.000000 Penalty: 4755.421387 Iteration 74Q: 3 clusters Score -1601750 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 13003 members Entering Unmasked Estep Score: -1601752.250000 Penalty: 4755.421387 Iteration 75Q: 3 clusters Score -1601752 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 13009 members Entering Unmasked Estep Score: -1601752.875000 Penalty: 4755.421387 Iteration 76Q: 3 clusters Score -1601753 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -1601755.250000 Penalty: 4755.421387 Iteration 77Q: 3 clusters Score -1601755 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 13017 members Entering Unmasked Estep Score: -1601753.125000 Penalty: 4755.421387 Iteration 78Q: 3 clusters Score -1601753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -1601754.000000 Penalty: 4755.421387 Iteration 79Q: 3 clusters Score -1601754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 13025 members Entering Unmasked Estep Score: -1601754.250000 Penalty: 4755.421387 Iteration 80F: 3 clusters Score -1601754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 13026 members Entering Unmasked Estep Score: -1601755.000000 Penalty: 4755.421387 Iteration 81Q: 3 clusters Score -1601755 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 13026 members Entering Unmasked Estep Score: -1601755.000000 Penalty: 4755.421387 Iteration 82F: 3 clusters Score -1601755 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Entering Unmasked Estep Score: -301898.781250 Penalty: 1963.548950 Iteration 0F: 2 clusters Score -301898.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -298872.406250 Penalty: 3927.097900 Iteration 0F: 3 clusters Score -298872.4 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -299479.750000 Penalty: 3927.097900 Iteration 1F: 3 clusters Score -299479.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -299650.468750 Penalty: 3927.097900 Iteration 2F: 3 clusters Score -299650.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -299760.468750 Penalty: 3927.097900 Iteration 3F: 3 clusters Score -299760.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -299821.125000 Penalty: 3927.097900 Iteration 4Q: 3 clusters Score -299821.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -299861.468750 Penalty: 3927.097900 Iteration 5Q: 3 clusters Score -299861.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -299889.718750 Penalty: 3927.097900 Iteration 6Q: 3 clusters Score -299889.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -299918.531250 Penalty: 3927.097900 Iteration 7Q: 3 clusters Score -299918.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -299951.781250 Penalty: 3927.097900 Iteration 8Q: 3 clusters Score -299951.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -299989.187500 Penalty: 3927.097900 Iteration 9Q: 3 clusters Score -299989.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -300020.718750 Penalty: 3927.097900 Iteration 10Q: 3 clusters Score -300020.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -300041.218750 Penalty: 3927.097900 Iteration 11Q: 3 clusters Score -300041.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -300063.031250 Penalty: 3927.097900 Iteration 12Q: 3 clusters Score -300063 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -300077.062500 Penalty: 3927.097900 Iteration 13Q: 3 clusters Score -300077.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -300087.656250 Penalty: 3927.097900 Iteration 14Q: 3 clusters Score -300087.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -300098.218750 Penalty: 3927.097900 Iteration 15Q: 3 clusters Score -300098.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -300111.937500 Penalty: 3927.097900 Iteration 16Q: 3 clusters Score -300111.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -300124.343750 Penalty: 3927.097900 Iteration 17Q: 3 clusters Score -300124.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -300136.281250 Penalty: 3927.097900 Iteration 18Q: 3 clusters Score -300136.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -300152.031250 Penalty: 3927.097900 Iteration 19Q: 3 clusters Score -300152 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -300172.218750 Penalty: 3927.097900 Iteration 20F: 3 clusters Score -300172.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -300188.093750 Penalty: 3927.097900 Iteration 21Q: 3 clusters Score -300188.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -300198.687500 Penalty: 3927.097900 Iteration 22Q: 3 clusters Score -300198.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -300213.937500 Penalty: 3927.097900 Iteration 23Q: 3 clusters Score -300213.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -300221.656250 Penalty: 3927.097900 Iteration 24Q: 3 clusters Score -300221.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -300228.468750 Penalty: 3927.097900 Iteration 25Q: 3 clusters Score -300228.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -300234.593750 Penalty: 3927.097900 Iteration 26Q: 3 clusters Score -300234.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -300238.000000 Penalty: 3927.097900 Iteration 27Q: 3 clusters Score -300238 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -300240.937500 Penalty: 3927.097900 Iteration 28Q: 3 clusters Score -300240.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -300243.656250 Penalty: 3927.097900 Iteration 29Q: 3 clusters Score -300243.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -300248.875000 Penalty: 3927.097900 Iteration 30Q: 3 clusters Score -300248.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -300255.312500 Penalty: 3927.097900 Iteration 31Q: 3 clusters Score -300255.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -300259.937500 Penalty: 3927.097900 Iteration 32Q: 3 clusters Score -300259.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -300266.875000 Penalty: 3927.097900 Iteration 33Q: 3 clusters Score -300266.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -300272.125000 Penalty: 3927.097900 Iteration 34Q: 3 clusters Score -300272.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -300273.843750 Penalty: 3927.097900 Iteration 35Q: 3 clusters Score -300273.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -300274.000000 Penalty: 3927.097900 Iteration 36Q: 3 clusters Score -300274 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -300274.000000 Penalty: 3927.097900 Iteration 37F: 3 clusters Score -300274 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (10174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10174 members Entering Unmasked Estep Score: -1214388.625000 Penalty: 2288.442383 Iteration 0F: 2 clusters Score -1214389 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -1206551.625000 Penalty: 4576.884766 Iteration 0F: 3 clusters Score -1206552 nChanged 4222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -1208989.625000 Penalty: 4576.884766 Iteration 1F: 3 clusters Score -1208990 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1209535.000000 Penalty: 4576.884766 Iteration 2F: 3 clusters Score -1209535 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1210176.625000 Penalty: 4576.884766 Iteration 3F: 3 clusters Score -1210177 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1210833.875000 Penalty: 4576.884766 Iteration 4F: 3 clusters Score -1210834 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1211353.500000 Penalty: 4576.884766 Iteration 5F: 3 clusters Score -1211354 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1211718.875000 Penalty: 4576.884766 Iteration 6F: 3 clusters Score -1211719 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -1211957.250000 Penalty: 4576.884766 Iteration 7Q: 3 clusters Score -1211957 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1212117.375000 Penalty: 4576.884766 Iteration 8Q: 3 clusters Score -1212117 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1212237.250000 Penalty: 4576.884766 Iteration 9Q: 3 clusters Score -1212237 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -1212330.625000 Penalty: 4576.884766 Iteration 10Q: 3 clusters Score -1212331 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -1212405.500000 Penalty: 4576.884766 Iteration 11Q: 3 clusters Score -1212406 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1212477.500000 Penalty: 4576.884766 Iteration 12Q: 3 clusters Score -1212478 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -1212526.125000 Penalty: 4576.884766 Iteration 13Q: 3 clusters Score -1212526 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1212586.750000 Penalty: 4576.884766 Iteration 14Q: 3 clusters Score -1212587 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1212639.625000 Penalty: 4576.884766 Iteration 15Q: 3 clusters Score -1212640 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1212684.375000 Penalty: 4576.884766 Iteration 16Q: 3 clusters Score -1212684 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1212725.875000 Penalty: 4576.884766 Iteration 17Q: 3 clusters Score -1212726 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1212768.500000 Penalty: 4576.884766 Iteration 18Q: 3 clusters Score -1212768 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1212814.250000 Penalty: 4576.884766 Iteration 19Q: 3 clusters Score -1212814 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -1212872.125000 Penalty: 4576.884766 Iteration 20F: 3 clusters Score -1212872 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -1212926.500000 Penalty: 4576.884766 Iteration 21Q: 3 clusters Score -1212926 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1212961.250000 Penalty: 4576.884766 Iteration 22Q: 3 clusters Score -1212961 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -1212998.875000 Penalty: 4576.884766 Iteration 23Q: 3 clusters Score -1212999 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1213045.250000 Penalty: 4576.884766 Iteration 24Q: 3 clusters Score -1213045 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -1213080.875000 Penalty: 4576.884766 Iteration 25Q: 3 clusters Score -1213081 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1213117.625000 Penalty: 4576.884766 Iteration 26Q: 3 clusters Score -1213118 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -1213155.500000 Penalty: 4576.884766 Iteration 27Q: 3 clusters Score -1213156 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -1213196.500000 Penalty: 4576.884766 Iteration 28Q: 3 clusters Score -1213196 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -1213224.500000 Penalty: 4576.884766 Iteration 29Q: 3 clusters Score -1213224 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1213250.875000 Penalty: 4576.884766 Iteration 30Q: 3 clusters Score -1213251 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1213281.000000 Penalty: 4576.884766 Iteration 31Q: 3 clusters Score -1213281 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8155 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -1213303.000000 Penalty: 4576.884766 Iteration 32Q: 3 clusters Score -1213303 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1213326.250000 Penalty: 4576.884766 Iteration 33Q: 3 clusters Score -1213326 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1213351.750000 Penalty: 4576.884766 Iteration 34Q: 3 clusters Score -1213352 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1213372.125000 Penalty: 4576.884766 Iteration 35Q: 3 clusters Score -1213372 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -1213391.875000 Penalty: 4576.884766 Iteration 36Q: 3 clusters Score -1213392 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8346 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -1213411.000000 Penalty: 4576.884766 Iteration 37Q: 3 clusters Score -1213411 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1213435.625000 Penalty: 4576.884766 Iteration 38Q: 3 clusters Score -1213436 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1213456.750000 Penalty: 4576.884766 Iteration 39Q: 3 clusters Score -1213457 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1213472.625000 Penalty: 4576.884766 Iteration 40F: 3 clusters Score -1213473 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1213481.875000 Penalty: 4576.884766 Iteration 41Q: 3 clusters Score -1213482 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -1213486.750000 Penalty: 4576.884766 Iteration 42Q: 3 clusters Score -1213487 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -1213488.750000 Penalty: 4576.884766 Iteration 43Q: 3 clusters Score -1213489 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -1213494.750000 Penalty: 4576.884766 Iteration 44Q: 3 clusters Score -1213495 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1213498.750000 Penalty: 4576.884766 Iteration 45Q: 3 clusters Score -1213499 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1213502.750000 Penalty: 4576.884766 Iteration 46Q: 3 clusters Score -1213503 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -1213510.000000 Penalty: 4576.884766 Iteration 47Q: 3 clusters Score -1213510 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -1213518.750000 Penalty: 4576.884766 Iteration 48Q: 3 clusters Score -1213519 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -1213524.125000 Penalty: 4576.884766 Iteration 49Q: 3 clusters Score -1213524 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -1213525.500000 Penalty: 4576.884766 Iteration 50Q: 3 clusters Score -1213526 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -1213531.375000 Penalty: 4576.884766 Iteration 51Q: 3 clusters Score -1213531 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -1213536.000000 Penalty: 4576.884766 Iteration 52Q: 3 clusters Score -1213536 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -1213538.375000 Penalty: 4576.884766 Iteration 53Q: 3 clusters Score -1213538 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -1213539.625000 Penalty: 4576.884766 Iteration 54Q: 3 clusters Score -1213540 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -1213544.375000 Penalty: 4576.884766 Iteration 55Q: 3 clusters Score -1213544 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -1213546.375000 Penalty: 4576.884766 Iteration 56Q: 3 clusters Score -1213546 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1213549.000000 Penalty: 4576.884766 Iteration 57Q: 3 clusters Score -1213549 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8655 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1213548.125000 Penalty: 4576.884766 Iteration 58Q: 3 clusters Score -1213548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -1213549.625000 Penalty: 4576.884766 Iteration 59Q: 3 clusters Score -1213550 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1213553.250000 Penalty: 4576.884766 Iteration 60F: 3 clusters Score -1213553 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1213557.875000 Penalty: 4576.884766 Iteration 61Q: 3 clusters Score -1213558 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8677 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -1213557.250000 Penalty: 4576.884766 Iteration 62Q: 3 clusters Score -1213557 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8683 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1213559.250000 Penalty: 4576.884766 Iteration 63Q: 3 clusters Score -1213559 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1213560.250000 Penalty: 4576.884766 Iteration 64Q: 3 clusters Score -1213560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1213562.750000 Penalty: 4576.884766 Iteration 65Q: 3 clusters Score -1213563 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1213560.125000 Penalty: 4576.884766 Iteration 66Q: 3 clusters Score -1213560 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8707 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1213562.750000 Penalty: 4576.884766 Iteration 67Q: 3 clusters Score -1213563 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8707 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1213562.750000 Penalty: 4576.884766 Iteration 68F: 3 clusters Score -1213563 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Entering Unmasked Estep Score: -645853.437500 Penalty: 2131.671387 Iteration 0F: 2 clusters Score -645853.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -641047.750000 Penalty: 4263.342773 Iteration 0F: 3 clusters Score -641047.8 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -642183.625000 Penalty: 4263.342773 Iteration 1F: 3 clusters Score -642183.6 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -642408.500000 Penalty: 4263.342773 Iteration 2F: 3 clusters Score -642408.5 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -642557.125000 Penalty: 4263.342773 Iteration 3F: 3 clusters Score -642557.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -642662.687500 Penalty: 4263.342773 Iteration 4Q: 3 clusters Score -642662.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -642724.562500 Penalty: 4263.342773 Iteration 5Q: 3 clusters Score -642724.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -642762.437500 Penalty: 4263.342773 Iteration 6Q: 3 clusters Score -642762.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -642791.250000 Penalty: 4263.342773 Iteration 7Q: 3 clusters Score -642791.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -642812.250000 Penalty: 4263.342773 Iteration 8Q: 3 clusters Score -642812.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -642826.437500 Penalty: 4263.342773 Iteration 9Q: 3 clusters Score -642826.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -642839.125000 Penalty: 4263.342773 Iteration 10Q: 3 clusters Score -642839.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -642851.312500 Penalty: 4263.342773 Iteration 11Q: 3 clusters Score -642851.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -642862.187500 Penalty: 4263.342773 Iteration 12Q: 3 clusters Score -642862.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -642875.562500 Penalty: 4263.342773 Iteration 13Q: 3 clusters Score -642875.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -642886.687500 Penalty: 4263.342773 Iteration 14Q: 3 clusters Score -642886.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -642896.875000 Penalty: 4263.342773 Iteration 15Q: 3 clusters Score -642896.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -642902.437500 Penalty: 4263.342773 Iteration 16Q: 3 clusters Score -642902.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -642905.937500 Penalty: 4263.342773 Iteration 17Q: 3 clusters Score -642905.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -642911.000000 Penalty: 4263.342773 Iteration 18Q: 3 clusters Score -642911 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -642915.125000 Penalty: 4263.342773 Iteration 19Q: 3 clusters Score -642915.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -642921.562500 Penalty: 4263.342773 Iteration 20F: 3 clusters Score -642921.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -642922.875000 Penalty: 4263.342773 Iteration 21Q: 3 clusters Score -642922.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -642922.625000 Penalty: 4263.342773 Iteration 22Q: 3 clusters Score -642922.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -642923.625000 Penalty: 4263.342773 Iteration 23Q: 3 clusters Score -642923.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -642928.437500 Penalty: 4263.342773 Iteration 24Q: 3 clusters Score -642928.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -642932.437500 Penalty: 4263.342773 Iteration 25Q: 3 clusters Score -642932.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -642938.687500 Penalty: 4263.342773 Iteration 26Q: 3 clusters Score -642938.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -642945.687500 Penalty: 4263.342773 Iteration 27Q: 3 clusters Score -642945.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -642948.500000 Penalty: 4263.342773 Iteration 28Q: 3 clusters Score -642948.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -642955.062500 Penalty: 4263.342773 Iteration 29Q: 3 clusters Score -642955.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -642961.187500 Penalty: 4263.342773 Iteration 30Q: 3 clusters Score -642961.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -642966.250000 Penalty: 4263.342773 Iteration 31Q: 3 clusters Score -642966.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -642969.375000 Penalty: 4263.342773 Iteration 32Q: 3 clusters Score -642969.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -642975.000000 Penalty: 4263.342773 Iteration 33Q: 3 clusters Score -642975 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -642980.375000 Penalty: 4263.342773 Iteration 34Q: 3 clusters Score -642980.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -642988.687500 Penalty: 4263.342773 Iteration 35Q: 3 clusters Score -642988.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -642992.687500 Penalty: 4263.342773 Iteration 36Q: 3 clusters Score -642992.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -642998.125000 Penalty: 4263.342773 Iteration 37Q: 3 clusters Score -642998.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -643005.750000 Penalty: 4263.342773 Iteration 38Q: 3 clusters Score -643005.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -643009.687500 Penalty: 4263.342773 Iteration 39Q: 3 clusters Score -643009.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -643013.437500 Penalty: 4263.342773 Iteration 40F: 3 clusters Score -643013.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -643016.875000 Penalty: 4263.342773 Iteration 41Q: 3 clusters Score -643016.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -643017.937500 Penalty: 4263.342773 Iteration 42Q: 3 clusters Score -643017.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -643019.000000 Penalty: 4263.342773 Iteration 43Q: 3 clusters Score -643019 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -643024.500000 Penalty: 4263.342773 Iteration 44Q: 3 clusters Score -643024.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -643026.750000 Penalty: 4263.342773 Iteration 45Q: 3 clusters Score -643026.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -643028.312500 Penalty: 4263.342773 Iteration 46Q: 3 clusters Score -643028.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -643029.375000 Penalty: 4263.342773 Iteration 47Q: 3 clusters Score -643029.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -643032.250000 Penalty: 4263.342773 Iteration 48Q: 3 clusters Score -643032.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -643032.937500 Penalty: 4263.342773 Iteration 49Q: 3 clusters Score -643032.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -643035.000000 Penalty: 4263.342773 Iteration 50Q: 3 clusters Score -643035 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -643035.437500 Penalty: 4263.342773 Iteration 51Q: 3 clusters Score -643035.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -643036.375000 Penalty: 4263.342773 Iteration 52Q: 3 clusters Score -643036.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -643036.000000 Penalty: 4263.342773 Iteration 53Q: 3 clusters Score -643036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -643035.875000 Penalty: 4263.342773 Iteration 54Q: 3 clusters Score -643035.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -643038.000000 Penalty: 4263.342773 Iteration 55Q: 3 clusters Score -643038 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -643037.125000 Penalty: 4263.342773 Iteration 56Q: 3 clusters Score -643037.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -643039.062500 Penalty: 4263.342773 Iteration 57Q: 3 clusters Score -643039.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -643041.375000 Penalty: 4263.342773 Iteration 58Q: 3 clusters Score -643041.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -643044.250000 Penalty: 4263.342773 Iteration 59Q: 3 clusters Score -643044.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -643049.125000 Penalty: 4263.342773 Iteration 60F: 3 clusters Score -643049.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -643048.937500 Penalty: 4263.342773 Iteration 61Q: 3 clusters Score -643048.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -643050.687500 Penalty: 4263.342773 Iteration 62Q: 3 clusters Score -643050.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -643053.562500 Penalty: 4263.342773 Iteration 63Q: 3 clusters Score -643053.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -643056.125000 Penalty: 4263.342773 Iteration 64Q: 3 clusters Score -643056.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -643060.125000 Penalty: 4263.342773 Iteration 65Q: 3 clusters Score -643060.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -643061.500000 Penalty: 4263.342773 Iteration 66Q: 3 clusters Score -643061.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -643061.312500 Penalty: 4263.342773 Iteration 67Q: 3 clusters Score -643061.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -643063.187500 Penalty: 4263.342773 Iteration 68Q: 3 clusters Score -643063.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -643064.375000 Penalty: 4263.342773 Iteration 69Q: 3 clusters Score -643064.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -643065.875000 Penalty: 4263.342773 Iteration 70Q: 3 clusters Score -643065.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -643069.875000 Penalty: 4263.342773 Iteration 71Q: 3 clusters Score -643069.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -643071.437500 Penalty: 4263.342773 Iteration 72Q: 3 clusters Score -643071.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -643071.937500 Penalty: 4263.342773 Iteration 73Q: 3 clusters Score -643071.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -643072.000000 Penalty: 4263.342773 Iteration 74Q: 3 clusters Score -643072 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -643073.000000 Penalty: 4263.342773 Iteration 75Q: 3 clusters Score -643073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -643072.937500 Penalty: 4263.342773 Iteration 76Q: 3 clusters Score -643072.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -643073.250000 Penalty: 4263.342773 Iteration 77Q: 3 clusters Score -643073.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -643072.937500 Penalty: 4263.342773 Iteration 78Q: 3 clusters Score -643072.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -643073.437500 Penalty: 4263.342773 Iteration 79Q: 3 clusters Score -643073.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -643074.937500 Penalty: 4263.342773 Iteration 80F: 3 clusters Score -643074.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -643076.625000 Penalty: 4263.342773 Iteration 81Q: 3 clusters Score -643076.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -643077.812500 Penalty: 4263.342773 Iteration 82Q: 3 clusters Score -643077.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -643078.187500 Penalty: 4263.342773 Iteration 83Q: 3 clusters Score -643078.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -643080.312500 Penalty: 4263.342773 Iteration 84Q: 3 clusters Score -643080.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -643082.375000 Penalty: 4263.342773 Iteration 85Q: 3 clusters Score -643082.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -643084.437500 Penalty: 4263.342773 Iteration 86Q: 3 clusters Score -643084.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -643086.062500 Penalty: 4263.342773 Iteration 87Q: 3 clusters Score -643086.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -643088.437500 Penalty: 4263.342773 Iteration 88Q: 3 clusters Score -643088.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -643089.875000 Penalty: 4263.342773 Iteration 89Q: 3 clusters Score -643089.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -643090.375000 Penalty: 4263.342773 Iteration 90Q: 3 clusters Score -643090.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -643095.125000 Penalty: 4263.342773 Iteration 91Q: 3 clusters Score -643095.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -643096.562500 Penalty: 4263.342773 Iteration 92Q: 3 clusters Score -643096.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -643098.437500 Penalty: 4263.342773 Iteration 93Q: 3 clusters Score -643098.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -643098.875000 Penalty: 4263.342773 Iteration 94Q: 3 clusters Score -643098.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -643100.375000 Penalty: 4263.342773 Iteration 95Q: 3 clusters Score -643100.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -643102.312500 Penalty: 4263.342773 Iteration 96Q: 3 clusters Score -643102.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -643104.687500 Penalty: 4263.342773 Iteration 97Q: 3 clusters Score -643104.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -643106.625000 Penalty: 4263.342773 Iteration 98Q: 3 clusters Score -643106.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -643108.000000 Penalty: 4263.342773 Iteration 99Q: 3 clusters Score -643108 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -643111.062500 Penalty: 4263.342773 Iteration 100F: 3 clusters Score -643111.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -643115.750000 Penalty: 4263.342773 Iteration 101Q: 3 clusters Score -643115.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -643123.562500 Penalty: 4263.342773 Iteration 102Q: 3 clusters Score -643123.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -643132.187500 Penalty: 4263.342773 Iteration 103Q: 3 clusters Score -643132.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -643145.437500 Penalty: 4263.342773 Iteration 104Q: 3 clusters Score -643145.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -643156.187500 Penalty: 4263.342773 Iteration 105Q: 3 clusters Score -643156.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -643170.375000 Penalty: 4263.342773 Iteration 106Q: 3 clusters Score -643170.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -643187.000000 Penalty: 4263.342773 Iteration 107Q: 3 clusters Score -643187 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -643210.562500 Penalty: 4263.342773 Iteration 108Q: 3 clusters Score -643210.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -643238.625000 Penalty: 4263.342773 Iteration 109Q: 3 clusters Score -643238.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -643283.687500 Penalty: 4263.342773 Iteration 110Q: 3 clusters Score -643283.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -643342.750000 Penalty: 4263.342773 Iteration 111Q: 3 clusters Score -643342.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -643411.125000 Penalty: 4263.342773 Iteration 112Q: 3 clusters Score -643411.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -643514.750000 Penalty: 4263.342773 Iteration 113Q: 3 clusters Score -643514.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -643621.250000 Penalty: 4263.342773 Iteration 114Q: 3 clusters Score -643621.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -643708.750000 Penalty: 4263.342773 Iteration 115Q: 3 clusters Score -643708.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -643805.375000 Penalty: 4263.342773 Iteration 116Q: 3 clusters Score -643805.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -643904.187500 Penalty: 4263.342773 Iteration 117Q: 3 clusters Score -643904.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -643978.125000 Penalty: 4263.342773 Iteration 118Q: 3 clusters Score -643978.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -644060.687500 Penalty: 4263.342773 Iteration 119Q: 3 clusters Score -644060.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -644119.500000 Penalty: 4263.342773 Iteration 120F: 3 clusters Score -644119.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -644162.000000 Penalty: 4263.342773 Iteration 121Q: 3 clusters Score -644162 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -644183.687500 Penalty: 4263.342773 Iteration 122Q: 3 clusters Score -644183.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -644201.375000 Penalty: 4263.342773 Iteration 123Q: 3 clusters Score -644201.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -644213.062500 Penalty: 4263.342773 Iteration 124Q: 3 clusters Score -644213.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -644219.750000 Penalty: 4263.342773 Iteration 125Q: 3 clusters Score -644219.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -644227.375000 Penalty: 4263.342773 Iteration 126Q: 3 clusters Score -644227.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -644230.187500 Penalty: 4263.342773 Iteration 127Q: 3 clusters Score -644230.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -644240.812500 Penalty: 4263.342773 Iteration 128Q: 3 clusters Score -644240.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -644249.000000 Penalty: 4263.342773 Iteration 129Q: 3 clusters Score -644249 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -644261.375000 Penalty: 4263.342773 Iteration 130Q: 3 clusters Score -644261.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -644273.750000 Penalty: 4263.342773 Iteration 131Q: 3 clusters Score -644273.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -644284.937500 Penalty: 4263.342773 Iteration 132Q: 3 clusters Score -644284.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -644294.937500 Penalty: 4263.342773 Iteration 133Q: 3 clusters Score -644294.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -644298.875000 Penalty: 4263.342773 Iteration 134Q: 3 clusters Score -644298.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -644301.500000 Penalty: 4263.342773 Iteration 135Q: 3 clusters Score -644301.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -644301.500000 Penalty: 4263.342773 Iteration 136F: 3 clusters Score -644301.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Entering Unmasked Estep Score: -388310.531250 Penalty: 2016.692505 Iteration 0F: 2 clusters Score -388310.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -384824.750000 Penalty: 4033.385010 Iteration 0F: 3 clusters Score -384824.8 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -385681.718750 Penalty: 4033.385010 Iteration 1F: 3 clusters Score -385681.7 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -386022.468750 Penalty: 4033.385010 Iteration 2F: 3 clusters Score -386022.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -386592.625000 Penalty: 4033.385010 Iteration 3F: 3 clusters Score -386592.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -387464.593750 Penalty: 4033.385010 Iteration 4F: 3 clusters Score -387464.6 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -388289.156250 Penalty: 4033.385010 Iteration 5F: 3 clusters Score -388289.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -388657.531250 Penalty: 4033.385010 Iteration 6F: 3 clusters Score -388657.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -388753.750000 Penalty: 4033.385010 Iteration 7Q: 3 clusters Score -388753.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -388789.625000 Penalty: 4033.385010 Iteration 8Q: 3 clusters Score -388789.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -388801.750000 Penalty: 4033.385010 Iteration 9Q: 3 clusters Score -388801.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -388808.437500 Penalty: 4033.385010 Iteration 10Q: 3 clusters Score -388808.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -388813.218750 Penalty: 4033.385010 Iteration 11Q: 3 clusters Score -388813.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -388815.843750 Penalty: 4033.385010 Iteration 12Q: 3 clusters Score -388815.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -388815.843750 Penalty: 4033.385010 Iteration 13F: 3 clusters Score -388815.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 16776 members Mstep: Class 3 contains 8107 members Mstep: Class 4 contains 6943 members Mstep: Class 5 contains 14582 members Mstep: Class 6 contains 2745 members Mstep: Class 7 contains 21375 members Mstep: Class 8 contains 10174 members Mstep: Class 9 contains 5407 members Mstep: Class 10 contains 2834 members Mstep: Class 11 contains 567 members Mstep: Class 12 contains 11197 members Mstep: Class 13 contains 5316 members Mstep: Class 14 contains 7440 members Mstep: Class 15 contains 4727 members Mstep: Class 17 contains 55111 members Mstep: Class 19 contains 2582 members Mstep: Class 21 contains 99310 members Entering Unmasked Estep Score: -33502566.000000 Penalty: 56051.496094 Splitting cluster 11 changes total score from -33495286.000000 to -33502566.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 12 (11197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Entering Unmasked Estep Score: -1359325.750000 Penalty: 2312.203613 Iteration 0F: 2 clusters Score -1359326 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -1350840.750000 Penalty: 4624.407227 Iteration 0F: 3 clusters Score -1350841 nChanged 4741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1353346.375000 Penalty: 4624.407227 Iteration 1F: 3 clusters Score -1353346 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -1353640.250000 Penalty: 4624.407227 Iteration 2F: 3 clusters Score -1353640 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -1353847.625000 Penalty: 4624.407227 Iteration 3Q: 3 clusters Score -1353848 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1354018.125000 Penalty: 4624.407227 Iteration 4Q: 3 clusters Score -1354018 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -1354201.375000 Penalty: 4624.407227 Iteration 5Q: 3 clusters Score -1354201 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -1354386.500000 Penalty: 4624.407227 Iteration 6Q: 3 clusters Score -1354386 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1354613.500000 Penalty: 4624.407227 Iteration 7Q: 3 clusters Score -1354614 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -1354915.375000 Penalty: 4624.407227 Iteration 8Q: 3 clusters Score -1354915 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1355282.250000 Penalty: 4624.407227 Iteration 9Q: 3 clusters Score -1355282 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -1355678.750000 Penalty: 4624.407227 Iteration 10F: 3 clusters Score -1355679 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1356036.875000 Penalty: 4624.407227 Iteration 11F: 3 clusters Score -1356037 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1356303.500000 Penalty: 4624.407227 Iteration 12Q: 3 clusters Score -1356304 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7662 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1356505.875000 Penalty: 4624.407227 Iteration 13Q: 3 clusters Score -1356506 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1356630.750000 Penalty: 4624.407227 Iteration 14Q: 3 clusters Score -1356631 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8013 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -1356718.125000 Penalty: 4624.407227 Iteration 15Q: 3 clusters Score -1356718 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8146 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -1356776.125000 Penalty: 4624.407227 Iteration 16Q: 3 clusters Score -1356776 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -1356832.750000 Penalty: 4624.407227 Iteration 17Q: 3 clusters Score -1356833 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1356880.375000 Penalty: 4624.407227 Iteration 18Q: 3 clusters Score -1356880 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -1356920.625000 Penalty: 4624.407227 Iteration 19Q: 3 clusters Score -1356921 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8575 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1356951.125000 Penalty: 4624.407227 Iteration 20F: 3 clusters Score -1356951 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1356981.250000 Penalty: 4624.407227 Iteration 21Q: 3 clusters Score -1356981 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1357001.875000 Penalty: 4624.407227 Iteration 22Q: 3 clusters Score -1357002 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -1357024.125000 Penalty: 4624.407227 Iteration 23Q: 3 clusters Score -1357024 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -1357052.125000 Penalty: 4624.407227 Iteration 24Q: 3 clusters Score -1357052 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -1357066.500000 Penalty: 4624.407227 Iteration 25Q: 3 clusters Score -1357066 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9017 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1357078.875000 Penalty: 4624.407227 Iteration 26Q: 3 clusters Score -1357079 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -1357093.500000 Penalty: 4624.407227 Iteration 27Q: 3 clusters Score -1357094 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9078 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1357097.375000 Penalty: 4624.407227 Iteration 28Q: 3 clusters Score -1357097 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9102 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1357098.500000 Penalty: 4624.407227 Iteration 29Q: 3 clusters Score -1357098 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -1357105.250000 Penalty: 4624.407227 Iteration 30Q: 3 clusters Score -1357105 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -1357107.125000 Penalty: 4624.407227 Iteration 31Q: 3 clusters Score -1357107 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -1357114.375000 Penalty: 4624.407227 Iteration 32Q: 3 clusters Score -1357114 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -1357122.250000 Penalty: 4624.407227 Iteration 33Q: 3 clusters Score -1357122 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -1357125.875000 Penalty: 4624.407227 Iteration 34Q: 3 clusters Score -1357126 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -1357132.250000 Penalty: 4624.407227 Iteration 35Q: 3 clusters Score -1357132 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1357135.500000 Penalty: 4624.407227 Iteration 36Q: 3 clusters Score -1357136 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9286 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -1357144.250000 Penalty: 4624.407227 Iteration 37Q: 3 clusters Score -1357144 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1357149.500000 Penalty: 4624.407227 Iteration 38Q: 3 clusters Score -1357150 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -1357151.625000 Penalty: 4624.407227 Iteration 39Q: 3 clusters Score -1357152 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1357154.625000 Penalty: 4624.407227 Iteration 40F: 3 clusters Score -1357155 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -1357155.500000 Penalty: 4624.407227 Iteration 41Q: 3 clusters Score -1357156 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1357161.375000 Penalty: 4624.407227 Iteration 42Q: 3 clusters Score -1357161 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9375 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -1357163.625000 Penalty: 4624.407227 Iteration 43Q: 3 clusters Score -1357164 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -1357172.375000 Penalty: 4624.407227 Iteration 44Q: 3 clusters Score -1357172 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9412 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -1357175.750000 Penalty: 4624.407227 Iteration 45Q: 3 clusters Score -1357176 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -1357177.375000 Penalty: 4624.407227 Iteration 46Q: 3 clusters Score -1357177 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9439 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1357179.000000 Penalty: 4624.407227 Iteration 47Q: 3 clusters Score -1357179 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -1357184.750000 Penalty: 4624.407227 Iteration 48Q: 3 clusters Score -1357185 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -1357190.250000 Penalty: 4624.407227 Iteration 49Q: 3 clusters Score -1357190 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1357197.000000 Penalty: 4624.407227 Iteration 50Q: 3 clusters Score -1357197 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1357204.125000 Penalty: 4624.407227 Iteration 51Q: 3 clusters Score -1357204 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1357209.250000 Penalty: 4624.407227 Iteration 52Q: 3 clusters Score -1357209 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1357214.000000 Penalty: 4624.407227 Iteration 53Q: 3 clusters Score -1357214 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1357219.375000 Penalty: 4624.407227 Iteration 54Q: 3 clusters Score -1357219 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -1357220.375000 Penalty: 4624.407227 Iteration 55Q: 3 clusters Score -1357220 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -1357220.875000 Penalty: 4624.407227 Iteration 56Q: 3 clusters Score -1357221 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1357224.125000 Penalty: 4624.407227 Iteration 57Q: 3 clusters Score -1357224 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1357228.000000 Penalty: 4624.407227 Iteration 58Q: 3 clusters Score -1357228 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1357236.500000 Penalty: 4624.407227 Iteration 59Q: 3 clusters Score -1357236 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9651 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -1357240.000000 Penalty: 4624.407227 Iteration 60F: 3 clusters Score -1357240 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1357243.000000 Penalty: 4624.407227 Iteration 61Q: 3 clusters Score -1357243 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1357246.500000 Penalty: 4624.407227 Iteration 62Q: 3 clusters Score -1357246 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1357253.750000 Penalty: 4624.407227 Iteration 63Q: 3 clusters Score -1357254 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9710 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1357259.125000 Penalty: 4624.407227 Iteration 64Q: 3 clusters Score -1357259 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1357262.375000 Penalty: 4624.407227 Iteration 65Q: 3 clusters Score -1357262 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1357264.000000 Penalty: 4624.407227 Iteration 66Q: 3 clusters Score -1357264 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9758 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1357268.000000 Penalty: 4624.407227 Iteration 67Q: 3 clusters Score -1357268 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1357275.250000 Penalty: 4624.407227 Iteration 68Q: 3 clusters Score -1357275 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1357283.375000 Penalty: 4624.407227 Iteration 69Q: 3 clusters Score -1357283 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1357287.000000 Penalty: 4624.407227 Iteration 70Q: 3 clusters Score -1357287 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -1357292.125000 Penalty: 4624.407227 Iteration 71Q: 3 clusters Score -1357292 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1357292.500000 Penalty: 4624.407227 Iteration 72Q: 3 clusters Score -1357292 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1357292.750000 Penalty: 4624.407227 Iteration 73Q: 3 clusters Score -1357293 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1357295.625000 Penalty: 4624.407227 Iteration 74Q: 3 clusters Score -1357296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -1357295.500000 Penalty: 4624.407227 Iteration 75Q: 3 clusters Score -1357296 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -1357294.625000 Penalty: 4624.407227 Iteration 76Q: 3 clusters Score -1357295 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1357295.000000 Penalty: 4624.407227 Iteration 77Q: 3 clusters Score -1357295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -1357295.750000 Penalty: 4624.407227 Iteration 78Q: 3 clusters Score -1357296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1357296.500000 Penalty: 4624.407227 Iteration 79Q: 3 clusters Score -1357296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9858 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -1357300.000000 Penalty: 4624.407227 Iteration 80F: 3 clusters Score -1357300 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -1357300.500000 Penalty: 4624.407227 Iteration 81Q: 3 clusters Score -1357300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1357303.750000 Penalty: 4624.407227 Iteration 82Q: 3 clusters Score -1357304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1357306.250000 Penalty: 4624.407227 Iteration 83Q: 3 clusters Score -1357306 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9879 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -1357305.375000 Penalty: 4624.407227 Iteration 84Q: 3 clusters Score -1357305 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1357308.375000 Penalty: 4624.407227 Iteration 85Q: 3 clusters Score -1357308 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1357310.625000 Penalty: 4624.407227 Iteration 86Q: 3 clusters Score -1357311 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9893 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1357306.125000 Penalty: 4624.407227 Iteration 87Q: 3 clusters Score -1357306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1357308.500000 Penalty: 4624.407227 Iteration 88Q: 3 clusters Score -1357308 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1357307.875000 Penalty: 4624.407227 Iteration 89Q: 3 clusters Score -1357308 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1357307.875000 Penalty: 4624.407227 Iteration 90F: 3 clusters Score -1357308 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (5316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Entering Unmasked Estep Score: -633825.750000 Penalty: 2127.461914 Iteration 0F: 2 clusters Score -633825.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -629093.937500 Penalty: 4254.923828 Iteration 0F: 3 clusters Score -629093.9 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -630253.750000 Penalty: 4254.923828 Iteration 1F: 3 clusters Score -630253.8 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -630476.062500 Penalty: 4254.923828 Iteration 2F: 3 clusters Score -630476.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -630666.000000 Penalty: 4254.923828 Iteration 3F: 3 clusters Score -630666 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -630836.750000 Penalty: 4254.923828 Iteration 4Q: 3 clusters Score -630836.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -631016.812500 Penalty: 4254.923828 Iteration 5Q: 3 clusters Score -631016.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -631217.625000 Penalty: 4254.923828 Iteration 6Q: 3 clusters Score -631217.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -631389.125000 Penalty: 4254.923828 Iteration 7Q: 3 clusters Score -631389.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -631533.437500 Penalty: 4254.923828 Iteration 8Q: 3 clusters Score -631533.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -631714.500000 Penalty: 4254.923828 Iteration 9Q: 3 clusters Score -631714.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -631896.500000 Penalty: 4254.923828 Iteration 10Q: 3 clusters Score -631896.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -632011.937500 Penalty: 4254.923828 Iteration 11Q: 3 clusters Score -632011.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -632106.312500 Penalty: 4254.923828 Iteration 12Q: 3 clusters Score -632106.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -632165.437500 Penalty: 4254.923828 Iteration 13Q: 3 clusters Score -632165.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -632204.250000 Penalty: 4254.923828 Iteration 14Q: 3 clusters Score -632204.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -632236.062500 Penalty: 4254.923828 Iteration 15Q: 3 clusters Score -632236.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -632259.750000 Penalty: 4254.923828 Iteration 16Q: 3 clusters Score -632259.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -632271.687500 Penalty: 4254.923828 Iteration 17Q: 3 clusters Score -632271.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -632278.812500 Penalty: 4254.923828 Iteration 18Q: 3 clusters Score -632278.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -632284.500000 Penalty: 4254.923828 Iteration 19Q: 3 clusters Score -632284.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -632291.625000 Penalty: 4254.923828 Iteration 20F: 3 clusters Score -632291.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -632296.812500 Penalty: 4254.923828 Iteration 21Q: 3 clusters Score -632296.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -632302.500000 Penalty: 4254.923828 Iteration 22Q: 3 clusters Score -632302.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -632311.937500 Penalty: 4254.923828 Iteration 23Q: 3 clusters Score -632311.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -632320.125000 Penalty: 4254.923828 Iteration 24Q: 3 clusters Score -632320.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -632324.250000 Penalty: 4254.923828 Iteration 25Q: 3 clusters Score -632324.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -632330.812500 Penalty: 4254.923828 Iteration 26Q: 3 clusters Score -632330.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -632337.187500 Penalty: 4254.923828 Iteration 27Q: 3 clusters Score -632337.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -632342.437500 Penalty: 4254.923828 Iteration 28Q: 3 clusters Score -632342.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -632345.875000 Penalty: 4254.923828 Iteration 29Q: 3 clusters Score -632345.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -632354.062500 Penalty: 4254.923828 Iteration 30Q: 3 clusters Score -632354.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -632364.750000 Penalty: 4254.923828 Iteration 31Q: 3 clusters Score -632364.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -632382.312500 Penalty: 4254.923828 Iteration 32Q: 3 clusters Score -632382.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -632399.625000 Penalty: 4254.923828 Iteration 33Q: 3 clusters Score -632399.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -632415.125000 Penalty: 4254.923828 Iteration 34Q: 3 clusters Score -632415.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -632425.437500 Penalty: 4254.923828 Iteration 35Q: 3 clusters Score -632425.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -632431.562500 Penalty: 4254.923828 Iteration 36Q: 3 clusters Score -632431.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -632435.687500 Penalty: 4254.923828 Iteration 37Q: 3 clusters Score -632435.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -632440.000000 Penalty: 4254.923828 Iteration 38Q: 3 clusters Score -632440 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -632443.000000 Penalty: 4254.923828 Iteration 39Q: 3 clusters Score -632443 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -632453.750000 Penalty: 4254.923828 Iteration 40F: 3 clusters Score -632453.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -632461.375000 Penalty: 4254.923828 Iteration 41Q: 3 clusters Score -632461.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -632465.812500 Penalty: 4254.923828 Iteration 42Q: 3 clusters Score -632465.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -632467.875000 Penalty: 4254.923828 Iteration 43Q: 3 clusters Score -632467.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -632472.250000 Penalty: 4254.923828 Iteration 44Q: 3 clusters Score -632472.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -632473.000000 Penalty: 4254.923828 Iteration 45Q: 3 clusters Score -632473 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -632473.625000 Penalty: 4254.923828 Iteration 46Q: 3 clusters Score -632473.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -632475.062500 Penalty: 4254.923828 Iteration 47Q: 3 clusters Score -632475.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -632476.562500 Penalty: 4254.923828 Iteration 48Q: 3 clusters Score -632476.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -632478.000000 Penalty: 4254.923828 Iteration 49Q: 3 clusters Score -632478 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -632480.125000 Penalty: 4254.923828 Iteration 50Q: 3 clusters Score -632480.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -632481.625000 Penalty: 4254.923828 Iteration 51Q: 3 clusters Score -632481.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -632483.875000 Penalty: 4254.923828 Iteration 52Q: 3 clusters Score -632483.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -632487.937500 Penalty: 4254.923828 Iteration 53Q: 3 clusters Score -632487.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -632492.125000 Penalty: 4254.923828 Iteration 54Q: 3 clusters Score -632492.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -632493.812500 Penalty: 4254.923828 Iteration 55Q: 3 clusters Score -632493.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -632496.812500 Penalty: 4254.923828 Iteration 56Q: 3 clusters Score -632496.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -632496.625000 Penalty: 4254.923828 Iteration 57Q: 3 clusters Score -632496.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -632500.062500 Penalty: 4254.923828 Iteration 58Q: 3 clusters Score -632500.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -632502.625000 Penalty: 4254.923828 Iteration 59Q: 3 clusters Score -632502.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -632503.187500 Penalty: 4254.923828 Iteration 60F: 3 clusters Score -632503.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -632503.187500 Penalty: 4254.923828 Iteration 61Q: 3 clusters Score -632503.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -632503.187500 Penalty: 4254.923828 Iteration 62F: 3 clusters Score -632503.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Entering Unmasked Estep Score: -892691.312500 Penalty: 2210.827393 Iteration 0F: 2 clusters Score -892691.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -886648.062500 Penalty: 4421.654785 Iteration 0F: 3 clusters Score -886648.1 nChanged 3011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -888397.875000 Penalty: 4421.654785 Iteration 1F: 3 clusters Score -888397.9 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -888843.000000 Penalty: 4421.654785 Iteration 2F: 3 clusters Score -888843 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -889248.937500 Penalty: 4421.654785 Iteration 3F: 3 clusters Score -889248.9 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -889658.312500 Penalty: 4421.654785 Iteration 4F: 3 clusters Score -889658.3 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -889991.062500 Penalty: 4421.654785 Iteration 5F: 3 clusters Score -889991.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -890280.000000 Penalty: 4421.654785 Iteration 6Q: 3 clusters Score -890280 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -890534.875000 Penalty: 4421.654785 Iteration 7Q: 3 clusters Score -890534.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -890712.000000 Penalty: 4421.654785 Iteration 8Q: 3 clusters Score -890712 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -890828.875000 Penalty: 4421.654785 Iteration 9Q: 3 clusters Score -890828.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -890907.375000 Penalty: 4421.654785 Iteration 10Q: 3 clusters Score -890907.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -890955.625000 Penalty: 4421.654785 Iteration 11Q: 3 clusters Score -890955.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -890985.187500 Penalty: 4421.654785 Iteration 12Q: 3 clusters Score -890985.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -891002.687500 Penalty: 4421.654785 Iteration 13Q: 3 clusters Score -891002.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -891018.687500 Penalty: 4421.654785 Iteration 14Q: 3 clusters Score -891018.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -891030.875000 Penalty: 4421.654785 Iteration 15Q: 3 clusters Score -891030.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -891041.250000 Penalty: 4421.654785 Iteration 16Q: 3 clusters Score -891041.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -891054.062500 Penalty: 4421.654785 Iteration 17Q: 3 clusters Score -891054.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -891066.937500 Penalty: 4421.654785 Iteration 18Q: 3 clusters Score -891066.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -891077.125000 Penalty: 4421.654785 Iteration 19Q: 3 clusters Score -891077.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -891077.875000 Penalty: 4421.654785 Iteration 20F: 3 clusters Score -891077.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -891081.062500 Penalty: 4421.654785 Iteration 21Q: 3 clusters Score -891081.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -891082.500000 Penalty: 4421.654785 Iteration 22Q: 3 clusters Score -891082.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -891083.875000 Penalty: 4421.654785 Iteration 23Q: 3 clusters Score -891083.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -891084.875000 Penalty: 4421.654785 Iteration 24Q: 3 clusters Score -891084.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -891086.687500 Penalty: 4421.654785 Iteration 25Q: 3 clusters Score -891086.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -891086.125000 Penalty: 4421.654785 Iteration 26Q: 3 clusters Score -891086.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -891091.375000 Penalty: 4421.654785 Iteration 27Q: 3 clusters Score -891091.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -891089.000000 Penalty: 4421.654785 Iteration 28Q: 3 clusters Score -891089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -891091.562500 Penalty: 4421.654785 Iteration 29Q: 3 clusters Score -891091.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -891092.937500 Penalty: 4421.654785 Iteration 30Q: 3 clusters Score -891092.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -891093.562500 Penalty: 4421.654785 Iteration 31Q: 3 clusters Score -891093.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -891093.375000 Penalty: 4421.654785 Iteration 32Q: 3 clusters Score -891093.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -891092.937500 Penalty: 4421.654785 Iteration 33Q: 3 clusters Score -891092.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -891095.875000 Penalty: 4421.654785 Iteration 34Q: 3 clusters Score -891095.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -891095.937500 Penalty: 4421.654785 Iteration 35Q: 3 clusters Score -891095.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -891097.062500 Penalty: 4421.654785 Iteration 36Q: 3 clusters Score -891097.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -891097.437500 Penalty: 4421.654785 Iteration 37Q: 3 clusters Score -891097.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -891100.125000 Penalty: 4421.654785 Iteration 38Q: 3 clusters Score -891100.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -891102.312500 Penalty: 4421.654785 Iteration 39Q: 3 clusters Score -891102.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -891104.937500 Penalty: 4421.654785 Iteration 40F: 3 clusters Score -891104.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -891105.750000 Penalty: 4421.654785 Iteration 41Q: 3 clusters Score -891105.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -891105.812500 Penalty: 4421.654785 Iteration 42Q: 3 clusters Score -891105.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -891108.375000 Penalty: 4421.654785 Iteration 43Q: 3 clusters Score -891108.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -891109.687500 Penalty: 4421.654785 Iteration 44Q: 3 clusters Score -891109.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -891114.062500 Penalty: 4421.654785 Iteration 45Q: 3 clusters Score -891114.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -891116.562500 Penalty: 4421.654785 Iteration 46Q: 3 clusters Score -891116.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -891117.250000 Penalty: 4421.654785 Iteration 47Q: 3 clusters Score -891117.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -891121.187500 Penalty: 4421.654785 Iteration 48Q: 3 clusters Score -891121.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -891125.312500 Penalty: 4421.654785 Iteration 49Q: 3 clusters Score -891125.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -891129.875000 Penalty: 4421.654785 Iteration 50Q: 3 clusters Score -891129.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -891135.312500 Penalty: 4421.654785 Iteration 51Q: 3 clusters Score -891135.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -891142.062500 Penalty: 4421.654785 Iteration 52Q: 3 clusters Score -891142.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -891148.687500 Penalty: 4421.654785 Iteration 53Q: 3 clusters Score -891148.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -891151.875000 Penalty: 4421.654785 Iteration 54Q: 3 clusters Score -891151.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -891157.250000 Penalty: 4421.654785 Iteration 55Q: 3 clusters Score -891157.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -891161.750000 Penalty: 4421.654785 Iteration 56Q: 3 clusters Score -891161.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -891162.750000 Penalty: 4421.654785 Iteration 57Q: 3 clusters Score -891162.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -891165.062500 Penalty: 4421.654785 Iteration 58Q: 3 clusters Score -891165.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -891165.125000 Penalty: 4421.654785 Iteration 59Q: 3 clusters Score -891165.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -891165.125000 Penalty: 4421.654785 Iteration 60F: 3 clusters Score -891165.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Entering Unmasked Estep Score: -573848.750000 Penalty: 2098.339355 Iteration 0F: 2 clusters Score -573848.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -569534.062500 Penalty: 4196.678711 Iteration 0F: 3 clusters Score -569534.1 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -570496.500000 Penalty: 4196.678711 Iteration 1F: 3 clusters Score -570496.5 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -570662.875000 Penalty: 4196.678711 Iteration 2F: 3 clusters Score -570662.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -570755.687500 Penalty: 4196.678711 Iteration 3Q: 3 clusters Score -570755.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -570827.312500 Penalty: 4196.678711 Iteration 4Q: 3 clusters Score -570827.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -570874.375000 Penalty: 4196.678711 Iteration 5Q: 3 clusters Score -570874.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -570903.750000 Penalty: 4196.678711 Iteration 6Q: 3 clusters Score -570903.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -570928.562500 Penalty: 4196.678711 Iteration 7Q: 3 clusters Score -570928.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -570948.437500 Penalty: 4196.678711 Iteration 8Q: 3 clusters Score -570948.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -570971.562500 Penalty: 4196.678711 Iteration 9Q: 3 clusters Score -570971.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -570994.812500 Penalty: 4196.678711 Iteration 10Q: 3 clusters Score -570994.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -571016.375000 Penalty: 4196.678711 Iteration 11Q: 3 clusters Score -571016.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -571034.062500 Penalty: 4196.678711 Iteration 12Q: 3 clusters Score -571034.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -571053.812500 Penalty: 4196.678711 Iteration 13Q: 3 clusters Score -571053.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -571071.125000 Penalty: 4196.678711 Iteration 14Q: 3 clusters Score -571071.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -571090.875000 Penalty: 4196.678711 Iteration 15Q: 3 clusters Score -571090.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -571113.687500 Penalty: 4196.678711 Iteration 16Q: 3 clusters Score -571113.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -571136.250000 Penalty: 4196.678711 Iteration 17Q: 3 clusters Score -571136.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -571154.000000 Penalty: 4196.678711 Iteration 18Q: 3 clusters Score -571154 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -571168.750000 Penalty: 4196.678711 Iteration 19Q: 3 clusters Score -571168.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -571180.625000 Penalty: 4196.678711 Iteration 20F: 3 clusters Score -571180.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -571192.125000 Penalty: 4196.678711 Iteration 21Q: 3 clusters Score -571192.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -571202.250000 Penalty: 4196.678711 Iteration 22Q: 3 clusters Score -571202.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -571211.625000 Penalty: 4196.678711 Iteration 23Q: 3 clusters Score -571211.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -571221.562500 Penalty: 4196.678711 Iteration 24Q: 3 clusters Score -571221.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -571237.562500 Penalty: 4196.678711 Iteration 25Q: 3 clusters Score -571237.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -571247.125000 Penalty: 4196.678711 Iteration 26Q: 3 clusters Score -571247.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -571253.812500 Penalty: 4196.678711 Iteration 27Q: 3 clusters Score -571253.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -571259.875000 Penalty: 4196.678711 Iteration 28Q: 3 clusters Score -571259.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -571262.250000 Penalty: 4196.678711 Iteration 29Q: 3 clusters Score -571262.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -571264.687500 Penalty: 4196.678711 Iteration 30Q: 3 clusters Score -571264.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -571265.875000 Penalty: 4196.678711 Iteration 31Q: 3 clusters Score -571265.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -571265.937500 Penalty: 4196.678711 Iteration 32Q: 3 clusters Score -571265.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -571268.000000 Penalty: 4196.678711 Iteration 33Q: 3 clusters Score -571268 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -571269.437500 Penalty: 4196.678711 Iteration 34Q: 3 clusters Score -571269.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -571269.187500 Penalty: 4196.678711 Iteration 35Q: 3 clusters Score -571269.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -571269.812500 Penalty: 4196.678711 Iteration 36Q: 3 clusters Score -571269.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -571269.562500 Penalty: 4196.678711 Iteration 37Q: 3 clusters Score -571269.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -571272.062500 Penalty: 4196.678711 Iteration 38Q: 3 clusters Score -571272.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -571273.500000 Penalty: 4196.678711 Iteration 39Q: 3 clusters Score -571273.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -571276.312500 Penalty: 4196.678711 Iteration 40F: 3 clusters Score -571276.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -571278.375000 Penalty: 4196.678711 Iteration 41Q: 3 clusters Score -571278.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -571280.687500 Penalty: 4196.678711 Iteration 42Q: 3 clusters Score -571280.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -571284.375000 Penalty: 4196.678711 Iteration 43Q: 3 clusters Score -571284.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -571285.812500 Penalty: 4196.678711 Iteration 44Q: 3 clusters Score -571285.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -571286.437500 Penalty: 4196.678711 Iteration 45Q: 3 clusters Score -571286.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -571287.437500 Penalty: 4196.678711 Iteration 46Q: 3 clusters Score -571287.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -571288.812500 Penalty: 4196.678711 Iteration 47Q: 3 clusters Score -571288.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -571289.312500 Penalty: 4196.678711 Iteration 48Q: 3 clusters Score -571289.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -571289.625000 Penalty: 4196.678711 Iteration 49Q: 3 clusters Score -571289.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -571289.625000 Penalty: 4196.678711 Iteration 50F: 3 clusters Score -571289.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (55111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55111 members Entering Unmasked Estep Score: -6699542.500000 Penalty: 2707.441895 Iteration 0F: 2 clusters Score -6699542 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27597 members Mstep: Class 2 contains 27514 members Entering Unmasked Estep Score: -6662570.000000 Penalty: 5414.883789 Iteration 0F: 3 clusters Score -6662570 nChanged 25612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 27792 members Entering Unmasked Estep Score: -6676842.000000 Penalty: 5414.883789 Iteration 1F: 3 clusters Score -6676842 nChanged 2263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26870 members Mstep: Class 2 contains 28241 members Entering Unmasked Estep Score: -6677516.500000 Penalty: 5414.883789 Iteration 2Q: 3 clusters Score -6677516 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26156 members Mstep: Class 2 contains 28955 members Entering Unmasked Estep Score: -6678302.000000 Penalty: 5414.883789 Iteration 3Q: 3 clusters Score -6678302 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25005 members Mstep: Class 2 contains 30106 members Entering Unmasked Estep Score: -6679240.000000 Penalty: 5414.883789 Iteration 4Q: 3 clusters Score -6679240 nChanged 2825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23476 members Mstep: Class 2 contains 31635 members Entering Unmasked Estep Score: -6680569.000000 Penalty: 5414.883789 Iteration 5F: 3 clusters Score -6680569 nChanged 3327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21487 members Mstep: Class 2 contains 33624 members Entering Unmasked Estep Score: -6682369.000000 Penalty: 5414.883789 Iteration 6F: 3 clusters Score -6682369 nChanged 3641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19098 members Mstep: Class 2 contains 36013 members Entering Unmasked Estep Score: -6684621.500000 Penalty: 5414.883789 Iteration 7F: 3 clusters Score -6684622 nChanged 3562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16704 members Mstep: Class 2 contains 38407 members Entering Unmasked Estep Score: -6686823.000000 Penalty: 5414.883789 Iteration 8F: 3 clusters Score -6686823 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14429 members Mstep: Class 2 contains 40682 members Entering Unmasked Estep Score: -6688700.000000 Penalty: 5414.883789 Iteration 9F: 3 clusters Score -6688700 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 42756 members Entering Unmasked Estep Score: -6690118.000000 Penalty: 5414.883789 Iteration 10Q: 3 clusters Score -6690118 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 44576 members Entering Unmasked Estep Score: -6691102.500000 Penalty: 5414.883789 Iteration 11Q: 3 clusters Score -6691102 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 46279 members Entering Unmasked Estep Score: -6691989.500000 Penalty: 5414.883789 Iteration 12Q: 3 clusters Score -6691990 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 47846 members Entering Unmasked Estep Score: -6692824.000000 Penalty: 5414.883789 Iteration 13Q: 3 clusters Score -6692824 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 49265 members Entering Unmasked Estep Score: -6693592.500000 Penalty: 5414.883789 Iteration 14Q: 3 clusters Score -6693592 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 50581 members Entering Unmasked Estep Score: -6694443.500000 Penalty: 5414.883789 Iteration 15Q: 3 clusters Score -6694444 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 51699 members Entering Unmasked Estep Score: -6695162.000000 Penalty: 5414.883789 Iteration 16Q: 3 clusters Score -6695162 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 52613 members Entering Unmasked Estep Score: -6695778.500000 Penalty: 5414.883789 Iteration 17Q: 3 clusters Score -6695778 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 53274 members Entering Unmasked Estep Score: -6696240.000000 Penalty: 5414.883789 Iteration 18Q: 3 clusters Score -6696240 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 53735 members Entering Unmasked Estep Score: -6696546.500000 Penalty: 5414.883789 Iteration 19Q: 3 clusters Score -6696546 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 54042 members Entering Unmasked Estep Score: -6696749.500000 Penalty: 5414.883789 Iteration 20F: 3 clusters Score -6696750 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 54215 members Entering Unmasked Estep Score: -6696859.000000 Penalty: 5414.883789 Iteration 21Q: 3 clusters Score -6696859 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 54313 members Entering Unmasked Estep Score: -6696936.500000 Penalty: 5414.883789 Iteration 22Q: 3 clusters Score -6696936 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 54391 members Entering Unmasked Estep Score: -6696991.000000 Penalty: 5414.883789 Iteration 23Q: 3 clusters Score -6696991 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 54444 members Entering Unmasked Estep Score: -6697034.000000 Penalty: 5414.883789 Iteration 24Q: 3 clusters Score -6697034 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 54491 members Entering Unmasked Estep Score: -6697082.000000 Penalty: 5414.883789 Iteration 25Q: 3 clusters Score -6697082 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 54520 members Entering Unmasked Estep Score: -6697092.500000 Penalty: 5414.883789 Iteration 26Q: 3 clusters Score -6697092 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 54545 members Entering Unmasked Estep Score: -6697112.000000 Penalty: 5414.883789 Iteration 27Q: 3 clusters Score -6697112 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 54566 members Entering Unmasked Estep Score: -6697122.500000 Penalty: 5414.883789 Iteration 28Q: 3 clusters Score -6697122 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 54574 members Entering Unmasked Estep Score: -6697126.000000 Penalty: 5414.883789 Iteration 29Q: 3 clusters Score -6697126 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 54578 members Entering Unmasked Estep Score: -6697135.500000 Penalty: 5414.883789 Iteration 30Q: 3 clusters Score -6697136 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 54581 members Entering Unmasked Estep Score: -6697134.500000 Penalty: 5414.883789 Iteration 31Q: 3 clusters Score -6697134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 54584 members Entering Unmasked Estep Score: -6697140.000000 Penalty: 5414.883789 Iteration 32Q: 3 clusters Score -6697140 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 54587 members Entering Unmasked Estep Score: -6697139.500000 Penalty: 5414.883789 Iteration 33Q: 3 clusters Score -6697140 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 54590 members Entering Unmasked Estep Score: -6697146.000000 Penalty: 5414.883789 Iteration 34Q: 3 clusters Score -6697146 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 54597 members Entering Unmasked Estep Score: -6697149.500000 Penalty: 5414.883789 Iteration 35Q: 3 clusters Score -6697150 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 54604 members Entering Unmasked Estep Score: -6697164.500000 Penalty: 5414.883789 Iteration 36Q: 3 clusters Score -6697164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 54608 members Entering Unmasked Estep Score: -6697172.000000 Penalty: 5414.883789 Iteration 37Q: 3 clusters Score -6697172 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 54613 members Entering Unmasked Estep Score: -6697173.500000 Penalty: 5414.883789 Iteration 38Q: 3 clusters Score -6697174 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 54621 members Entering Unmasked Estep Score: -6697181.500000 Penalty: 5414.883789 Iteration 39Q: 3 clusters Score -6697182 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 54625 members Entering Unmasked Estep Score: -6697188.000000 Penalty: 5414.883789 Iteration 40F: 3 clusters Score -6697188 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 54629 members Entering Unmasked Estep Score: -6697181.000000 Penalty: 5414.883789 Iteration 41Q: 3 clusters Score -6697181 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 54635 members Entering Unmasked Estep Score: -6697188.500000 Penalty: 5414.883789 Iteration 42Q: 3 clusters Score -6697188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 54638 members Entering Unmasked Estep Score: -6697192.500000 Penalty: 5414.883789 Iteration 43Q: 3 clusters Score -6697192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 54639 members Entering Unmasked Estep Score: -6697190.000000 Penalty: 5414.883789 Iteration 44Q: 3 clusters Score -6697190 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 54638 members Entering Unmasked Estep Score: -6697195.000000 Penalty: 5414.883789 Iteration 45Q: 3 clusters Score -6697195 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 54638 members Entering Unmasked Estep Score: -6697195.000000 Penalty: 5414.883789 Iteration 46F: 3 clusters Score -6697195 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Entering Unmasked Estep Score: -314576.875000 Penalty: 1948.367188 Iteration 0F: 2 clusters Score -314576.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -311569.968750 Penalty: 3896.734375 Iteration 0F: 3 clusters Score -311570 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -312159.968750 Penalty: 3896.734375 Iteration 1F: 3 clusters Score -312160 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -312337.437500 Penalty: 3896.734375 Iteration 2F: 3 clusters Score -312337.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -312451.187500 Penalty: 3896.734375 Iteration 3F: 3 clusters Score -312451.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -312532.531250 Penalty: 3896.734375 Iteration 4Q: 3 clusters Score -312532.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -312609.437500 Penalty: 3896.734375 Iteration 5Q: 3 clusters Score -312609.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -312696.750000 Penalty: 3896.734375 Iteration 6Q: 3 clusters Score -312696.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -312768.593750 Penalty: 3896.734375 Iteration 7Q: 3 clusters Score -312768.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -312841.375000 Penalty: 3896.734375 Iteration 8Q: 3 clusters Score -312841.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -312908.062500 Penalty: 3896.734375 Iteration 9Q: 3 clusters Score -312908.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -312971.000000 Penalty: 3896.734375 Iteration 10Q: 3 clusters Score -312971 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -313056.531250 Penalty: 3896.734375 Iteration 11Q: 3 clusters Score -313056.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -313165.750000 Penalty: 3896.734375 Iteration 12Q: 3 clusters Score -313165.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -313278.281250 Penalty: 3896.734375 Iteration 13Q: 3 clusters Score -313278.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -313386.343750 Penalty: 3896.734375 Iteration 14Q: 3 clusters Score -313386.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -313465.875000 Penalty: 3896.734375 Iteration 15Q: 3 clusters Score -313465.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -313529.187500 Penalty: 3896.734375 Iteration 16Q: 3 clusters Score -313529.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -313598.875000 Penalty: 3896.734375 Iteration 17Q: 3 clusters Score -313598.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -313655.625000 Penalty: 3896.734375 Iteration 18Q: 3 clusters Score -313655.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -313743.906250 Penalty: 3896.734375 Iteration 19Q: 3 clusters Score -313743.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -313881.843750 Penalty: 3896.734375 Iteration 20F: 3 clusters Score -313881.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -314036.218750 Penalty: 3896.734375 Iteration 21Q: 3 clusters Score -314036.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -314147.718750 Penalty: 3896.734375 Iteration 22Q: 3 clusters Score -314147.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -314248.437500 Penalty: 3896.734375 Iteration 23Q: 3 clusters Score -314248.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -314308.500000 Penalty: 3896.734375 Iteration 24Q: 3 clusters Score -314308.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -314355.937500 Penalty: 3896.734375 Iteration 25Q: 3 clusters Score -314355.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -314380.187500 Penalty: 3896.734375 Iteration 26Q: 3 clusters Score -314380.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -314381.718750 Penalty: 3896.734375 Iteration 27Q: 3 clusters Score -314381.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -314384.781250 Penalty: 3896.734375 Iteration 28Q: 3 clusters Score -314384.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -314385.812500 Penalty: 3896.734375 Iteration 29Q: 3 clusters Score -314385.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -314391.250000 Penalty: 3896.734375 Iteration 30Q: 3 clusters Score -314391.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -314391.156250 Penalty: 3896.734375 Iteration 31Q: 3 clusters Score -314391.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -314391.156250 Penalty: 3896.734375 Iteration 32F: 3 clusters Score -314391.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (99310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99310 members Entering Unmasked Estep Score: -12044685.000000 Penalty: 2853.488281 Iteration 0F: 2 clusters Score -1.204468e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49871 members Mstep: Class 2 contains 49439 members Entering Unmasked Estep Score: -11978331.000000 Penalty: 5706.976562 Iteration 0F: 3 clusters Score -1.197833e+07 nChanged 46879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52574 members Mstep: Class 2 contains 46736 members Entering Unmasked Estep Score: -12005407.000000 Penalty: 5706.976562 Iteration 1F: 3 clusters Score -1.200541e+07 nChanged 3748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54354 members Mstep: Class 2 contains 44956 members Entering Unmasked Estep Score: -12006508.000000 Penalty: 5706.976562 Iteration 2Q: 3 clusters Score -1.200651e+07 nChanged 4265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57067 members Mstep: Class 2 contains 42243 members Entering Unmasked Estep Score: -12008059.000000 Penalty: 5706.976562 Iteration 3Q: 3 clusters Score -1.200806e+07 nChanged 4971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61006 members Mstep: Class 2 contains 38304 members Entering Unmasked Estep Score: -12010417.000000 Penalty: 5706.976562 Iteration 4F: 3 clusters Score -1.201042e+07 nChanged 6273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66581 members Mstep: Class 2 contains 32729 members Entering Unmasked Estep Score: -12014189.000000 Penalty: 5706.976562 Iteration 5F: 3 clusters Score -1.201419e+07 nChanged 7514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73745 members Mstep: Class 2 contains 25565 members Entering Unmasked Estep Score: -12019650.000000 Penalty: 5706.976562 Iteration 6F: 3 clusters Score -1.201965e+07 nChanged 8050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81707 members Mstep: Class 2 contains 17603 members Entering Unmasked Estep Score: -12026740.000000 Penalty: 5706.976562 Iteration 7F: 3 clusters Score -1.202674e+07 nChanged 7342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89037 members Mstep: Class 2 contains 10273 members Entering Unmasked Estep Score: -12033567.000000 Penalty: 5706.976562 Iteration 8F: 3 clusters Score -1.203357e+07 nChanged 5050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94069 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -12038390.000000 Penalty: 5706.976562 Iteration 9F: 3 clusters Score -1.203839e+07 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96597 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -12040903.000000 Penalty: 5706.976562 Iteration 10Q: 3 clusters Score -1.20409e+07 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97652 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -12042086.000000 Penalty: 5706.976562 Iteration 11Q: 3 clusters Score -1.204209e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97995 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -12042610.000000 Penalty: 5706.976562 Iteration 12Q: 3 clusters Score -1.204261e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98112 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -12042905.000000 Penalty: 5706.976562 Iteration 13Q: 3 clusters Score -1.20429e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98147 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -12043036.000000 Penalty: 5706.976562 Iteration 14Q: 3 clusters Score -1.204304e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98172 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -12043111.000000 Penalty: 5706.976562 Iteration 15Q: 3 clusters Score -1.204311e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98181 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -12043132.000000 Penalty: 5706.976562 Iteration 16Q: 3 clusters Score -1.204313e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98177 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -12043165.000000 Penalty: 5706.976562 Iteration 17Q: 3 clusters Score -1.204316e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98174 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -12043185.000000 Penalty: 5706.976562 Iteration 18Q: 3 clusters Score -1.204318e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98173 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -12043182.000000 Penalty: 5706.976562 Iteration 19Q: 3 clusters Score -1.204318e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98161 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -12043194.000000 Penalty: 5706.976562 Iteration 20F: 3 clusters Score -1.204319e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98158 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -12043189.000000 Penalty: 5706.976562 Iteration 21Q: 3 clusters Score -1.204319e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98152 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -12043187.000000 Penalty: 5706.976562 Iteration 22Q: 3 clusters Score -1.204319e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98148 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -12043193.000000 Penalty: 5706.976562 Iteration 23Q: 3 clusters Score -1.204319e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98145 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -12043196.000000 Penalty: 5706.976562 Iteration 24Q: 3 clusters Score -1.20432e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98142 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -12043197.000000 Penalty: 5706.976562 Iteration 25Q: 3 clusters Score -1.20432e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98143 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -12043199.000000 Penalty: 5706.976562 Iteration 26Q: 3 clusters Score -1.20432e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98144 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -12043196.000000 Penalty: 5706.976562 Iteration 27Q: 3 clusters Score -1.20432e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98145 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -12043196.000000 Penalty: 5706.976562 Iteration 28Q: 3 clusters Score -1.20432e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98147 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -12043197.000000 Penalty: 5706.976562 Iteration 29Q: 3 clusters Score -1.20432e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98146 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -12043204.000000 Penalty: 5706.976562 Iteration 30Q: 3 clusters Score -1.20432e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98146 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -12043204.000000 Penalty: 5706.976562 Iteration 31F: 3 clusters Score -1.20432e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 16776 members Mstep: Class 3 contains 8107 members Mstep: Class 4 contains 6943 members Mstep: Class 5 contains 14582 members Mstep: Class 6 contains 2745 members Mstep: Class 8 contains 10174 members Mstep: Class 9 contains 5407 members Mstep: Class 11 contains 567 members Mstep: Class 12 contains 11197 members Mstep: Class 13 contains 5316 members Mstep: Class 14 contains 7440 members Mstep: Class 15 contains 4727 members Mstep: Class 17 contains 55111 members Mstep: Class 19 contains 2582 members Mstep: Class 21 contains 99310 members Entering Unmasked Estep ConsiderDeletion Score: -33504526.000000 Penalty: 56051.496094 Iteration 39Q: 19 clusters Score -3.350453e+07 nChanged 2475 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 16676 members Mstep: Class 3 contains 8136 members Mstep: Class 4 contains 6853 members Mstep: Class 5 contains 14618 members Mstep: Class 6 contains 2763 members Mstep: Class 7 contains 21367 members Mstep: Class 8 contains 10176 members Mstep: Class 9 contains 5408 members Mstep: Class 10 contains 3066 members Mstep: Class 11 contains 559 members Mstep: Class 12 contains 11193 members Mstep: Class 13 contains 5311 members Mstep: Class 14 contains 7545 members Mstep: Class 15 contains 4790 members Mstep: Class 17 contains 54978 members Mstep: Class 19 contains 2574 members Mstep: Class 21 contains 99381 members Entering Unmasked Estep ConsiderDeletion Score: -33505768.000000 Penalty: 56051.496094 Iteration 40F: 19 clusters Score -3.350577e+07 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 16276 members Mstep: Class 3 contains 8247 members Mstep: Class 4 contains 6778 members Mstep: Class 5 contains 14612 members Mstep: Class 6 contains 2765 members Mstep: Class 7 contains 21849 members Mstep: Class 8 contains 10077 members Mstep: Class 9 contains 5410 members Mstep: Class 10 contains 3146 members Mstep: Class 11 contains 565 members Mstep: Class 12 contains 11186 members Mstep: Class 13 contains 5296 members Mstep: Class 14 contains 7577 members Mstep: Class 15 contains 4847 members Mstep: Class 17 contains 54924 members Mstep: Class 19 contains 2552 members Mstep: Class 21 contains 99435 members Entering Unmasked Estep ConsiderDeletion Score: -33506238.000000 Penalty: 56051.496094 Iteration 41Q: 19 clusters Score -3.350624e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 15982 members Mstep: Class 3 contains 8348 members Mstep: Class 4 contains 6700 members Mstep: Class 5 contains 14591 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 22197 members Mstep: Class 8 contains 10005 members Mstep: Class 9 contains 5410 members Mstep: Class 10 contains 3175 members Mstep: Class 11 contains 565 members Mstep: Class 12 contains 11179 members Mstep: Class 13 contains 5272 members Mstep: Class 14 contains 7576 members Mstep: Class 15 contains 4892 members Mstep: Class 17 contains 54917 members Mstep: Class 19 contains 2536 members Mstep: Class 21 contains 99497 members Entering Unmasked Estep ConsiderDeletion Score: -33506566.000000 Penalty: 56051.496094 Iteration 42Q: 19 clusters Score -3.350657e+07 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 15715 members Mstep: Class 3 contains 8416 members Mstep: Class 4 contains 6625 members Mstep: Class 5 contains 14564 members Mstep: Class 6 contains 2768 members Mstep: Class 7 contains 22582 members Mstep: Class 8 contains 9942 members Mstep: Class 9 contains 5414 members Mstep: Class 10 contains 3195 members Mstep: Class 11 contains 564 members Mstep: Class 12 contains 11173 members Mstep: Class 13 contains 5252 members Mstep: Class 14 contains 7576 members Mstep: Class 15 contains 4931 members Mstep: Class 17 contains 54922 members Mstep: Class 19 contains 2515 members Mstep: Class 21 contains 99534 members Entering Unmasked Estep ConsiderDeletion Score: -33506708.000000 Penalty: 56051.496094 Iteration 43Q: 19 clusters Score -3.350671e+07 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 15489 members Mstep: Class 3 contains 8460 members Mstep: Class 4 contains 6589 members Mstep: Class 5 contains 14557 members Mstep: Class 6 contains 2770 members Mstep: Class 7 contains 22917 members Mstep: Class 8 contains 9891 members Mstep: Class 9 contains 5416 members Mstep: Class 10 contains 3210 members Mstep: Class 11 contains 564 members Mstep: Class 12 contains 11163 members Mstep: Class 13 contains 5229 members Mstep: Class 14 contains 7573 members Mstep: Class 15 contains 4961 members Mstep: Class 17 contains 54918 members Mstep: Class 19 contains 2491 members Mstep: Class 21 contains 99563 members Entering Unmasked Estep ConsiderDeletion Score: -33506962.000000 Penalty: 56051.496094 Iteration 44Q: 19 clusters Score -3.350696e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 15273 members Mstep: Class 3 contains 8482 members Mstep: Class 4 contains 6564 members Mstep: Class 5 contains 14550 members Mstep: Class 6 contains 2769 members Mstep: Class 7 contains 23240 members Mstep: Class 8 contains 9857 members Mstep: Class 9 contains 5415 members Mstep: Class 10 contains 3227 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11154 members Mstep: Class 13 contains 5207 members Mstep: Class 14 contains 7563 members Mstep: Class 15 contains 4982 members Mstep: Class 17 contains 54918 members Mstep: Class 19 contains 2463 members Mstep: Class 21 contains 99574 members Entering Unmasked Estep ConsiderDeletion Score: -33507138.000000 Penalty: 56051.496094 Iteration 45Q: 19 clusters Score -3.350714e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 15080 members Mstep: Class 3 contains 8496 members Mstep: Class 4 contains 6512 members Mstep: Class 5 contains 14532 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 23557 members Mstep: Class 8 contains 9840 members Mstep: Class 9 contains 5417 members Mstep: Class 10 contains 3238 members Mstep: Class 11 contains 564 members Mstep: Class 12 contains 11147 members Mstep: Class 13 contains 5188 members Mstep: Class 14 contains 7561 members Mstep: Class 15 contains 5001 members Mstep: Class 17 contains 54927 members Mstep: Class 19 contains 2430 members Mstep: Class 21 contains 99580 members Entering Unmasked Estep ConsiderDeletion Score: -33507274.000000 Penalty: 56051.496094 Iteration 46Q: 19 clusters Score -3.350727e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 14898 members Mstep: Class 3 contains 8501 members Mstep: Class 4 contains 6442 members Mstep: Class 5 contains 14528 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 23881 members Mstep: Class 8 contains 9815 members Mstep: Class 9 contains 5420 members Mstep: Class 10 contains 3247 members Mstep: Class 11 contains 564 members Mstep: Class 12 contains 11143 members Mstep: Class 13 contains 5167 members Mstep: Class 14 contains 7554 members Mstep: Class 15 contains 5022 members Mstep: Class 17 contains 54933 members Mstep: Class 19 contains 2404 members Mstep: Class 21 contains 99600 members Entering Unmasked Estep ConsiderDeletion Score: -33507482.000000 Penalty: 56051.496094 Iteration 47Q: 19 clusters Score -3.350748e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 14704 members Mstep: Class 3 contains 8504 members Mstep: Class 4 contains 6366 members Mstep: Class 5 contains 14526 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 24209 members Mstep: Class 8 contains 9794 members Mstep: Class 9 contains 5423 members Mstep: Class 10 contains 3252 members Mstep: Class 11 contains 565 members Mstep: Class 12 contains 11138 members Mstep: Class 13 contains 5158 members Mstep: Class 14 contains 7554 members Mstep: Class 15 contains 5032 members Mstep: Class 17 contains 54919 members Mstep: Class 19 contains 2384 members Mstep: Class 21 contains 99646 members Entering Unmasked Estep ConsiderDeletion Score: -33507640.000000 Penalty: 56051.496094 Iteration 48Q: 19 clusters Score -3.350764e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 14536 members Mstep: Class 3 contains 8509 members Mstep: Class 4 contains 6261 members Mstep: Class 5 contains 14526 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 24512 members Mstep: Class 8 contains 9765 members Mstep: Class 9 contains 5426 members Mstep: Class 10 contains 3254 members Mstep: Class 11 contains 565 members Mstep: Class 12 contains 11133 members Mstep: Class 13 contains 5146 members Mstep: Class 14 contains 7552 members Mstep: Class 15 contains 5032 members Mstep: Class 17 contains 54907 members Mstep: Class 19 contains 2370 members Mstep: Class 21 contains 99714 members Entering Unmasked Estep ConsiderDeletion Score: -33507832.000000 Penalty: 56051.496094 Iteration 49Q: 19 clusters Score -3.350783e+07 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 14396 members Mstep: Class 3 contains 8513 members Mstep: Class 4 contains 6150 members Mstep: Class 5 contains 14516 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 24800 members Mstep: Class 8 contains 9739 members Mstep: Class 9 contains 5431 members Mstep: Class 10 contains 3257 members Mstep: Class 11 contains 564 members Mstep: Class 12 contains 11120 members Mstep: Class 13 contains 5135 members Mstep: Class 14 contains 7550 members Mstep: Class 15 contains 5040 members Mstep: Class 17 contains 54905 members Mstep: Class 19 contains 2359 members Mstep: Class 21 contains 99764 members Entering Unmasked Estep ConsiderDeletion Score: -33507960.000000 Penalty: 56051.496094 Iteration 50Q: 19 clusters Score -3.350796e+07 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 14280 members Mstep: Class 3 contains 8518 members Mstep: Class 4 contains 6052 members Mstep: Class 5 contains 14527 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 25036 members Mstep: Class 8 contains 9730 members Mstep: Class 9 contains 5442 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 564 members Mstep: Class 12 contains 11105 members Mstep: Class 13 contains 5113 members Mstep: Class 14 contains 7553 members Mstep: Class 15 contains 5052 members Mstep: Class 17 contains 54891 members Mstep: Class 19 contains 2341 members Mstep: Class 21 contains 99809 members Entering Unmasked Estep ConsiderDeletion Score: -33508124.000000 Penalty: 56051.496094 Iteration 51Q: 19 clusters Score -3.350812e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 14170 members Mstep: Class 3 contains 8518 members Mstep: Class 4 contains 5948 members Mstep: Class 5 contains 14541 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 25254 members Mstep: Class 8 contains 9725 members Mstep: Class 9 contains 5455 members Mstep: Class 10 contains 3268 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11089 members Mstep: Class 13 contains 5093 members Mstep: Class 14 contains 7552 members Mstep: Class 15 contains 5061 members Mstep: Class 17 contains 54889 members Mstep: Class 19 contains 2319 members Mstep: Class 21 contains 99861 members Entering Unmasked Estep ConsiderDeletion Score: -33508270.000000 Penalty: 56051.496094 Iteration 52Q: 19 clusters Score -3.350827e+07 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 14054 members Mstep: Class 3 contains 8520 members Mstep: Class 4 contains 5871 members Mstep: Class 5 contains 14553 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 25446 members Mstep: Class 8 contains 9726 members Mstep: Class 9 contains 5459 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11078 members Mstep: Class 13 contains 5080 members Mstep: Class 14 contains 7554 members Mstep: Class 15 contains 5061 members Mstep: Class 17 contains 54894 members Mstep: Class 19 contains 2292 members Mstep: Class 21 contains 99903 members Entering Unmasked Estep ConsiderDeletion Score: -33508324.000000 Penalty: 56051.496094 Iteration 53Q: 19 clusters Score -3.350832e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 8520 members Mstep: Class 4 contains 5778 members Mstep: Class 5 contains 14561 members Mstep: Class 6 contains 2767 members Mstep: Class 7 contains 25623 members Mstep: Class 8 contains 9729 members Mstep: Class 9 contains 5463 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11070 members Mstep: Class 13 contains 5065 members Mstep: Class 14 contains 7551 members Mstep: Class 15 contains 5066 members Mstep: Class 17 contains 54890 members Mstep: Class 19 contains 2265 members Mstep: Class 21 contains 99962 members Entering Unmasked Estep ConsiderDeletion Score: -33508366.000000 Penalty: 56051.496094 Iteration 54Q: 19 clusters Score -3.350837e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 13884 members Mstep: Class 3 contains 8522 members Mstep: Class 4 contains 5717 members Mstep: Class 5 contains 14556 members Mstep: Class 6 contains 2770 members Mstep: Class 7 contains 25794 members Mstep: Class 8 contains 9749 members Mstep: Class 9 contains 5466 members Mstep: Class 10 contains 3274 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11064 members Mstep: Class 13 contains 5047 members Mstep: Class 14 contains 7549 members Mstep: Class 15 contains 5073 members Mstep: Class 17 contains 54880 members Mstep: Class 19 contains 2232 members Mstep: Class 21 contains 99991 members Entering Unmasked Estep ConsiderDeletion Score: -33508500.000000 Penalty: 56051.496094 Iteration 55Q: 19 clusters Score -3.35085e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 13804 members Mstep: Class 3 contains 8522 members Mstep: Class 4 contains 5653 members Mstep: Class 5 contains 14564 members Mstep: Class 6 contains 2769 members Mstep: Class 7 contains 25957 members Mstep: Class 8 contains 9769 members Mstep: Class 9 contains 5470 members Mstep: Class 10 contains 3274 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11059 members Mstep: Class 13 contains 5036 members Mstep: Class 14 contains 7551 members Mstep: Class 15 contains 5082 members Mstep: Class 17 contains 54873 members Mstep: Class 19 contains 2207 members Mstep: Class 21 contains 100001 members Entering Unmasked Estep ConsiderDeletion Score: -33508648.000000 Penalty: 56051.496094 Iteration 56Q: 19 clusters Score -3.350865e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 13727 members Mstep: Class 3 contains 8524 members Mstep: Class 4 contains 5605 members Mstep: Class 5 contains 14575 members Mstep: Class 6 contains 2766 members Mstep: Class 7 contains 26116 members Mstep: Class 8 contains 9793 members Mstep: Class 9 contains 5476 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11057 members Mstep: Class 13 contains 5023 members Mstep: Class 14 contains 7546 members Mstep: Class 15 contains 5085 members Mstep: Class 17 contains 54865 members Mstep: Class 19 contains 2174 members Mstep: Class 21 contains 99999 members Entering Unmasked Estep ConsiderDeletion Score: -33508722.000000 Penalty: 56051.496094 Iteration 57Q: 19 clusters Score -3.350872e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 13651 members Mstep: Class 3 contains 8525 members Mstep: Class 4 contains 5569 members Mstep: Class 5 contains 14581 members Mstep: Class 6 contains 2766 members Mstep: Class 7 contains 26245 members Mstep: Class 8 contains 9818 members Mstep: Class 9 contains 5478 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11052 members Mstep: Class 13 contains 5016 members Mstep: Class 14 contains 7543 members Mstep: Class 15 contains 5088 members Mstep: Class 17 contains 54863 members Mstep: Class 19 contains 2145 members Mstep: Class 21 contains 100005 members Entering Unmasked Estep ConsiderDeletion Score: -33508774.000000 Penalty: 56051.496094 Iteration 58Q: 19 clusters Score -3.350877e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 13566 members Mstep: Class 3 contains 8524 members Mstep: Class 4 contains 5536 members Mstep: Class 5 contains 14600 members Mstep: Class 6 contains 2765 members Mstep: Class 7 contains 26362 members Mstep: Class 8 contains 9856 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3273 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11047 members Mstep: Class 13 contains 5008 members Mstep: Class 14 contains 7541 members Mstep: Class 15 contains 5091 members Mstep: Class 17 contains 54854 members Mstep: Class 19 contains 2114 members Mstep: Class 21 contains 100012 members Entering Unmasked Estep ConsiderDeletion Score: -33508738.000000 Penalty: 56051.496094 Iteration 59Q: 19 clusters Score -3.350874e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 13489 members Mstep: Class 3 contains 8519 members Mstep: Class 4 contains 5524 members Mstep: Class 5 contains 14608 members Mstep: Class 6 contains 2765 members Mstep: Class 7 contains 26479 members Mstep: Class 8 contains 9890 members Mstep: Class 9 contains 5479 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11044 members Mstep: Class 13 contains 5000 members Mstep: Class 14 contains 7536 members Mstep: Class 15 contains 5097 members Mstep: Class 17 contains 54849 members Mstep: Class 19 contains 2077 members Mstep: Class 21 contains 100012 members Entering Unmasked Estep ConsiderDeletion Score: -33508816.000000 Penalty: 56051.496094 Iteration 60F: 19 clusters Score -3.350882e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 13433 members Mstep: Class 3 contains 8515 members Mstep: Class 4 contains 5503 members Mstep: Class 5 contains 14617 members Mstep: Class 6 contains 2765 members Mstep: Class 7 contains 26577 members Mstep: Class 8 contains 9929 members Mstep: Class 9 contains 5479 members Mstep: Class 10 contains 3278 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11038 members Mstep: Class 13 contains 4996 members Mstep: Class 14 contains 7538 members Mstep: Class 15 contains 5104 members Mstep: Class 17 contains 54842 members Mstep: Class 19 contains 2034 members Mstep: Class 21 contains 100013 members Entering Unmasked Estep ConsiderDeletion Score: -33508786.000000 Penalty: 56051.496094 Iteration 61Q: 19 clusters Score -3.350879e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 13399 members Mstep: Class 3 contains 8511 members Mstep: Class 4 contains 5497 members Mstep: Class 5 contains 14614 members Mstep: Class 6 contains 2765 members Mstep: Class 7 contains 26663 members Mstep: Class 8 contains 9971 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3281 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11034 members Mstep: Class 13 contains 4994 members Mstep: Class 14 contains 7535 members Mstep: Class 15 contains 5109 members Mstep: Class 17 contains 54833 members Mstep: Class 19 contains 1993 members Mstep: Class 21 contains 100012 members Entering Unmasked Estep ConsiderDeletion Score: -33508940.000000 Penalty: 56051.496094 Iteration 62Q: 19 clusters Score -3.350894e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 13366 members Mstep: Class 3 contains 8504 members Mstep: Class 4 contains 5499 members Mstep: Class 5 contains 14631 members Mstep: Class 6 contains 2764 members Mstep: Class 7 contains 26741 members Mstep: Class 8 contains 10029 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3281 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11031 members Mstep: Class 13 contains 4988 members Mstep: Class 14 contains 7529 members Mstep: Class 15 contains 5112 members Mstep: Class 17 contains 54830 members Mstep: Class 19 contains 1934 members Mstep: Class 21 contains 100000 members Entering Unmasked Estep ConsiderDeletion Score: -33509004.000000 Penalty: 56051.496094 Iteration 63Q: 19 clusters Score -3.3509e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 13339 members Mstep: Class 3 contains 8501 members Mstep: Class 4 contains 5511 members Mstep: Class 5 contains 14639 members Mstep: Class 6 contains 2763 members Mstep: Class 7 contains 26806 members Mstep: Class 8 contains 10086 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3280 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11031 members Mstep: Class 13 contains 4983 members Mstep: Class 14 contains 7528 members Mstep: Class 15 contains 5119 members Mstep: Class 17 contains 54824 members Mstep: Class 19 contains 1868 members Mstep: Class 21 contains 99984 members Entering Unmasked Estep ConsiderDeletion Score: -33509108.000000 Penalty: 56051.496094 Iteration 64Q: 19 clusters Score -3.350911e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 13311 members Mstep: Class 3 contains 8500 members Mstep: Class 4 contains 5518 members Mstep: Class 5 contains 14651 members Mstep: Class 6 contains 2763 members Mstep: Class 7 contains 26868 members Mstep: Class 8 contains 10128 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3280 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11031 members Mstep: Class 13 contains 4977 members Mstep: Class 14 contains 7531 members Mstep: Class 15 contains 5129 members Mstep: Class 17 contains 54820 members Mstep: Class 19 contains 1808 members Mstep: Class 21 contains 99967 members Entering Unmasked Estep ConsiderDeletion Score: -33509116.000000 Penalty: 56051.496094 Iteration 65Q: 19 clusters Score -3.350912e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 13285 members Mstep: Class 3 contains 8500 members Mstep: Class 4 contains 5521 members Mstep: Class 5 contains 14653 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 26922 members Mstep: Class 8 contains 10195 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3281 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11030 members Mstep: Class 13 contains 4973 members Mstep: Class 14 contains 7528 members Mstep: Class 15 contains 5134 members Mstep: Class 17 contains 54817 members Mstep: Class 19 contains 1737 members Mstep: Class 21 contains 99952 members Entering Unmasked Estep ConsiderDeletion Score: -33509116.000000 Penalty: 56051.496094 Iteration 66Q: 19 clusters Score -3.350912e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 13265 members Mstep: Class 3 contains 8500 members Mstep: Class 4 contains 5517 members Mstep: Class 5 contains 14666 members Mstep: Class 6 contains 2763 members Mstep: Class 7 contains 26969 members Mstep: Class 8 contains 10275 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3281 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11029 members Mstep: Class 13 contains 4965 members Mstep: Class 14 contains 7529 members Mstep: Class 15 contains 5136 members Mstep: Class 17 contains 54815 members Mstep: Class 19 contains 1652 members Mstep: Class 21 contains 99943 members Entering Unmasked Estep ConsiderDeletion Score: -33509272.000000 Penalty: 56051.496094 Iteration 67Q: 19 clusters Score -3.350927e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 13254 members Mstep: Class 3 contains 8500 members Mstep: Class 4 contains 5523 members Mstep: Class 5 contains 14674 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27014 members Mstep: Class 8 contains 10357 members Mstep: Class 9 contains 5479 members Mstep: Class 10 contains 3281 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11026 members Mstep: Class 13 contains 4953 members Mstep: Class 14 contains 7530 members Mstep: Class 15 contains 5138 members Mstep: Class 17 contains 54815 members Mstep: Class 19 contains 1573 members Mstep: Class 21 contains 99930 members Entering Unmasked Estep ConsiderDeletion Score: -33509364.000000 Penalty: 56051.496094 Iteration 68Q: 19 clusters Score -3.350936e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 13244 members Mstep: Class 3 contains 8498 members Mstep: Class 4 contains 5524 members Mstep: Class 5 contains 14681 members Mstep: Class 6 contains 2763 members Mstep: Class 7 contains 27052 members Mstep: Class 8 contains 10480 members Mstep: Class 9 contains 5478 members Mstep: Class 10 contains 3281 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11025 members Mstep: Class 13 contains 4949 members Mstep: Class 14 contains 7522 members Mstep: Class 15 contains 5143 members Mstep: Class 17 contains 54814 members Mstep: Class 19 contains 1467 members Mstep: Class 21 contains 99923 members Entering Unmasked Estep ConsiderDeletion Score: -33509436.000000 Penalty: 56051.496094 Iteration 69Q: 19 clusters Score -3.350944e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 13242 members Mstep: Class 3 contains 8496 members Mstep: Class 4 contains 5524 members Mstep: Class 5 contains 14681 members Mstep: Class 6 contains 2764 members Mstep: Class 7 contains 27095 members Mstep: Class 8 contains 10609 members Mstep: Class 9 contains 5478 members Mstep: Class 10 contains 3282 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11025 members Mstep: Class 13 contains 4943 members Mstep: Class 14 contains 7522 members Mstep: Class 15 contains 5150 members Mstep: Class 17 contains 54812 members Mstep: Class 19 contains 1349 members Mstep: Class 21 contains 99908 members Entering Unmasked Estep ConsiderDeletion Score: -33509500.000000 Penalty: 56051.496094 Iteration 70Q: 19 clusters Score -3.35095e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 13234 members Mstep: Class 3 contains 8496 members Mstep: Class 4 contains 5538 members Mstep: Class 5 contains 14685 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27135 members Mstep: Class 8 contains 10745 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11023 members Mstep: Class 13 contains 4936 members Mstep: Class 14 contains 7515 members Mstep: Class 15 contains 5157 members Mstep: Class 17 contains 54810 members Mstep: Class 19 contains 1230 members Mstep: Class 21 contains 99892 members Entering Unmasked Estep ConsiderDeletion Score: -33509616.000000 Penalty: 56051.496094 Iteration 71Q: 19 clusters Score -3.350962e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 13224 members Mstep: Class 3 contains 8495 members Mstep: Class 4 contains 5553 members Mstep: Class 5 contains 14692 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27184 members Mstep: Class 8 contains 10852 members Mstep: Class 9 contains 5481 members Mstep: Class 10 contains 3284 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11023 members Mstep: Class 13 contains 4933 members Mstep: Class 14 contains 7511 members Mstep: Class 15 contains 5165 members Mstep: Class 17 contains 54809 members Mstep: Class 19 contains 1119 members Mstep: Class 21 contains 99877 members Entering Unmasked Estep ConsiderDeletion Score: -33509758.000000 Penalty: 56051.496094 Iteration 72Q: 19 clusters Score -3.350976e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 13215 members Mstep: Class 3 contains 8496 members Mstep: Class 4 contains 5568 members Mstep: Class 5 contains 14695 members Mstep: Class 6 contains 2761 members Mstep: Class 7 contains 27221 members Mstep: Class 8 contains 10967 members Mstep: Class 9 contains 5481 members Mstep: Class 10 contains 3278 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11023 members Mstep: Class 13 contains 4931 members Mstep: Class 14 contains 7505 members Mstep: Class 15 contains 5169 members Mstep: Class 17 contains 54807 members Mstep: Class 19 contains 1024 members Mstep: Class 21 contains 99862 members Entering Unmasked Estep ConsiderDeletion Score: -33509954.000000 Penalty: 56051.496094 Iteration 73Q: 19 clusters Score -3.350995e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 13206 members Mstep: Class 3 contains 8496 members Mstep: Class 4 contains 5575 members Mstep: Class 5 contains 14703 members Mstep: Class 6 contains 2763 members Mstep: Class 7 contains 27265 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 5481 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11023 members Mstep: Class 13 contains 4927 members Mstep: Class 14 contains 7496 members Mstep: Class 15 contains 5177 members Mstep: Class 17 contains 54806 members Mstep: Class 19 contains 956 members Mstep: Class 21 contains 99852 members Entering Unmasked Estep ConsiderDeletion Score: -33510118.000000 Penalty: 56051.496094 Iteration 74Q: 19 clusters Score -3.351012e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 13201 members Mstep: Class 3 contains 8495 members Mstep: Class 4 contains 5585 members Mstep: Class 5 contains 14709 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27308 members Mstep: Class 8 contains 11106 members Mstep: Class 9 contains 5481 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11023 members Mstep: Class 13 contains 4924 members Mstep: Class 14 contains 7491 members Mstep: Class 15 contains 5179 members Mstep: Class 17 contains 54803 members Mstep: Class 19 contains 923 members Mstep: Class 21 contains 99845 members Entering Unmasked Estep ConsiderDeletion Score: -33510258.000000 Penalty: 56051.496094 Iteration 75Q: 19 clusters Score -3.351026e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 13185 members Mstep: Class 3 contains 8494 members Mstep: Class 4 contains 5587 members Mstep: Class 5 contains 14710 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27357 members Mstep: Class 8 contains 11120 members Mstep: Class 9 contains 5481 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11024 members Mstep: Class 13 contains 4921 members Mstep: Class 14 contains 7477 members Mstep: Class 15 contains 5184 members Mstep: Class 17 contains 54798 members Mstep: Class 19 contains 928 members Mstep: Class 21 contains 99837 members Entering Unmasked Estep ConsiderDeletion Score: -33510366.000000 Penalty: 56051.496094 Iteration 76Q: 19 clusters Score -3.351037e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 13173 members Mstep: Class 3 contains 8494 members Mstep: Class 4 contains 5589 members Mstep: Class 5 contains 14711 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27383 members Mstep: Class 8 contains 11126 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3273 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11022 members Mstep: Class 13 contains 4919 members Mstep: Class 14 contains 7470 members Mstep: Class 15 contains 5189 members Mstep: Class 17 contains 54797 members Mstep: Class 19 contains 931 members Mstep: Class 21 contains 99832 members Entering Unmasked Estep ConsiderDeletion Score: -33510430.000000 Penalty: 56051.496094 Iteration 77Q: 19 clusters Score -3.351043e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 13171 members Mstep: Class 3 contains 8494 members Mstep: Class 4 contains 5592 members Mstep: Class 5 contains 14712 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27398 members Mstep: Class 8 contains 11117 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11022 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7461 members Mstep: Class 15 contains 5192 members Mstep: Class 17 contains 54799 members Mstep: Class 19 contains 939 members Mstep: Class 21 contains 99824 members Entering Unmasked Estep ConsiderDeletion Score: -33510462.000000 Penalty: 56051.496094 Iteration 78Q: 19 clusters Score -3.351046e+07 nChanged 85 Entering ConstructFrom: Score: -33510462.000000 Penalty: 56051.496094 Entering ConstructFrom: Trying to split cluster 1 (7131 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Entering Unmasked Estep Score: -871607.125000 Penalty: 2200.307373 Iteration 0F: 2 clusters Score -871607.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -865751.250000 Penalty: 4400.614746 Iteration 0F: 3 clusters Score -865751.2 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -867268.250000 Penalty: 4400.614746 Iteration 1F: 3 clusters Score -867268.2 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -867526.875000 Penalty: 4400.614746 Iteration 2F: 3 clusters Score -867526.9 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -867705.000000 Penalty: 4400.614746 Iteration 3F: 3 clusters Score -867705 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -867817.875000 Penalty: 4400.614746 Iteration 4Q: 3 clusters Score -867817.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -867920.562500 Penalty: 4400.614746 Iteration 5Q: 3 clusters Score -867920.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -868002.312500 Penalty: 4400.614746 Iteration 6Q: 3 clusters Score -868002.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -868082.250000 Penalty: 4400.614746 Iteration 7Q: 3 clusters Score -868082.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -868187.875000 Penalty: 4400.614746 Iteration 8Q: 3 clusters Score -868187.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -868301.500000 Penalty: 4400.614746 Iteration 9Q: 3 clusters Score -868301.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -868423.500000 Penalty: 4400.614746 Iteration 10Q: 3 clusters Score -868423.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -868550.687500 Penalty: 4400.614746 Iteration 11Q: 3 clusters Score -868550.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -868694.375000 Penalty: 4400.614746 Iteration 12Q: 3 clusters Score -868694.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -868833.062500 Penalty: 4400.614746 Iteration 13Q: 3 clusters Score -868833.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -868960.187500 Penalty: 4400.614746 Iteration 14Q: 3 clusters Score -868960.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -869101.062500 Penalty: 4400.614746 Iteration 15Q: 3 clusters Score -869101.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -869217.187500 Penalty: 4400.614746 Iteration 16Q: 3 clusters Score -869217.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -869306.937500 Penalty: 4400.614746 Iteration 17Q: 3 clusters Score -869306.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -869386.000000 Penalty: 4400.614746 Iteration 18Q: 3 clusters Score -869386 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -869450.875000 Penalty: 4400.614746 Iteration 19Q: 3 clusters Score -869450.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -869503.312500 Penalty: 4400.614746 Iteration 20F: 3 clusters Score -869503.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 6604 members Entering Unmasked Estep Score: -869540.437500 Penalty: 4400.614746 Iteration 21Q: 3 clusters Score -869540.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -869561.062500 Penalty: 4400.614746 Iteration 22Q: 3 clusters Score -869561.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -869580.000000 Penalty: 4400.614746 Iteration 23Q: 3 clusters Score -869580 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -869603.625000 Penalty: 4400.614746 Iteration 24Q: 3 clusters Score -869603.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -869622.375000 Penalty: 4400.614746 Iteration 25Q: 3 clusters Score -869622.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -869644.062500 Penalty: 4400.614746 Iteration 26Q: 3 clusters Score -869644.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -869670.437500 Penalty: 4400.614746 Iteration 27Q: 3 clusters Score -869670.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -869695.500000 Penalty: 4400.614746 Iteration 28Q: 3 clusters Score -869695.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -869707.375000 Penalty: 4400.614746 Iteration 29Q: 3 clusters Score -869707.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -869718.375000 Penalty: 4400.614746 Iteration 30Q: 3 clusters Score -869718.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -869727.125000 Penalty: 4400.614746 Iteration 31Q: 3 clusters Score -869727.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -869734.312500 Penalty: 4400.614746 Iteration 32Q: 3 clusters Score -869734.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -869738.062500 Penalty: 4400.614746 Iteration 33Q: 3 clusters Score -869738.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -869744.562500 Penalty: 4400.614746 Iteration 34Q: 3 clusters Score -869744.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -869748.375000 Penalty: 4400.614746 Iteration 35Q: 3 clusters Score -869748.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -869748.375000 Penalty: 4400.614746 Iteration 36F: 3 clusters Score -869748.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13167 members Entering Unmasked Estep Score: -1574870.750000 Penalty: 2352.396240 Iteration 0F: 2 clusters Score -1574871 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -1565238.875000 Penalty: 4704.792480 Iteration 0F: 3 clusters Score -1565239 nChanged 5586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -1568326.625000 Penalty: 4704.792480 Iteration 1F: 3 clusters Score -1568327 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -1568891.500000 Penalty: 4704.792480 Iteration 2F: 3 clusters Score -1568892 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1569672.250000 Penalty: 4704.792480 Iteration 3F: 3 clusters Score -1569672 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -1570801.125000 Penalty: 4704.792480 Iteration 4F: 3 clusters Score -1570801 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -1572036.500000 Penalty: 4704.792480 Iteration 5F: 3 clusters Score -1572036 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -1572967.875000 Penalty: 4704.792480 Iteration 6F: 3 clusters Score -1572968 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -1573515.875000 Penalty: 4704.792480 Iteration 7F: 3 clusters Score -1573516 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 8002 members Entering Unmasked Estep Score: -1573833.375000 Penalty: 4704.792480 Iteration 8Q: 3 clusters Score -1573833 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -1574011.875000 Penalty: 4704.792480 Iteration 9Q: 3 clusters Score -1574012 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -1574115.000000 Penalty: 4704.792480 Iteration 10Q: 3 clusters Score -1574115 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -1574174.250000 Penalty: 4704.792480 Iteration 11Q: 3 clusters Score -1574174 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 8313 members Entering Unmasked Estep Score: -1574218.875000 Penalty: 4704.792480 Iteration 12Q: 3 clusters Score -1574219 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -1574255.000000 Penalty: 4704.792480 Iteration 13Q: 3 clusters Score -1574255 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -1574270.625000 Penalty: 4704.792480 Iteration 14Q: 3 clusters Score -1574271 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -1574284.250000 Penalty: 4704.792480 Iteration 15Q: 3 clusters Score -1574284 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -1574299.250000 Penalty: 4704.792480 Iteration 16Q: 3 clusters Score -1574299 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 8546 members Entering Unmasked Estep Score: -1574306.125000 Penalty: 4704.792480 Iteration 17Q: 3 clusters Score -1574306 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -1574312.875000 Penalty: 4704.792480 Iteration 18Q: 3 clusters Score -1574313 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -1574320.750000 Penalty: 4704.792480 Iteration 19Q: 3 clusters Score -1574321 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -1574321.125000 Penalty: 4704.792480 Iteration 20F: 3 clusters Score -1574321 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -1574324.750000 Penalty: 4704.792480 Iteration 21Q: 3 clusters Score -1574325 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -1574329.375000 Penalty: 4704.792480 Iteration 22Q: 3 clusters Score -1574329 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -1574327.875000 Penalty: 4704.792480 Iteration 23Q: 3 clusters Score -1574328 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 8650 members Entering Unmasked Estep Score: -1574332.000000 Penalty: 4704.792480 Iteration 24Q: 3 clusters Score -1574332 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -1574333.250000 Penalty: 4704.792480 Iteration 25Q: 3 clusters Score -1574333 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -1574335.875000 Penalty: 4704.792480 Iteration 26Q: 3 clusters Score -1574336 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 8689 members Entering Unmasked Estep Score: -1574334.625000 Penalty: 4704.792480 Iteration 27Q: 3 clusters Score -1574335 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -1574341.250000 Penalty: 4704.792480 Iteration 28Q: 3 clusters Score -1574341 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -1574344.375000 Penalty: 4704.792480 Iteration 29Q: 3 clusters Score -1574344 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -1574353.875000 Penalty: 4704.792480 Iteration 30Q: 3 clusters Score -1574354 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -1574358.250000 Penalty: 4704.792480 Iteration 31Q: 3 clusters Score -1574358 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -1574363.500000 Penalty: 4704.792480 Iteration 32Q: 3 clusters Score -1574364 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -1574363.625000 Penalty: 4704.792480 Iteration 33Q: 3 clusters Score -1574364 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -1574367.000000 Penalty: 4704.792480 Iteration 34Q: 3 clusters Score -1574367 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 8846 members Entering Unmasked Estep Score: -1574372.875000 Penalty: 4704.792480 Iteration 35Q: 3 clusters Score -1574373 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -1574380.250000 Penalty: 4704.792480 Iteration 36Q: 3 clusters Score -1574380 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 8876 members Entering Unmasked Estep Score: -1574380.750000 Penalty: 4704.792480 Iteration 37Q: 3 clusters Score -1574381 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -1574382.250000 Penalty: 4704.792480 Iteration 38Q: 3 clusters Score -1574382 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -1574387.250000 Penalty: 4704.792480 Iteration 39Q: 3 clusters Score -1574387 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -1574394.250000 Penalty: 4704.792480 Iteration 40F: 3 clusters Score -1574394 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1574404.375000 Penalty: 4704.792480 Iteration 41Q: 3 clusters Score -1574404 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -1574411.250000 Penalty: 4704.792480 Iteration 42Q: 3 clusters Score -1574411 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -1574412.750000 Penalty: 4704.792480 Iteration 43Q: 3 clusters Score -1574413 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -1574428.500000 Penalty: 4704.792480 Iteration 44Q: 3 clusters Score -1574428 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -1574450.875000 Penalty: 4704.792480 Iteration 45Q: 3 clusters Score -1574451 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 9144 members Entering Unmasked Estep Score: -1574482.125000 Penalty: 4704.792480 Iteration 46Q: 3 clusters Score -1574482 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 9200 members Entering Unmasked Estep Score: -1574505.375000 Penalty: 4704.792480 Iteration 47Q: 3 clusters Score -1574505 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -1574534.625000 Penalty: 4704.792480 Iteration 48Q: 3 clusters Score -1574535 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -1574577.375000 Penalty: 4704.792480 Iteration 49Q: 3 clusters Score -1574577 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 9382 members Entering Unmasked Estep Score: -1574629.750000 Penalty: 4704.792480 Iteration 50Q: 3 clusters Score -1574630 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -1574691.250000 Penalty: 4704.792480 Iteration 51Q: 3 clusters Score -1574691 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 9535 members Entering Unmasked Estep Score: -1574761.500000 Penalty: 4704.792480 Iteration 52Q: 3 clusters Score -1574762 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 9608 members Entering Unmasked Estep Score: -1574831.625000 Penalty: 4704.792480 Iteration 53Q: 3 clusters Score -1574832 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -1574900.125000 Penalty: 4704.792480 Iteration 54Q: 3 clusters Score -1574900 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 9761 members Entering Unmasked Estep Score: -1574950.500000 Penalty: 4704.792480 Iteration 55Q: 3 clusters Score -1574950 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 9811 members Entering Unmasked Estep Score: -1574978.000000 Penalty: 4704.792480 Iteration 56Q: 3 clusters Score -1574978 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -1575000.375000 Penalty: 4704.792480 Iteration 57Q: 3 clusters Score -1575000 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -1575011.000000 Penalty: 4704.792480 Iteration 58Q: 3 clusters Score -1575011 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 9913 members Entering Unmasked Estep Score: -1575016.875000 Penalty: 4704.792480 Iteration 59Q: 3 clusters Score -1575017 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -1575028.250000 Penalty: 4704.792480 Iteration 60F: 3 clusters Score -1575028 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -1575031.750000 Penalty: 4704.792480 Iteration 61Q: 3 clusters Score -1575032 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -1575038.375000 Penalty: 4704.792480 Iteration 62Q: 3 clusters Score -1575038 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -1575041.125000 Penalty: 4704.792480 Iteration 63Q: 3 clusters Score -1575041 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 10008 members Entering Unmasked Estep Score: -1575041.625000 Penalty: 4704.792480 Iteration 64Q: 3 clusters Score -1575042 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -1575045.500000 Penalty: 4704.792480 Iteration 65Q: 3 clusters Score -1575046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -1575047.125000 Penalty: 4704.792480 Iteration 66Q: 3 clusters Score -1575047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -1575047.000000 Penalty: 4704.792480 Iteration 67Q: 3 clusters Score -1575047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 10026 members Entering Unmasked Estep Score: -1575046.875000 Penalty: 4704.792480 Iteration 68Q: 3 clusters Score -1575047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -1575047.125000 Penalty: 4704.792480 Iteration 69Q: 3 clusters Score -1575047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -1575046.375000 Penalty: 4704.792480 Iteration 70Q: 3 clusters Score -1575046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1575046.000000 Penalty: 4704.792480 Iteration 71Q: 3 clusters Score -1575046 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -1575046.000000 Penalty: 4704.792480 Iteration 72Q: 3 clusters Score -1575046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 10036 members Entering Unmasked Estep Score: -1575046.125000 Penalty: 4704.792480 Iteration 73Q: 3 clusters Score -1575046 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -1575043.750000 Penalty: 4704.792480 Iteration 74Q: 3 clusters Score -1575044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 10038 members Entering Unmasked Estep Score: -1575044.125000 Penalty: 4704.792480 Iteration 75Q: 3 clusters Score -1575044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1575043.750000 Penalty: 4704.792480 Iteration 76Q: 3 clusters Score -1575044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 10040 members Entering Unmasked Estep Score: -1575044.375000 Penalty: 4704.792480 Iteration 77Q: 3 clusters Score -1575044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -1575046.375000 Penalty: 4704.792480 Iteration 78Q: 3 clusters Score -1575046 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -1575046.125000 Penalty: 4704.792480 Iteration 79Q: 3 clusters Score -1575046 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 10043 members Entering Unmasked Estep Score: -1575046.375000 Penalty: 4704.792480 Iteration 80F: 3 clusters Score -1575046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -1575046.000000 Penalty: 4704.792480 Iteration 81Q: 3 clusters Score -1575046 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -1575047.125000 Penalty: 4704.792480 Iteration 82Q: 3 clusters Score -1575047 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -1575047.125000 Penalty: 4704.792480 Iteration 83F: 3 clusters Score -1575047 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 3121 members Mstep: Class 3 contains 8494 members Mstep: Class 4 contains 5596 members Mstep: Class 5 contains 14708 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27416 members Mstep: Class 8 contains 11121 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11022 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7458 members Mstep: Class 15 contains 5199 members Mstep: Class 16 contains 10046 members Mstep: Class 17 contains 54799 members Mstep: Class 19 contains 939 members Mstep: Class 21 contains 99812 members Entering Unmasked Estep Score: -33509830.000000 Penalty: 59165.464844 Splitting cluster 2 changes total score from -33510462.000000 to -33509830.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (8494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Entering Unmasked Estep Score: -1010875.812500 Penalty: 2243.684570 Iteration 0F: 2 clusters Score -1010876 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1004204.750000 Penalty: 4487.369141 Iteration 0F: 3 clusters Score -1004205 nChanged 3463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1006122.562500 Penalty: 4487.369141 Iteration 1F: 3 clusters Score -1006123 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1006458.000000 Penalty: 4487.369141 Iteration 2F: 3 clusters Score -1006458 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -1006807.375000 Penalty: 4487.369141 Iteration 3F: 3 clusters Score -1006807 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1007278.562500 Penalty: 4487.369141 Iteration 4F: 3 clusters Score -1007279 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -1007814.312500 Penalty: 4487.369141 Iteration 5F: 3 clusters Score -1007814 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1008393.812500 Penalty: 4487.369141 Iteration 6F: 3 clusters Score -1008394 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -1008927.187500 Penalty: 4487.369141 Iteration 7F: 3 clusters Score -1008927 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -1009263.250000 Penalty: 4487.369141 Iteration 8F: 3 clusters Score -1009263 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1009436.250000 Penalty: 4487.369141 Iteration 9Q: 3 clusters Score -1009436 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -1009544.562500 Penalty: 4487.369141 Iteration 10Q: 3 clusters Score -1009545 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1009616.125000 Penalty: 4487.369141 Iteration 11Q: 3 clusters Score -1009616 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1009658.687500 Penalty: 4487.369141 Iteration 12Q: 3 clusters Score -1009659 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1009694.125000 Penalty: 4487.369141 Iteration 13Q: 3 clusters Score -1009694 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1009724.875000 Penalty: 4487.369141 Iteration 14Q: 3 clusters Score -1009725 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -1009744.062500 Penalty: 4487.369141 Iteration 15Q: 3 clusters Score -1009744 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -1009757.187500 Penalty: 4487.369141 Iteration 16Q: 3 clusters Score -1009757 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1009773.250000 Penalty: 4487.369141 Iteration 17Q: 3 clusters Score -1009773 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -1009787.312500 Penalty: 4487.369141 Iteration 18Q: 3 clusters Score -1009787 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1009797.437500 Penalty: 4487.369141 Iteration 19Q: 3 clusters Score -1009797 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -1009806.875000 Penalty: 4487.369141 Iteration 20F: 3 clusters Score -1009807 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -1009813.937500 Penalty: 4487.369141 Iteration 21Q: 3 clusters Score -1009814 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1009821.125000 Penalty: 4487.369141 Iteration 22Q: 3 clusters Score -1009821 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1009826.187500 Penalty: 4487.369141 Iteration 23Q: 3 clusters Score -1009826 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1009833.125000 Penalty: 4487.369141 Iteration 24Q: 3 clusters Score -1009833 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1009833.312500 Penalty: 4487.369141 Iteration 25Q: 3 clusters Score -1009833 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -1009837.187500 Penalty: 4487.369141 Iteration 26Q: 3 clusters Score -1009837 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1009838.125000 Penalty: 4487.369141 Iteration 27Q: 3 clusters Score -1009838 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1009843.750000 Penalty: 4487.369141 Iteration 28Q: 3 clusters Score -1009844 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -1009850.562500 Penalty: 4487.369141 Iteration 29Q: 3 clusters Score -1009851 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -1009858.687500 Penalty: 4487.369141 Iteration 30Q: 3 clusters Score -1009859 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1009861.625000 Penalty: 4487.369141 Iteration 31Q: 3 clusters Score -1009862 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1009865.062500 Penalty: 4487.369141 Iteration 32Q: 3 clusters Score -1009865 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -1009867.187500 Penalty: 4487.369141 Iteration 33Q: 3 clusters Score -1009867 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -1009870.437500 Penalty: 4487.369141 Iteration 34Q: 3 clusters Score -1009870 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -1009874.125000 Penalty: 4487.369141 Iteration 35Q: 3 clusters Score -1009874 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -1009876.750000 Penalty: 4487.369141 Iteration 36Q: 3 clusters Score -1009877 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1009880.562500 Penalty: 4487.369141 Iteration 37Q: 3 clusters Score -1009881 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1009881.125000 Penalty: 4487.369141 Iteration 38Q: 3 clusters Score -1009881 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -1009881.250000 Penalty: 4487.369141 Iteration 39Q: 3 clusters Score -1009881 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1009886.000000 Penalty: 4487.369141 Iteration 40F: 3 clusters Score -1009886 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -1009888.687500 Penalty: 4487.369141 Iteration 41Q: 3 clusters Score -1009889 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -1009892.687500 Penalty: 4487.369141 Iteration 42Q: 3 clusters Score -1009893 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1009894.625000 Penalty: 4487.369141 Iteration 43Q: 3 clusters Score -1009895 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -1009898.562500 Penalty: 4487.369141 Iteration 44Q: 3 clusters Score -1009899 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -1009900.687500 Penalty: 4487.369141 Iteration 45Q: 3 clusters Score -1009901 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -1009903.750000 Penalty: 4487.369141 Iteration 46Q: 3 clusters Score -1009904 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1009905.562500 Penalty: 4487.369141 Iteration 47Q: 3 clusters Score -1009906 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1009907.062500 Penalty: 4487.369141 Iteration 48Q: 3 clusters Score -1009907 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1009909.062500 Penalty: 4487.369141 Iteration 49Q: 3 clusters Score -1009909 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -1009910.875000 Penalty: 4487.369141 Iteration 50Q: 3 clusters Score -1009911 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -1009911.687500 Penalty: 4487.369141 Iteration 51Q: 3 clusters Score -1009912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1009913.562500 Penalty: 4487.369141 Iteration 52Q: 3 clusters Score -1009914 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1009912.125000 Penalty: 4487.369141 Iteration 53Q: 3 clusters Score -1009912 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1009912.687500 Penalty: 4487.369141 Iteration 54Q: 3 clusters Score -1009913 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1009913.187500 Penalty: 4487.369141 Iteration 55Q: 3 clusters Score -1009913 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1009913.187500 Penalty: 4487.369141 Iteration 56F: 3 clusters Score -1009913 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Entering Unmasked Estep Score: -676926.187500 Penalty: 2140.192139 Iteration 0F: 2 clusters Score -676926.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -672052.625000 Penalty: 4280.384277 Iteration 0F: 3 clusters Score -672052.6 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -673227.812500 Penalty: 4280.384277 Iteration 1F: 3 clusters Score -673227.8 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -673447.187500 Penalty: 4280.384277 Iteration 2F: 3 clusters Score -673447.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -673598.937500 Penalty: 4280.384277 Iteration 3F: 3 clusters Score -673598.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -673713.937500 Penalty: 4280.384277 Iteration 4Q: 3 clusters Score -673713.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -673804.375000 Penalty: 4280.384277 Iteration 5Q: 3 clusters Score -673804.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -673870.250000 Penalty: 4280.384277 Iteration 6Q: 3 clusters Score -673870.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -673918.562500 Penalty: 4280.384277 Iteration 7Q: 3 clusters Score -673918.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -673954.812500 Penalty: 4280.384277 Iteration 8Q: 3 clusters Score -673954.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -673993.562500 Penalty: 4280.384277 Iteration 9Q: 3 clusters Score -673993.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -674025.187500 Penalty: 4280.384277 Iteration 10Q: 3 clusters Score -674025.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -674047.250000 Penalty: 4280.384277 Iteration 11Q: 3 clusters Score -674047.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -674077.500000 Penalty: 4280.384277 Iteration 12Q: 3 clusters Score -674077.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -674117.437500 Penalty: 4280.384277 Iteration 13Q: 3 clusters Score -674117.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -674151.875000 Penalty: 4280.384277 Iteration 14Q: 3 clusters Score -674151.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -674182.875000 Penalty: 4280.384277 Iteration 15Q: 3 clusters Score -674182.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -674212.625000 Penalty: 4280.384277 Iteration 16Q: 3 clusters Score -674212.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -674260.687500 Penalty: 4280.384277 Iteration 17Q: 3 clusters Score -674260.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -674311.312500 Penalty: 4280.384277 Iteration 18Q: 3 clusters Score -674311.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -674357.062500 Penalty: 4280.384277 Iteration 19Q: 3 clusters Score -674357.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -674414.875000 Penalty: 4280.384277 Iteration 20F: 3 clusters Score -674414.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -674461.937500 Penalty: 4280.384277 Iteration 21Q: 3 clusters Score -674461.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -674511.937500 Penalty: 4280.384277 Iteration 22Q: 3 clusters Score -674511.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -674569.812500 Penalty: 4280.384277 Iteration 23Q: 3 clusters Score -674569.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -674630.812500 Penalty: 4280.384277 Iteration 24Q: 3 clusters Score -674630.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -674684.375000 Penalty: 4280.384277 Iteration 25Q: 3 clusters Score -674684.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -674739.812500 Penalty: 4280.384277 Iteration 26Q: 3 clusters Score -674739.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -674781.062500 Penalty: 4280.384277 Iteration 27Q: 3 clusters Score -674781.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -674819.562500 Penalty: 4280.384277 Iteration 28Q: 3 clusters Score -674819.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -674842.500000 Penalty: 4280.384277 Iteration 29Q: 3 clusters Score -674842.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -674865.687500 Penalty: 4280.384277 Iteration 30Q: 3 clusters Score -674865.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -674882.687500 Penalty: 4280.384277 Iteration 31Q: 3 clusters Score -674882.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -674889.062500 Penalty: 4280.384277 Iteration 32Q: 3 clusters Score -674889.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -674898.875000 Penalty: 4280.384277 Iteration 33Q: 3 clusters Score -674898.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -674910.000000 Penalty: 4280.384277 Iteration 34Q: 3 clusters Score -674910 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -674925.312500 Penalty: 4280.384277 Iteration 35Q: 3 clusters Score -674925.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -674936.187500 Penalty: 4280.384277 Iteration 36Q: 3 clusters Score -674936.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -674954.062500 Penalty: 4280.384277 Iteration 37Q: 3 clusters Score -674954.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -674974.312500 Penalty: 4280.384277 Iteration 38Q: 3 clusters Score -674974.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -674997.750000 Penalty: 4280.384277 Iteration 39Q: 3 clusters Score -674997.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -675019.875000 Penalty: 4280.384277 Iteration 40F: 3 clusters Score -675019.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -675041.062500 Penalty: 4280.384277 Iteration 41Q: 3 clusters Score -675041.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -675052.375000 Penalty: 4280.384277 Iteration 42Q: 3 clusters Score -675052.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -675060.500000 Penalty: 4280.384277 Iteration 43Q: 3 clusters Score -675060.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -675067.750000 Penalty: 4280.384277 Iteration 44Q: 3 clusters Score -675067.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -675076.750000 Penalty: 4280.384277 Iteration 45Q: 3 clusters Score -675076.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -675090.312500 Penalty: 4280.384277 Iteration 46Q: 3 clusters Score -675090.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -675100.125000 Penalty: 4280.384277 Iteration 47Q: 3 clusters Score -675100.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -675109.312500 Penalty: 4280.384277 Iteration 48Q: 3 clusters Score -675109.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -675115.125000 Penalty: 4280.384277 Iteration 49Q: 3 clusters Score -675115.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -675115.750000 Penalty: 4280.384277 Iteration 50Q: 3 clusters Score -675115.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -675117.000000 Penalty: 4280.384277 Iteration 51Q: 3 clusters Score -675117 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -675117.000000 Penalty: 4280.384277 Iteration 52F: 3 clusters Score -675117 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14708 members Entering Unmasked Estep Score: -1617297.875000 Penalty: 2379.844238 Iteration 0F: 2 clusters Score -1617298 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -1606650.375000 Penalty: 4759.688477 Iteration 0F: 3 clusters Score -1606650 nChanged 6347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -1610505.250000 Penalty: 4759.688477 Iteration 1F: 3 clusters Score -1610505 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 7270 members Entering Unmasked Estep Score: -1611307.500000 Penalty: 4759.688477 Iteration 2F: 3 clusters Score -1611308 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -1611931.125000 Penalty: 4759.688477 Iteration 3F: 3 clusters Score -1611931 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -1612533.250000 Penalty: 4759.688477 Iteration 4F: 3 clusters Score -1612533 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1613064.500000 Penalty: 4759.688477 Iteration 5F: 3 clusters Score -1613064 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -1613522.375000 Penalty: 4759.688477 Iteration 6F: 3 clusters Score -1613522 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -1613887.375000 Penalty: 4759.688477 Iteration 7Q: 3 clusters Score -1613887 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -1614175.625000 Penalty: 4759.688477 Iteration 8Q: 3 clusters Score -1614176 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -1614371.750000 Penalty: 4759.688477 Iteration 9Q: 3 clusters Score -1614372 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -1614515.250000 Penalty: 4759.688477 Iteration 10Q: 3 clusters Score -1614515 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -1614613.000000 Penalty: 4759.688477 Iteration 11Q: 3 clusters Score -1614613 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -1614702.875000 Penalty: 4759.688477 Iteration 12Q: 3 clusters Score -1614703 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 8113 members Entering Unmasked Estep Score: -1614772.125000 Penalty: 4759.688477 Iteration 13Q: 3 clusters Score -1614772 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -1614841.125000 Penalty: 4759.688477 Iteration 14Q: 3 clusters Score -1614841 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -1614878.000000 Penalty: 4759.688477 Iteration 15Q: 3 clusters Score -1614878 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -1614914.000000 Penalty: 4759.688477 Iteration 16Q: 3 clusters Score -1614914 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -1614944.125000 Penalty: 4759.688477 Iteration 17Q: 3 clusters Score -1614944 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -1614970.375000 Penalty: 4759.688477 Iteration 18Q: 3 clusters Score -1614970 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -1615000.375000 Penalty: 4759.688477 Iteration 19Q: 3 clusters Score -1615000 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -1615008.625000 Penalty: 4759.688477 Iteration 20F: 3 clusters Score -1615009 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -1615024.750000 Penalty: 4759.688477 Iteration 21Q: 3 clusters Score -1615025 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -1615040.375000 Penalty: 4759.688477 Iteration 22Q: 3 clusters Score -1615040 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -1615057.000000 Penalty: 4759.688477 Iteration 23Q: 3 clusters Score -1615057 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -1615076.375000 Penalty: 4759.688477 Iteration 24Q: 3 clusters Score -1615076 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -1615089.750000 Penalty: 4759.688477 Iteration 25Q: 3 clusters Score -1615090 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -1615108.750000 Penalty: 4759.688477 Iteration 26Q: 3 clusters Score -1615109 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -1615130.750000 Penalty: 4759.688477 Iteration 27Q: 3 clusters Score -1615131 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -1615146.250000 Penalty: 4759.688477 Iteration 28Q: 3 clusters Score -1615146 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -1615159.625000 Penalty: 4759.688477 Iteration 29Q: 3 clusters Score -1615160 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -1615167.750000 Penalty: 4759.688477 Iteration 30Q: 3 clusters Score -1615168 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -1615188.875000 Penalty: 4759.688477 Iteration 31Q: 3 clusters Score -1615189 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -1615197.625000 Penalty: 4759.688477 Iteration 32Q: 3 clusters Score -1615198 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -1615205.750000 Penalty: 4759.688477 Iteration 33Q: 3 clusters Score -1615206 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -1615213.625000 Penalty: 4759.688477 Iteration 34Q: 3 clusters Score -1615214 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -1615218.250000 Penalty: 4759.688477 Iteration 35Q: 3 clusters Score -1615218 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -1615227.500000 Penalty: 4759.688477 Iteration 36Q: 3 clusters Score -1615228 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -1615233.375000 Penalty: 4759.688477 Iteration 37Q: 3 clusters Score -1615233 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 7507 members Entering Unmasked Estep Score: -1615237.750000 Penalty: 4759.688477 Iteration 38Q: 3 clusters Score -1615238 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -1615244.625000 Penalty: 4759.688477 Iteration 39Q: 3 clusters Score -1615245 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -1615247.750000 Penalty: 4759.688477 Iteration 40F: 3 clusters Score -1615248 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -1615246.875000 Penalty: 4759.688477 Iteration 41Q: 3 clusters Score -1615247 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -1615251.125000 Penalty: 4759.688477 Iteration 42Q: 3 clusters Score -1615251 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7234 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -1615255.250000 Penalty: 4759.688477 Iteration 43Q: 3 clusters Score -1615255 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -1615252.250000 Penalty: 4759.688477 Iteration 44Q: 3 clusters Score -1615252 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -1615254.750000 Penalty: 4759.688477 Iteration 45Q: 3 clusters Score -1615255 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1615251.125000 Penalty: 4759.688477 Iteration 46Q: 3 clusters Score -1615251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1615251.375000 Penalty: 4759.688477 Iteration 47Q: 3 clusters Score -1615251 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1615253.750000 Penalty: 4759.688477 Iteration 48Q: 3 clusters Score -1615254 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -1615253.750000 Penalty: 4759.688477 Iteration 49Q: 3 clusters Score -1615254 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -1615253.750000 Penalty: 4759.688477 Iteration 50F: 3 clusters Score -1615254 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Entering Unmasked Estep Score: -304009.812500 Penalty: 1965.080200 Iteration 0F: 2 clusters Score -304009.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -300902.031250 Penalty: 3930.160400 Iteration 0F: 3 clusters Score -300902 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -301494.968750 Penalty: 3930.160400 Iteration 1F: 3 clusters Score -301495 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -301632.656250 Penalty: 3930.160400 Iteration 2F: 3 clusters Score -301632.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -301700.968750 Penalty: 3930.160400 Iteration 3Q: 3 clusters Score -301701 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -301745.406250 Penalty: 3930.160400 Iteration 4Q: 3 clusters Score -301745.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -301762.875000 Penalty: 3930.160400 Iteration 5Q: 3 clusters Score -301762.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -301775.250000 Penalty: 3930.160400 Iteration 6Q: 3 clusters Score -301775.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -301784.750000 Penalty: 3930.160400 Iteration 7Q: 3 clusters Score -301784.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -301796.468750 Penalty: 3930.160400 Iteration 8Q: 3 clusters Score -301796.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -301806.187500 Penalty: 3930.160400 Iteration 9Q: 3 clusters Score -301806.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -301819.062500 Penalty: 3930.160400 Iteration 10Q: 3 clusters Score -301819.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -301829.531250 Penalty: 3930.160400 Iteration 11Q: 3 clusters Score -301829.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -301839.625000 Penalty: 3930.160400 Iteration 12Q: 3 clusters Score -301839.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -301851.375000 Penalty: 3930.160400 Iteration 13Q: 3 clusters Score -301851.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -301867.375000 Penalty: 3930.160400 Iteration 14Q: 3 clusters Score -301867.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -301879.875000 Penalty: 3930.160400 Iteration 15Q: 3 clusters Score -301879.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -301898.437500 Penalty: 3930.160400 Iteration 16Q: 3 clusters Score -301898.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -301910.656250 Penalty: 3930.160400 Iteration 17Q: 3 clusters Score -301910.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -301920.875000 Penalty: 3930.160400 Iteration 18Q: 3 clusters Score -301920.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -301930.312500 Penalty: 3930.160400 Iteration 19Q: 3 clusters Score -301930.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -301955.343750 Penalty: 3930.160400 Iteration 20F: 3 clusters Score -301955.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -301974.656250 Penalty: 3930.160400 Iteration 21Q: 3 clusters Score -301974.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -301989.062500 Penalty: 3930.160400 Iteration 22Q: 3 clusters Score -301989.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -302012.281250 Penalty: 3930.160400 Iteration 23Q: 3 clusters Score -302012.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -302038.656250 Penalty: 3930.160400 Iteration 24Q: 3 clusters Score -302038.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -302070.593750 Penalty: 3930.160400 Iteration 25Q: 3 clusters Score -302070.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -302099.437500 Penalty: 3930.160400 Iteration 26Q: 3 clusters Score -302099.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -302132.562500 Penalty: 3930.160400 Iteration 27Q: 3 clusters Score -302132.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -302161.031250 Penalty: 3930.160400 Iteration 28Q: 3 clusters Score -302161 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -302186.281250 Penalty: 3930.160400 Iteration 29Q: 3 clusters Score -302186.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -302213.625000 Penalty: 3930.160400 Iteration 30Q: 3 clusters Score -302213.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -302250.281250 Penalty: 3930.160400 Iteration 31Q: 3 clusters Score -302250.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -302285.906250 Penalty: 3930.160400 Iteration 32Q: 3 clusters Score -302285.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -302333.250000 Penalty: 3930.160400 Iteration 33Q: 3 clusters Score -302333.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -302372.125000 Penalty: 3930.160400 Iteration 34Q: 3 clusters Score -302372.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -302394.250000 Penalty: 3930.160400 Iteration 35Q: 3 clusters Score -302394.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -302416.531250 Penalty: 3930.160400 Iteration 36Q: 3 clusters Score -302416.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -302443.750000 Penalty: 3930.160400 Iteration 37Q: 3 clusters Score -302443.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -302461.656250 Penalty: 3930.160400 Iteration 38Q: 3 clusters Score -302461.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -302472.468750 Penalty: 3930.160400 Iteration 39Q: 3 clusters Score -302472.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -302480.093750 Penalty: 3930.160400 Iteration 40F: 3 clusters Score -302480.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -302483.062500 Penalty: 3930.160400 Iteration 41Q: 3 clusters Score -302483.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -302485.312500 Penalty: 3930.160400 Iteration 42Q: 3 clusters Score -302485.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -302489.625000 Penalty: 3930.160400 Iteration 43Q: 3 clusters Score -302489.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -302493.718750 Penalty: 3930.160400 Iteration 44Q: 3 clusters Score -302493.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -302500.468750 Penalty: 3930.160400 Iteration 45Q: 3 clusters Score -302500.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -302508.468750 Penalty: 3930.160400 Iteration 46Q: 3 clusters Score -302508.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -302514.875000 Penalty: 3930.160400 Iteration 47Q: 3 clusters Score -302514.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -302521.281250 Penalty: 3930.160400 Iteration 48Q: 3 clusters Score -302521.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -302528.406250 Penalty: 3930.160400 Iteration 49Q: 3 clusters Score -302528.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -302532.750000 Penalty: 3930.160400 Iteration 50Q: 3 clusters Score -302532.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -302537.875000 Penalty: 3930.160400 Iteration 51Q: 3 clusters Score -302537.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -302541.750000 Penalty: 3930.160400 Iteration 52Q: 3 clusters Score -302541.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -302545.687500 Penalty: 3930.160400 Iteration 53Q: 3 clusters Score -302545.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -302547.937500 Penalty: 3930.160400 Iteration 54Q: 3 clusters Score -302547.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -302550.875000 Penalty: 3930.160400 Iteration 55Q: 3 clusters Score -302550.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -302553.406250 Penalty: 3930.160400 Iteration 56Q: 3 clusters Score -302553.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -302554.843750 Penalty: 3930.160400 Iteration 57Q: 3 clusters Score -302554.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -302560.281250 Penalty: 3930.160400 Iteration 58Q: 3 clusters Score -302560.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -302561.781250 Penalty: 3930.160400 Iteration 59Q: 3 clusters Score -302561.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -302565.000000 Penalty: 3930.160400 Iteration 60F: 3 clusters Score -302565 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -302566.218750 Penalty: 3930.160400 Iteration 61Q: 3 clusters Score -302566.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -302567.156250 Penalty: 3930.160400 Iteration 62Q: 3 clusters Score -302567.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -302567.968750 Penalty: 3930.160400 Iteration 63Q: 3 clusters Score -302568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -302567.968750 Penalty: 3930.160400 Iteration 64F: 3 clusters Score -302568 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (27416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27416 members Entering Unmasked Estep Score: -3328273.750000 Penalty: 2534.282715 Iteration 0F: 2 clusters Score -3328274 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13797 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -3309494.000000 Penalty: 5068.565430 Iteration 0F: 3 clusters Score -3309494 nChanged 12251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14322 members Mstep: Class 2 contains 13094 members Entering Unmasked Estep Score: -3316088.250000 Penalty: 5068.565430 Iteration 1F: 3 clusters Score -3316088 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 12853 members Entering Unmasked Estep Score: -3316510.750000 Penalty: 5068.565430 Iteration 2Q: 3 clusters Score -3316511 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14861 members Mstep: Class 2 contains 12555 members Entering Unmasked Estep Score: -3316893.000000 Penalty: 5068.565430 Iteration 3Q: 3 clusters Score -3316893 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15303 members Mstep: Class 2 contains 12113 members Entering Unmasked Estep Score: -3317278.750000 Penalty: 5068.565430 Iteration 4Q: 3 clusters Score -3317279 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15908 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -3317703.000000 Penalty: 5068.565430 Iteration 5Q: 3 clusters Score -3317703 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16644 members Mstep: Class 2 contains 10772 members Entering Unmasked Estep Score: -3318196.250000 Penalty: 5068.565430 Iteration 6Q: 3 clusters Score -3318196 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17559 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -3318835.750000 Penalty: 5068.565430 Iteration 7Q: 3 clusters Score -3318836 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18740 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -3319715.000000 Penalty: 5068.565430 Iteration 8Q: 3 clusters Score -3319715 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20126 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -3320775.500000 Penalty: 5068.565430 Iteration 9F: 3 clusters Score -3320776 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21532 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -3321874.500000 Penalty: 5068.565430 Iteration 10F: 3 clusters Score -3321874 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22923 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -3323004.000000 Penalty: 5068.565430 Iteration 11F: 3 clusters Score -3323004 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24117 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -3323952.750000 Penalty: 5068.565430 Iteration 12Q: 3 clusters Score -3323953 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25044 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -3324669.750000 Penalty: 5068.565430 Iteration 13Q: 3 clusters Score -3324670 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25683 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -3325156.750000 Penalty: 5068.565430 Iteration 14Q: 3 clusters Score -3325157 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26077 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -3325479.500000 Penalty: 5068.565430 Iteration 15Q: 3 clusters Score -3325480 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26323 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -3325669.000000 Penalty: 5068.565430 Iteration 16Q: 3 clusters Score -3325669 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26486 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -3325796.250000 Penalty: 5068.565430 Iteration 17Q: 3 clusters Score -3325796 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26603 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -3325903.500000 Penalty: 5068.565430 Iteration 18Q: 3 clusters Score -3325904 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26680 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -3325970.750000 Penalty: 5068.565430 Iteration 19Q: 3 clusters Score -3325971 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26728 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -3326017.250000 Penalty: 5068.565430 Iteration 20F: 3 clusters Score -3326017 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26761 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -3326048.000000 Penalty: 5068.565430 Iteration 21Q: 3 clusters Score -3326048 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26776 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -3326066.750000 Penalty: 5068.565430 Iteration 22Q: 3 clusters Score -3326067 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26792 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -3326091.000000 Penalty: 5068.565430 Iteration 23Q: 3 clusters Score -3326091 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26810 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -3326104.000000 Penalty: 5068.565430 Iteration 24Q: 3 clusters Score -3326104 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26819 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -3326114.750000 Penalty: 5068.565430 Iteration 25Q: 3 clusters Score -3326115 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26827 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -3326128.000000 Penalty: 5068.565430 Iteration 26Q: 3 clusters Score -3326128 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26835 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -3326133.500000 Penalty: 5068.565430 Iteration 27Q: 3 clusters Score -3326134 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26846 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -3326147.750000 Penalty: 5068.565430 Iteration 28Q: 3 clusters Score -3326148 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26851 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -3326153.500000 Penalty: 5068.565430 Iteration 29Q: 3 clusters Score -3326154 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26861 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -3326157.500000 Penalty: 5068.565430 Iteration 30Q: 3 clusters Score -3326158 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26868 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -3326168.000000 Penalty: 5068.565430 Iteration 31Q: 3 clusters Score -3326168 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26874 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -3326174.000000 Penalty: 5068.565430 Iteration 32Q: 3 clusters Score -3326174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26875 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -3326173.750000 Penalty: 5068.565430 Iteration 33Q: 3 clusters Score -3326174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26878 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -3326172.250000 Penalty: 5068.565430 Iteration 34Q: 3 clusters Score -3326172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26877 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -3326173.250000 Penalty: 5068.565430 Iteration 35Q: 3 clusters Score -3326173 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26877 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -3326173.250000 Penalty: 5068.565430 Iteration 36F: 3 clusters Score -3326173 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (11121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Entering Unmasked Estep Score: -1333575.000000 Penalty: 2310.514404 Iteration 0F: 2 clusters Score -1333575 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -1325149.500000 Penalty: 4621.028809 Iteration 0F: 3 clusters Score -1325150 nChanged 4657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -1327769.375000 Penalty: 4621.028809 Iteration 1F: 3 clusters Score -1327769 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -1328360.875000 Penalty: 4621.028809 Iteration 2F: 3 clusters Score -1328361 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1329120.125000 Penalty: 4621.028809 Iteration 3F: 3 clusters Score -1329120 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1330129.500000 Penalty: 4621.028809 Iteration 4F: 3 clusters Score -1330130 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1331227.000000 Penalty: 4621.028809 Iteration 5F: 3 clusters Score -1331227 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7460 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1332101.375000 Penalty: 4621.028809 Iteration 6F: 3 clusters Score -1332101 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1332632.625000 Penalty: 4621.028809 Iteration 7Q: 3 clusters Score -1332633 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -1332938.000000 Penalty: 4621.028809 Iteration 8Q: 3 clusters Score -1332938 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1333082.125000 Penalty: 4621.028809 Iteration 9Q: 3 clusters Score -1333082 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -1333176.000000 Penalty: 4621.028809 Iteration 10Q: 3 clusters Score -1333176 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1333222.875000 Penalty: 4621.028809 Iteration 11Q: 3 clusters Score -1333223 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -1333253.500000 Penalty: 4621.028809 Iteration 12Q: 3 clusters Score -1333254 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1333285.875000 Penalty: 4621.028809 Iteration 13Q: 3 clusters Score -1333286 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1333316.750000 Penalty: 4621.028809 Iteration 14Q: 3 clusters Score -1333317 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -1333358.625000 Penalty: 4621.028809 Iteration 15Q: 3 clusters Score -1333359 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -1333397.000000 Penalty: 4621.028809 Iteration 16Q: 3 clusters Score -1333397 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1333432.000000 Penalty: 4621.028809 Iteration 17Q: 3 clusters Score -1333432 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -1333472.625000 Penalty: 4621.028809 Iteration 18Q: 3 clusters Score -1333473 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8254 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1333497.375000 Penalty: 4621.028809 Iteration 19Q: 3 clusters Score -1333497 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1333513.750000 Penalty: 4621.028809 Iteration 20F: 3 clusters Score -1333514 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -1333530.875000 Penalty: 4621.028809 Iteration 21Q: 3 clusters Score -1333531 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1333537.625000 Penalty: 4621.028809 Iteration 22Q: 3 clusters Score -1333538 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -1333543.500000 Penalty: 4621.028809 Iteration 23Q: 3 clusters Score -1333544 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1333549.750000 Penalty: 4621.028809 Iteration 24Q: 3 clusters Score -1333550 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1333551.125000 Penalty: 4621.028809 Iteration 25Q: 3 clusters Score -1333551 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -1333553.250000 Penalty: 4621.028809 Iteration 26Q: 3 clusters Score -1333553 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1333553.875000 Penalty: 4621.028809 Iteration 27Q: 3 clusters Score -1333554 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -1333555.375000 Penalty: 4621.028809 Iteration 28Q: 3 clusters Score -1333555 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -1333555.375000 Penalty: 4621.028809 Iteration 29F: 3 clusters Score -1333555 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Entering Unmasked Estep Score: -654633.062500 Penalty: 2134.997314 Iteration 0F: 2 clusters Score -654633.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -649804.937500 Penalty: 4269.994629 Iteration 0F: 3 clusters Score -649804.9 nChanged 2101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -650950.437500 Penalty: 4269.994629 Iteration 1F: 3 clusters Score -650950.4 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -651202.125000 Penalty: 4269.994629 Iteration 2F: 3 clusters Score -651202.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -651351.125000 Penalty: 4269.994629 Iteration 3F: 3 clusters Score -651351.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -651448.062500 Penalty: 4269.994629 Iteration 4Q: 3 clusters Score -651448.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -651556.562500 Penalty: 4269.994629 Iteration 5Q: 3 clusters Score -651556.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -651686.000000 Penalty: 4269.994629 Iteration 6Q: 3 clusters Score -651686 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -651842.250000 Penalty: 4269.994629 Iteration 7Q: 3 clusters Score -651842.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -652002.250000 Penalty: 4269.994629 Iteration 8Q: 3 clusters Score -652002.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -652153.750000 Penalty: 4269.994629 Iteration 9Q: 3 clusters Score -652153.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -652325.125000 Penalty: 4269.994629 Iteration 10Q: 3 clusters Score -652325.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -652474.125000 Penalty: 4269.994629 Iteration 11Q: 3 clusters Score -652474.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -652601.625000 Penalty: 4269.994629 Iteration 12Q: 3 clusters Score -652601.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -652714.437500 Penalty: 4269.994629 Iteration 13Q: 3 clusters Score -652714.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -652818.187500 Penalty: 4269.994629 Iteration 14Q: 3 clusters Score -652818.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -652890.812500 Penalty: 4269.994629 Iteration 15Q: 3 clusters Score -652890.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -652947.062500 Penalty: 4269.994629 Iteration 16Q: 3 clusters Score -652947.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -652988.000000 Penalty: 4269.994629 Iteration 17Q: 3 clusters Score -652988 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -653023.500000 Penalty: 4269.994629 Iteration 18Q: 3 clusters Score -653023.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -653052.562500 Penalty: 4269.994629 Iteration 19Q: 3 clusters Score -653052.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -653074.750000 Penalty: 4269.994629 Iteration 20F: 3 clusters Score -653074.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -653096.687500 Penalty: 4269.994629 Iteration 21Q: 3 clusters Score -653096.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -653109.125000 Penalty: 4269.994629 Iteration 22Q: 3 clusters Score -653109.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -653121.687500 Penalty: 4269.994629 Iteration 23Q: 3 clusters Score -653121.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -653130.187500 Penalty: 4269.994629 Iteration 24Q: 3 clusters Score -653130.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -653133.062500 Penalty: 4269.994629 Iteration 25Q: 3 clusters Score -653133.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -653138.687500 Penalty: 4269.994629 Iteration 26Q: 3 clusters Score -653138.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -653143.562500 Penalty: 4269.994629 Iteration 27Q: 3 clusters Score -653143.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -653146.312500 Penalty: 4269.994629 Iteration 28Q: 3 clusters Score -653146.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -653146.625000 Penalty: 4269.994629 Iteration 29Q: 3 clusters Score -653146.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -653148.000000 Penalty: 4269.994629 Iteration 30Q: 3 clusters Score -653148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -653149.562500 Penalty: 4269.994629 Iteration 31Q: 3 clusters Score -653149.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -653150.562500 Penalty: 4269.994629 Iteration 32Q: 3 clusters Score -653150.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -653151.875000 Penalty: 4269.994629 Iteration 33Q: 3 clusters Score -653151.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -653152.562500 Penalty: 4269.994629 Iteration 34Q: 3 clusters Score -653152.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -653151.937500 Penalty: 4269.994629 Iteration 35Q: 3 clusters Score -653151.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -653153.500000 Penalty: 4269.994629 Iteration 36Q: 3 clusters Score -653153.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -653153.500000 Penalty: 4269.994629 Iteration 37F: 3 clusters Score -653153.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Entering Unmasked Estep Score: -383245.531250 Penalty: 2007.102905 Iteration 0F: 2 clusters Score -383245.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -379790.062500 Penalty: 4014.205811 Iteration 0F: 3 clusters Score -379790.1 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -380423.437500 Penalty: 4014.205811 Iteration 1F: 3 clusters Score -380423.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -380599.281250 Penalty: 4014.205811 Iteration 2F: 3 clusters Score -380599.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -380715.343750 Penalty: 4014.205811 Iteration 3F: 3 clusters Score -380715.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -380808.843750 Penalty: 4014.205811 Iteration 4Q: 3 clusters Score -380808.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -380869.875000 Penalty: 4014.205811 Iteration 5Q: 3 clusters Score -380869.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -380904.812500 Penalty: 4014.205811 Iteration 6Q: 3 clusters Score -380904.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -380924.781250 Penalty: 4014.205811 Iteration 7Q: 3 clusters Score -380924.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -380948.500000 Penalty: 4014.205811 Iteration 8Q: 3 clusters Score -380948.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -380970.281250 Penalty: 4014.205811 Iteration 9Q: 3 clusters Score -380970.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -380989.531250 Penalty: 4014.205811 Iteration 10Q: 3 clusters Score -380989.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -381006.625000 Penalty: 4014.205811 Iteration 11Q: 3 clusters Score -381006.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -381022.062500 Penalty: 4014.205811 Iteration 12Q: 3 clusters Score -381022.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -381034.843750 Penalty: 4014.205811 Iteration 13Q: 3 clusters Score -381034.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -381046.281250 Penalty: 4014.205811 Iteration 14Q: 3 clusters Score -381046.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -381056.687500 Penalty: 4014.205811 Iteration 15Q: 3 clusters Score -381056.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -381068.750000 Penalty: 4014.205811 Iteration 16Q: 3 clusters Score -381068.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -381075.937500 Penalty: 4014.205811 Iteration 17Q: 3 clusters Score -381075.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -381083.437500 Penalty: 4014.205811 Iteration 18Q: 3 clusters Score -381083.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -381091.656250 Penalty: 4014.205811 Iteration 19Q: 3 clusters Score -381091.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -381095.375000 Penalty: 4014.205811 Iteration 20F: 3 clusters Score -381095.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -381100.406250 Penalty: 4014.205811 Iteration 21Q: 3 clusters Score -381100.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -381105.125000 Penalty: 4014.205811 Iteration 22Q: 3 clusters Score -381105.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -381108.968750 Penalty: 4014.205811 Iteration 23Q: 3 clusters Score -381109 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -381111.968750 Penalty: 4014.205811 Iteration 24Q: 3 clusters Score -381112 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -381113.781250 Penalty: 4014.205811 Iteration 25Q: 3 clusters Score -381113.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -381114.750000 Penalty: 4014.205811 Iteration 26Q: 3 clusters Score -381114.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -381117.281250 Penalty: 4014.205811 Iteration 27Q: 3 clusters Score -381117.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -381118.812500 Penalty: 4014.205811 Iteration 28Q: 3 clusters Score -381118.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -381121.968750 Penalty: 4014.205811 Iteration 29Q: 3 clusters Score -381122 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -381129.125000 Penalty: 4014.205811 Iteration 30Q: 3 clusters Score -381129.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -381136.968750 Penalty: 4014.205811 Iteration 31Q: 3 clusters Score -381137 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -381142.468750 Penalty: 4014.205811 Iteration 32Q: 3 clusters Score -381142.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -381145.468750 Penalty: 4014.205811 Iteration 33Q: 3 clusters Score -381145.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -381148.375000 Penalty: 4014.205811 Iteration 34Q: 3 clusters Score -381148.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -381149.812500 Penalty: 4014.205811 Iteration 35Q: 3 clusters Score -381149.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -381150.750000 Penalty: 4014.205811 Iteration 36Q: 3 clusters Score -381150.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -381151.687500 Penalty: 4014.205811 Iteration 37Q: 3 clusters Score -381151.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -381153.781250 Penalty: 4014.205811 Iteration 38Q: 3 clusters Score -381153.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -381154.937500 Penalty: 4014.205811 Iteration 39Q: 3 clusters Score -381154.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -381156.312500 Penalty: 4014.205811 Iteration 40F: 3 clusters Score -381156.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -381158.937500 Penalty: 4014.205811 Iteration 41Q: 3 clusters Score -381158.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -381161.093750 Penalty: 4014.205811 Iteration 42Q: 3 clusters Score -381161.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -381161.875000 Penalty: 4014.205811 Iteration 43Q: 3 clusters Score -381161.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -381161.750000 Penalty: 4014.205811 Iteration 44Q: 3 clusters Score -381161.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -381162.250000 Penalty: 4014.205811 Iteration 45Q: 3 clusters Score -381162.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -381162.343750 Penalty: 4014.205811 Iteration 46Q: 3 clusters Score -381162.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -381162.906250 Penalty: 4014.205811 Iteration 47Q: 3 clusters Score -381162.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -381162.906250 Penalty: 4014.205811 Iteration 48F: 3 clusters Score -381162.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Entering Unmasked Estep Score: -59587.804688 Penalty: 1570.212524 Iteration 0F: 2 clusters Score -59587.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -58002.949219 Penalty: 3140.425049 Iteration 0F: 3 clusters Score -58002.95 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58178.550781 Penalty: 3140.425049 Iteration 1F: 3 clusters Score -58178.55 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -58244.253906 Penalty: 3140.425049 Iteration 2F: 3 clusters Score -58244.25 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58290.242188 Penalty: 3140.425049 Iteration 3Q: 3 clusters Score -58290.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -58322.246094 Penalty: 3140.425049 Iteration 4Q: 3 clusters Score -58322.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58338.109375 Penalty: 3140.425049 Iteration 5Q: 3 clusters Score -58338.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -58358.417969 Penalty: 3140.425049 Iteration 6Q: 3 clusters Score -58358.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58370.812500 Penalty: 3140.425049 Iteration 7Q: 3 clusters Score -58370.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -58377.097656 Penalty: 3140.425049 Iteration 8Q: 3 clusters Score -58377.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -58380.445312 Penalty: 3140.425049 Iteration 9Q: 3 clusters Score -58380.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -58384.011719 Penalty: 3140.425049 Iteration 10Q: 3 clusters Score -58384.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -58384.011719 Penalty: 3140.425049 Iteration 11F: 3 clusters Score -58384.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (11022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11022 members Entering Unmasked Estep Score: -1338848.500000 Penalty: 2308.296875 Iteration 0F: 2 clusters Score -1338848 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1330584.125000 Penalty: 4616.593750 Iteration 0F: 3 clusters Score -1330584 nChanged 4637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -1333058.250000 Penalty: 4616.593750 Iteration 1F: 3 clusters Score -1333058 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -1333336.500000 Penalty: 4616.593750 Iteration 2F: 3 clusters Score -1333336 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -1333527.625000 Penalty: 4616.593750 Iteration 3Q: 3 clusters Score -1333528 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1333687.250000 Penalty: 4616.593750 Iteration 4Q: 3 clusters Score -1333687 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -1333846.250000 Penalty: 4616.593750 Iteration 5Q: 3 clusters Score -1333846 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -1334001.625000 Penalty: 4616.593750 Iteration 6Q: 3 clusters Score -1334002 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1334152.375000 Penalty: 4616.593750 Iteration 7Q: 3 clusters Score -1334152 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -1334328.625000 Penalty: 4616.593750 Iteration 8Q: 3 clusters Score -1334329 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1334526.875000 Penalty: 4616.593750 Iteration 9Q: 3 clusters Score -1334527 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -1334737.000000 Penalty: 4616.593750 Iteration 10Q: 3 clusters Score -1334737 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -1334955.750000 Penalty: 4616.593750 Iteration 11Q: 3 clusters Score -1334956 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1335187.250000 Penalty: 4616.593750 Iteration 12Q: 3 clusters Score -1335187 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1335424.250000 Penalty: 4616.593750 Iteration 13Q: 3 clusters Score -1335424 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1335615.250000 Penalty: 4616.593750 Iteration 14Q: 3 clusters Score -1335615 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1335779.875000 Penalty: 4616.593750 Iteration 15Q: 3 clusters Score -1335780 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1335919.250000 Penalty: 4616.593750 Iteration 16Q: 3 clusters Score -1335919 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -1336009.875000 Penalty: 4616.593750 Iteration 17Q: 3 clusters Score -1336010 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -1336079.250000 Penalty: 4616.593750 Iteration 18Q: 3 clusters Score -1336079 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1336132.750000 Penalty: 4616.593750 Iteration 19Q: 3 clusters Score -1336133 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1336173.250000 Penalty: 4616.593750 Iteration 20F: 3 clusters Score -1336173 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1336200.125000 Penalty: 4616.593750 Iteration 21Q: 3 clusters Score -1336200 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1336226.000000 Penalty: 4616.593750 Iteration 22Q: 3 clusters Score -1336226 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1336247.000000 Penalty: 4616.593750 Iteration 23Q: 3 clusters Score -1336247 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1336264.500000 Penalty: 4616.593750 Iteration 24Q: 3 clusters Score -1336264 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1336276.625000 Penalty: 4616.593750 Iteration 25Q: 3 clusters Score -1336277 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1336296.750000 Penalty: 4616.593750 Iteration 26Q: 3 clusters Score -1336297 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7569 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -1336306.875000 Penalty: 4616.593750 Iteration 27Q: 3 clusters Score -1336307 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -1336321.875000 Penalty: 4616.593750 Iteration 28Q: 3 clusters Score -1336322 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1336335.375000 Penalty: 4616.593750 Iteration 29Q: 3 clusters Score -1336335 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7739 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1336350.250000 Penalty: 4616.593750 Iteration 30Q: 3 clusters Score -1336350 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1336363.625000 Penalty: 4616.593750 Iteration 31Q: 3 clusters Score -1336364 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1336380.750000 Penalty: 4616.593750 Iteration 32Q: 3 clusters Score -1336381 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1336394.250000 Penalty: 4616.593750 Iteration 33Q: 3 clusters Score -1336394 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -1336411.375000 Penalty: 4616.593750 Iteration 34Q: 3 clusters Score -1336411 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -1336431.625000 Penalty: 4616.593750 Iteration 35Q: 3 clusters Score -1336432 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -1336455.875000 Penalty: 4616.593750 Iteration 36Q: 3 clusters Score -1336456 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -1336481.250000 Penalty: 4616.593750 Iteration 37Q: 3 clusters Score -1336481 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1336508.750000 Penalty: 4616.593750 Iteration 38Q: 3 clusters Score -1336509 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -1336528.625000 Penalty: 4616.593750 Iteration 39Q: 3 clusters Score -1336529 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1336549.250000 Penalty: 4616.593750 Iteration 40F: 3 clusters Score -1336549 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -1336575.000000 Penalty: 4616.593750 Iteration 41Q: 3 clusters Score -1336575 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1336595.625000 Penalty: 4616.593750 Iteration 42Q: 3 clusters Score -1336596 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8629 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -1336617.375000 Penalty: 4616.593750 Iteration 43Q: 3 clusters Score -1336617 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1336641.000000 Penalty: 4616.593750 Iteration 44Q: 3 clusters Score -1336641 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -1336653.125000 Penalty: 4616.593750 Iteration 45Q: 3 clusters Score -1336653 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -1336678.875000 Penalty: 4616.593750 Iteration 46Q: 3 clusters Score -1336679 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1336708.500000 Penalty: 4616.593750 Iteration 47Q: 3 clusters Score -1336708 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -1336734.125000 Penalty: 4616.593750 Iteration 48Q: 3 clusters Score -1336734 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -1336758.875000 Penalty: 4616.593750 Iteration 49Q: 3 clusters Score -1336759 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9098 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1336778.125000 Penalty: 4616.593750 Iteration 50Q: 3 clusters Score -1336778 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1336800.250000 Penalty: 4616.593750 Iteration 51Q: 3 clusters Score -1336800 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1336824.375000 Penalty: 4616.593750 Iteration 52Q: 3 clusters Score -1336824 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -1336843.125000 Penalty: 4616.593750 Iteration 53Q: 3 clusters Score -1336843 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1336858.000000 Penalty: 4616.593750 Iteration 54Q: 3 clusters Score -1336858 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -1336872.000000 Penalty: 4616.593750 Iteration 55Q: 3 clusters Score -1336872 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -1336899.125000 Penalty: 4616.593750 Iteration 56Q: 3 clusters Score -1336899 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1336922.750000 Penalty: 4616.593750 Iteration 57Q: 3 clusters Score -1336923 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1336942.625000 Penalty: 4616.593750 Iteration 58Q: 3 clusters Score -1336943 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1336959.375000 Penalty: 4616.593750 Iteration 59Q: 3 clusters Score -1336959 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9569 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1336969.500000 Penalty: 4616.593750 Iteration 60F: 3 clusters Score -1336970 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9601 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1336989.125000 Penalty: 4616.593750 Iteration 61Q: 3 clusters Score -1336989 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9627 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -1337000.250000 Penalty: 4616.593750 Iteration 62Q: 3 clusters Score -1337000 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1337013.625000 Penalty: 4616.593750 Iteration 63Q: 3 clusters Score -1337014 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9676 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1337021.250000 Penalty: 4616.593750 Iteration 64Q: 3 clusters Score -1337021 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1337031.375000 Penalty: 4616.593750 Iteration 65Q: 3 clusters Score -1337031 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9715 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1337041.500000 Penalty: 4616.593750 Iteration 66Q: 3 clusters Score -1337042 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1337051.625000 Penalty: 4616.593750 Iteration 67Q: 3 clusters Score -1337052 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1337057.500000 Penalty: 4616.593750 Iteration 68Q: 3 clusters Score -1337058 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1337062.500000 Penalty: 4616.593750 Iteration 69Q: 3 clusters Score -1337062 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1337068.500000 Penalty: 4616.593750 Iteration 70Q: 3 clusters Score -1337068 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1337072.000000 Penalty: 4616.593750 Iteration 71Q: 3 clusters Score -1337072 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1337077.125000 Penalty: 4616.593750 Iteration 72Q: 3 clusters Score -1337077 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1337084.625000 Penalty: 4616.593750 Iteration 73Q: 3 clusters Score -1337085 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1337088.125000 Penalty: 4616.593750 Iteration 74Q: 3 clusters Score -1337088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1337092.000000 Penalty: 4616.593750 Iteration 75Q: 3 clusters Score -1337092 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -1337094.375000 Penalty: 4616.593750 Iteration 76Q: 3 clusters Score -1337094 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1337098.000000 Penalty: 4616.593750 Iteration 77Q: 3 clusters Score -1337098 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1337099.625000 Penalty: 4616.593750 Iteration 78Q: 3 clusters Score -1337100 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -1337100.000000 Penalty: 4616.593750 Iteration 79Q: 3 clusters Score -1337100 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1337102.250000 Penalty: 4616.593750 Iteration 80F: 3 clusters Score -1337102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1337101.375000 Penalty: 4616.593750 Iteration 81Q: 3 clusters Score -1337101 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1337102.250000 Penalty: 4616.593750 Iteration 82Q: 3 clusters Score -1337102 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1337102.250000 Penalty: 4616.593750 Iteration 83F: 3 clusters Score -1337102 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Entering Unmasked Estep Score: -587269.187500 Penalty: 2108.162842 Iteration 0F: 2 clusters Score -587269.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -582778.562500 Penalty: 4216.325684 Iteration 0F: 3 clusters Score -582778.6 nChanged 1905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -583938.062500 Penalty: 4216.325684 Iteration 1F: 3 clusters Score -583938.1 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -584196.000000 Penalty: 4216.325684 Iteration 2F: 3 clusters Score -584196 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -584402.437500 Penalty: 4216.325684 Iteration 3F: 3 clusters Score -584402.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -584583.500000 Penalty: 4216.325684 Iteration 4Q: 3 clusters Score -584583.5 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -584736.625000 Penalty: 4216.325684 Iteration 5Q: 3 clusters Score -584736.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -584882.187500 Penalty: 4216.325684 Iteration 6Q: 3 clusters Score -584882.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -585020.187500 Penalty: 4216.325684 Iteration 7Q: 3 clusters Score -585020.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -585140.625000 Penalty: 4216.325684 Iteration 8Q: 3 clusters Score -585140.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -585232.937500 Penalty: 4216.325684 Iteration 9Q: 3 clusters Score -585232.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -585328.187500 Penalty: 4216.325684 Iteration 10Q: 3 clusters Score -585328.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -585415.062500 Penalty: 4216.325684 Iteration 11Q: 3 clusters Score -585415.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -585477.625000 Penalty: 4216.325684 Iteration 12Q: 3 clusters Score -585477.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -585536.500000 Penalty: 4216.325684 Iteration 13Q: 3 clusters Score -585536.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -585582.437500 Penalty: 4216.325684 Iteration 14Q: 3 clusters Score -585582.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -585619.500000 Penalty: 4216.325684 Iteration 15Q: 3 clusters Score -585619.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -585636.062500 Penalty: 4216.325684 Iteration 16Q: 3 clusters Score -585636.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -585651.750000 Penalty: 4216.325684 Iteration 17Q: 3 clusters Score -585651.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -585664.312500 Penalty: 4216.325684 Iteration 18Q: 3 clusters Score -585664.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -585674.937500 Penalty: 4216.325684 Iteration 19Q: 3 clusters Score -585674.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -585687.187500 Penalty: 4216.325684 Iteration 20F: 3 clusters Score -585687.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -585699.250000 Penalty: 4216.325684 Iteration 21Q: 3 clusters Score -585699.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -585709.937500 Penalty: 4216.325684 Iteration 22Q: 3 clusters Score -585709.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -585720.250000 Penalty: 4216.325684 Iteration 23Q: 3 clusters Score -585720.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -585728.250000 Penalty: 4216.325684 Iteration 24Q: 3 clusters Score -585728.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -585736.562500 Penalty: 4216.325684 Iteration 25Q: 3 clusters Score -585736.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -585746.875000 Penalty: 4216.325684 Iteration 26Q: 3 clusters Score -585746.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -585751.812500 Penalty: 4216.325684 Iteration 27Q: 3 clusters Score -585751.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -585757.687500 Penalty: 4216.325684 Iteration 28Q: 3 clusters Score -585757.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -585762.437500 Penalty: 4216.325684 Iteration 29Q: 3 clusters Score -585762.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -585766.812500 Penalty: 4216.325684 Iteration 30Q: 3 clusters Score -585766.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -585770.250000 Penalty: 4216.325684 Iteration 31Q: 3 clusters Score -585770.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -585772.187500 Penalty: 4216.325684 Iteration 32Q: 3 clusters Score -585772.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -585772.750000 Penalty: 4216.325684 Iteration 33Q: 3 clusters Score -585772.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -585774.437500 Penalty: 4216.325684 Iteration 34Q: 3 clusters Score -585774.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -585775.625000 Penalty: 4216.325684 Iteration 35Q: 3 clusters Score -585775.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -585776.437500 Penalty: 4216.325684 Iteration 36Q: 3 clusters Score -585776.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -585776.500000 Penalty: 4216.325684 Iteration 37Q: 3 clusters Score -585776.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -585776.812500 Penalty: 4216.325684 Iteration 38Q: 3 clusters Score -585776.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -585777.750000 Penalty: 4216.325684 Iteration 39Q: 3 clusters Score -585777.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -585777.750000 Penalty: 4216.325684 Iteration 40F: 3 clusters Score -585777.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Entering Unmasked Estep Score: -894576.187500 Penalty: 2211.426514 Iteration 0F: 2 clusters Score -894576.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -888515.625000 Penalty: 4422.853027 Iteration 0F: 3 clusters Score -888515.6 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -890217.437500 Penalty: 4422.853027 Iteration 1F: 3 clusters Score -890217.4 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -890509.750000 Penalty: 4422.853027 Iteration 2F: 3 clusters Score -890509.8 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -890737.312500 Penalty: 4422.853027 Iteration 3F: 3 clusters Score -890737.3 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -890916.625000 Penalty: 4422.853027 Iteration 4Q: 3 clusters Score -890916.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -891051.125000 Penalty: 4422.853027 Iteration 5Q: 3 clusters Score -891051.1 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -891182.375000 Penalty: 4422.853027 Iteration 6Q: 3 clusters Score -891182.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -891312.562500 Penalty: 4422.853027 Iteration 7Q: 3 clusters Score -891312.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -891427.000000 Penalty: 4422.853027 Iteration 8Q: 3 clusters Score -891427 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -891532.937500 Penalty: 4422.853027 Iteration 9Q: 3 clusters Score -891532.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -891641.812500 Penalty: 4422.853027 Iteration 10Q: 3 clusters Score -891641.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -891764.187500 Penalty: 4422.853027 Iteration 11Q: 3 clusters Score -891764.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -891881.500000 Penalty: 4422.853027 Iteration 12Q: 3 clusters Score -891881.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -892002.437500 Penalty: 4422.853027 Iteration 13Q: 3 clusters Score -892002.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -892121.500000 Penalty: 4422.853027 Iteration 14Q: 3 clusters Score -892121.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -892242.312500 Penalty: 4422.853027 Iteration 15Q: 3 clusters Score -892242.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -892379.125000 Penalty: 4422.853027 Iteration 16Q: 3 clusters Score -892379.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -892539.062500 Penalty: 4422.853027 Iteration 17Q: 3 clusters Score -892539.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -892707.625000 Penalty: 4422.853027 Iteration 18Q: 3 clusters Score -892707.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -892835.500000 Penalty: 4422.853027 Iteration 19Q: 3 clusters Score -892835.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -892952.750000 Penalty: 4422.853027 Iteration 20F: 3 clusters Score -892952.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -893031.250000 Penalty: 4422.853027 Iteration 21Q: 3 clusters Score -893031.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -893089.625000 Penalty: 4422.853027 Iteration 22Q: 3 clusters Score -893089.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -893115.375000 Penalty: 4422.853027 Iteration 23Q: 3 clusters Score -893115.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -893141.187500 Penalty: 4422.853027 Iteration 24Q: 3 clusters Score -893141.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -893157.000000 Penalty: 4422.853027 Iteration 25Q: 3 clusters Score -893157 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -893174.750000 Penalty: 4422.853027 Iteration 26Q: 3 clusters Score -893174.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -893186.937500 Penalty: 4422.853027 Iteration 27Q: 3 clusters Score -893186.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -893193.000000 Penalty: 4422.853027 Iteration 28Q: 3 clusters Score -893193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -893195.312500 Penalty: 4422.853027 Iteration 29Q: 3 clusters Score -893195.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -893194.187500 Penalty: 4422.853027 Iteration 30Q: 3 clusters Score -893194.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -893197.500000 Penalty: 4422.853027 Iteration 31Q: 3 clusters Score -893197.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -893201.000000 Penalty: 4422.853027 Iteration 32Q: 3 clusters Score -893201 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -893204.062500 Penalty: 4422.853027 Iteration 33Q: 3 clusters Score -893204.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -893203.812500 Penalty: 4422.853027 Iteration 34Q: 3 clusters Score -893203.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -893206.000000 Penalty: 4422.853027 Iteration 35Q: 3 clusters Score -893206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -893206.312500 Penalty: 4422.853027 Iteration 36Q: 3 clusters Score -893206.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -893206.687500 Penalty: 4422.853027 Iteration 37Q: 3 clusters Score -893206.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -893209.187500 Penalty: 4422.853027 Iteration 38Q: 3 clusters Score -893209.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -893209.625000 Penalty: 4422.853027 Iteration 39Q: 3 clusters Score -893209.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -893209.625000 Penalty: 4422.853027 Iteration 40F: 3 clusters Score -893209.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Entering Unmasked Estep Score: -630865.687500 Penalty: 2121.943115 Iteration 0F: 2 clusters Score -630865.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -626240.750000 Penalty: 4243.886230 Iteration 0F: 3 clusters Score -626240.8 nChanged 1960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -627318.812500 Penalty: 4243.886230 Iteration 1F: 3 clusters Score -627318.8 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -627536.437500 Penalty: 4243.886230 Iteration 2F: 3 clusters Score -627536.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -627665.562500 Penalty: 4243.886230 Iteration 3Q: 3 clusters Score -627665.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -627757.937500 Penalty: 4243.886230 Iteration 4Q: 3 clusters Score -627757.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -627843.000000 Penalty: 4243.886230 Iteration 5Q: 3 clusters Score -627843 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -627911.562500 Penalty: 4243.886230 Iteration 6Q: 3 clusters Score -627911.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -627965.250000 Penalty: 4243.886230 Iteration 7Q: 3 clusters Score -627965.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -628025.750000 Penalty: 4243.886230 Iteration 8Q: 3 clusters Score -628025.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -628074.437500 Penalty: 4243.886230 Iteration 9Q: 3 clusters Score -628074.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -628120.250000 Penalty: 4243.886230 Iteration 10Q: 3 clusters Score -628120.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -628172.125000 Penalty: 4243.886230 Iteration 11Q: 3 clusters Score -628172.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -628229.000000 Penalty: 4243.886230 Iteration 12Q: 3 clusters Score -628229 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -628289.625000 Penalty: 4243.886230 Iteration 13Q: 3 clusters Score -628289.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -628354.937500 Penalty: 4243.886230 Iteration 14Q: 3 clusters Score -628354.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -628420.312500 Penalty: 4243.886230 Iteration 15Q: 3 clusters Score -628420.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -628492.750000 Penalty: 4243.886230 Iteration 16Q: 3 clusters Score -628492.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -628582.812500 Penalty: 4243.886230 Iteration 17Q: 3 clusters Score -628582.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -628644.562500 Penalty: 4243.886230 Iteration 18Q: 3 clusters Score -628644.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -628697.000000 Penalty: 4243.886230 Iteration 19Q: 3 clusters Score -628697 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -628743.812500 Penalty: 4243.886230 Iteration 20F: 3 clusters Score -628743.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -628783.500000 Penalty: 4243.886230 Iteration 21Q: 3 clusters Score -628783.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -628824.437500 Penalty: 4243.886230 Iteration 22Q: 3 clusters Score -628824.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -628850.187500 Penalty: 4243.886230 Iteration 23Q: 3 clusters Score -628850.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -628873.500000 Penalty: 4243.886230 Iteration 24Q: 3 clusters Score -628873.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -628899.375000 Penalty: 4243.886230 Iteration 25Q: 3 clusters Score -628899.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -628914.625000 Penalty: 4243.886230 Iteration 26Q: 3 clusters Score -628914.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -628936.250000 Penalty: 4243.886230 Iteration 27Q: 3 clusters Score -628936.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -628952.437500 Penalty: 4243.886230 Iteration 28Q: 3 clusters Score -628952.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -628965.687500 Penalty: 4243.886230 Iteration 29Q: 3 clusters Score -628965.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -628975.562500 Penalty: 4243.886230 Iteration 30Q: 3 clusters Score -628975.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -628982.812500 Penalty: 4243.886230 Iteration 31Q: 3 clusters Score -628982.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -628993.500000 Penalty: 4243.886230 Iteration 32Q: 3 clusters Score -628993.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -629003.000000 Penalty: 4243.886230 Iteration 33Q: 3 clusters Score -629003 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -629011.312500 Penalty: 4243.886230 Iteration 34Q: 3 clusters Score -629011.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -629020.125000 Penalty: 4243.886230 Iteration 35Q: 3 clusters Score -629020.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -629028.125000 Penalty: 4243.886230 Iteration 36Q: 3 clusters Score -629028.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -629038.687500 Penalty: 4243.886230 Iteration 37Q: 3 clusters Score -629038.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -629046.250000 Penalty: 4243.886230 Iteration 38Q: 3 clusters Score -629046.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -629063.875000 Penalty: 4243.886230 Iteration 39Q: 3 clusters Score -629063.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -629080.562500 Penalty: 4243.886230 Iteration 40F: 3 clusters Score -629080.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -629090.625000 Penalty: 4243.886230 Iteration 41Q: 3 clusters Score -629090.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -629101.750000 Penalty: 4243.886230 Iteration 42Q: 3 clusters Score -629101.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -629107.875000 Penalty: 4243.886230 Iteration 43Q: 3 clusters Score -629107.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -629111.687500 Penalty: 4243.886230 Iteration 44Q: 3 clusters Score -629111.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -629113.562500 Penalty: 4243.886230 Iteration 45Q: 3 clusters Score -629113.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -629118.625000 Penalty: 4243.886230 Iteration 46Q: 3 clusters Score -629118.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -629120.125000 Penalty: 4243.886230 Iteration 47Q: 3 clusters Score -629120.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -629124.437500 Penalty: 4243.886230 Iteration 48Q: 3 clusters Score -629124.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -629125.875000 Penalty: 4243.886230 Iteration 49Q: 3 clusters Score -629125.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -629128.812500 Penalty: 4243.886230 Iteration 50Q: 3 clusters Score -629128.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -629129.625000 Penalty: 4243.886230 Iteration 51Q: 3 clusters Score -629129.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -629130.687500 Penalty: 4243.886230 Iteration 52Q: 3 clusters Score -629130.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -629130.687500 Penalty: 4243.886230 Iteration 53F: 3 clusters Score -629130.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (54799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54799 members Entering Unmasked Estep Score: -6662210.000000 Penalty: 2706.033936 Iteration 0F: 2 clusters Score -6662210 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27301 members Mstep: Class 2 contains 27498 members Entering Unmasked Estep Score: -6625050.500000 Penalty: 5412.067871 Iteration 0F: 3 clusters Score -6625050 nChanged 25683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25556 members Mstep: Class 2 contains 29243 members Entering Unmasked Estep Score: -6639495.000000 Penalty: 5412.067871 Iteration 1F: 3 clusters Score -6639495 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24401 members Mstep: Class 2 contains 30398 members Entering Unmasked Estep Score: -6640392.500000 Penalty: 5412.067871 Iteration 2Q: 3 clusters Score -6640392 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22627 members Mstep: Class 2 contains 32172 members Entering Unmasked Estep Score: -6641792.000000 Penalty: 5412.067871 Iteration 3F: 3 clusters Score -6641792 nChanged 3596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20149 members Mstep: Class 2 contains 34650 members Entering Unmasked Estep Score: -6643991.500000 Penalty: 5412.067871 Iteration 4F: 3 clusters Score -6643992 nChanged 4002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 37638 members Entering Unmasked Estep Score: -6646829.500000 Penalty: 5412.067871 Iteration 5F: 3 clusters Score -6646830 nChanged 4197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13996 members Mstep: Class 2 contains 40803 members Entering Unmasked Estep Score: -6649931.000000 Penalty: 5412.067871 Iteration 6F: 3 clusters Score -6649931 nChanged 3638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 43571 members Entering Unmasked Estep Score: -6652415.500000 Penalty: 5412.067871 Iteration 7F: 3 clusters Score -6652416 nChanged 2785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 45882 members Entering Unmasked Estep Score: -6654170.500000 Penalty: 5412.067871 Iteration 8F: 3 clusters Score -6654170 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 47805 members Entering Unmasked Estep Score: -6655406.000000 Penalty: 5412.067871 Iteration 9Q: 3 clusters Score -6655406 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 49442 members Entering Unmasked Estep Score: -6656477.500000 Penalty: 5412.067871 Iteration 10Q: 3 clusters Score -6656478 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 50822 members Entering Unmasked Estep Score: -6657379.500000 Penalty: 5412.067871 Iteration 11Q: 3 clusters Score -6657380 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 51902 members Entering Unmasked Estep Score: -6658164.500000 Penalty: 5412.067871 Iteration 12Q: 3 clusters Score -6658164 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 52726 members Entering Unmasked Estep Score: -6658683.000000 Penalty: 5412.067871 Iteration 13Q: 3 clusters Score -6658683 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 53276 members Entering Unmasked Estep Score: -6659081.000000 Penalty: 5412.067871 Iteration 14Q: 3 clusters Score -6659081 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 53639 members Entering Unmasked Estep Score: -6659329.500000 Penalty: 5412.067871 Iteration 15Q: 3 clusters Score -6659330 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 53848 members Entering Unmasked Estep Score: -6659466.000000 Penalty: 5412.067871 Iteration 16Q: 3 clusters Score -6659466 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 53979 members Entering Unmasked Estep Score: -6659568.000000 Penalty: 5412.067871 Iteration 17Q: 3 clusters Score -6659568 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 54061 members Entering Unmasked Estep Score: -6659647.000000 Penalty: 5412.067871 Iteration 18Q: 3 clusters Score -6659647 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 54126 members Entering Unmasked Estep Score: -6659695.000000 Penalty: 5412.067871 Iteration 19Q: 3 clusters Score -6659695 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 54174 members Entering Unmasked Estep Score: -6659718.000000 Penalty: 5412.067871 Iteration 20F: 3 clusters Score -6659718 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 54204 members Entering Unmasked Estep Score: -6659765.000000 Penalty: 5412.067871 Iteration 21Q: 3 clusters Score -6659765 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 54227 members Entering Unmasked Estep Score: -6659782.000000 Penalty: 5412.067871 Iteration 22Q: 3 clusters Score -6659782 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 54248 members Entering Unmasked Estep Score: -6659796.000000 Penalty: 5412.067871 Iteration 23Q: 3 clusters Score -6659796 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 54257 members Entering Unmasked Estep Score: -6659803.500000 Penalty: 5412.067871 Iteration 24Q: 3 clusters Score -6659804 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 54262 members Entering Unmasked Estep Score: -6659808.500000 Penalty: 5412.067871 Iteration 25Q: 3 clusters Score -6659808 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 54276 members Entering Unmasked Estep Score: -6659822.000000 Penalty: 5412.067871 Iteration 26Q: 3 clusters Score -6659822 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 54287 members Entering Unmasked Estep Score: -6659825.000000 Penalty: 5412.067871 Iteration 27Q: 3 clusters Score -6659825 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 54288 members Entering Unmasked Estep Score: -6659829.500000 Penalty: 5412.067871 Iteration 28Q: 3 clusters Score -6659830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 54292 members Entering Unmasked Estep Score: -6659830.500000 Penalty: 5412.067871 Iteration 29Q: 3 clusters Score -6659830 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 54298 members Entering Unmasked Estep Score: -6659844.000000 Penalty: 5412.067871 Iteration 30Q: 3 clusters Score -6659844 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 54305 members Entering Unmasked Estep Score: -6659846.500000 Penalty: 5412.067871 Iteration 31Q: 3 clusters Score -6659846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 54308 members Entering Unmasked Estep Score: -6659857.500000 Penalty: 5412.067871 Iteration 32Q: 3 clusters Score -6659858 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 54312 members Entering Unmasked Estep Score: -6659864.000000 Penalty: 5412.067871 Iteration 33Q: 3 clusters Score -6659864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 54315 members Entering Unmasked Estep Score: -6659863.500000 Penalty: 5412.067871 Iteration 34Q: 3 clusters Score -6659864 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 54316 members Entering Unmasked Estep Score: -6659866.000000 Penalty: 5412.067871 Iteration 35Q: 3 clusters Score -6659866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 54319 members Entering Unmasked Estep Score: -6659867.500000 Penalty: 5412.067871 Iteration 36Q: 3 clusters Score -6659868 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 54319 members Entering Unmasked Estep Score: -6659867.500000 Penalty: 5412.067871 Iteration 37Q: 3 clusters Score -6659868 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 54322 members Entering Unmasked Estep Score: -6659876.000000 Penalty: 5412.067871 Iteration 38Q: 3 clusters Score -6659876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 54324 members Entering Unmasked Estep Score: -6659879.500000 Penalty: 5412.067871 Iteration 39Q: 3 clusters Score -6659880 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 54325 members Entering Unmasked Estep Score: -6659878.000000 Penalty: 5412.067871 Iteration 40F: 3 clusters Score -6659878 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Entering Unmasked Estep Score: -112529.617188 Penalty: 1697.514160 Iteration 0F: 2 clusters Score -112529.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -110658.210938 Penalty: 3395.028320 Iteration 0F: 3 clusters Score -110658.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -110901.882812 Penalty: 3395.028320 Iteration 1F: 3 clusters Score -110901.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -110966.515625 Penalty: 3395.028320 Iteration 2F: 3 clusters Score -110966.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -111003.226562 Penalty: 3395.028320 Iteration 3Q: 3 clusters Score -111003.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -111014.250000 Penalty: 3395.028320 Iteration 4Q: 3 clusters Score -111014.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -111016.109375 Penalty: 3395.028320 Iteration 5Q: 3 clusters Score -111016.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -111020.281250 Penalty: 3395.028320 Iteration 6Q: 3 clusters Score -111020.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -111027.039062 Penalty: 3395.028320 Iteration 7Q: 3 clusters Score -111027 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -111029.984375 Penalty: 3395.028320 Iteration 8Q: 3 clusters Score -111030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -111032.937500 Penalty: 3395.028320 Iteration 9Q: 3 clusters Score -111032.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -111034.367188 Penalty: 3395.028320 Iteration 10Q: 3 clusters Score -111034.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -111034.367188 Penalty: 3395.028320 Iteration 11F: 3 clusters Score -111034.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (99812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99812 members Entering Unmasked Estep Score: -12104055.000000 Penalty: 2854.738770 Iteration 0F: 2 clusters Score -1.210406e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49843 members Mstep: Class 2 contains 49969 members Entering Unmasked Estep Score: -12037469.000000 Penalty: 5709.477539 Iteration 0F: 3 clusters Score -1.203747e+07 nChanged 47294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49591 members Mstep: Class 2 contains 50221 members Entering Unmasked Estep Score: -12064788.000000 Penalty: 5709.477539 Iteration 1F: 3 clusters Score -1.206479e+07 nChanged 3778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49215 members Mstep: Class 2 contains 50597 members Entering Unmasked Estep Score: -12065935.000000 Penalty: 5709.477539 Iteration 2Q: 3 clusters Score -1.206594e+07 nChanged 3837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48644 members Mstep: Class 2 contains 51168 members Entering Unmasked Estep Score: -12067194.000000 Penalty: 5709.477539 Iteration 3Q: 3 clusters Score -1.206719e+07 nChanged 4064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47832 members Mstep: Class 2 contains 51980 members Entering Unmasked Estep Score: -12068698.000000 Penalty: 5709.477539 Iteration 4Q: 3 clusters Score -1.20687e+07 nChanged 4321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46571 members Mstep: Class 2 contains 53241 members Entering Unmasked Estep Score: -12070345.000000 Penalty: 5709.477539 Iteration 5Q: 3 clusters Score -1.207034e+07 nChanged 4636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44779 members Mstep: Class 2 contains 55033 members Entering Unmasked Estep Score: -12072582.000000 Penalty: 5709.477539 Iteration 6Q: 3 clusters Score -1.207258e+07 nChanged 5240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42301 members Mstep: Class 2 contains 57511 members Entering Unmasked Estep Score: -12075659.000000 Penalty: 5709.477539 Iteration 7F: 3 clusters Score -1.207566e+07 nChanged 5587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39336 members Mstep: Class 2 contains 60476 members Entering Unmasked Estep Score: -12079436.000000 Penalty: 5709.477539 Iteration 8F: 3 clusters Score -1.207944e+07 nChanged 5619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36447 members Mstep: Class 2 contains 63365 members Entering Unmasked Estep Score: -12083161.000000 Penalty: 5709.477539 Iteration 9F: 3 clusters Score -1.208316e+07 nChanged 4930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33937 members Mstep: Class 2 contains 65875 members Entering Unmasked Estep Score: -12086035.000000 Penalty: 5709.477539 Iteration 10Q: 3 clusters Score -1.208604e+07 nChanged 3673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31846 members Mstep: Class 2 contains 67966 members Entering Unmasked Estep Score: -12087674.000000 Penalty: 5709.477539 Iteration 11Q: 3 clusters Score -1.208767e+07 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29937 members Mstep: Class 2 contains 69875 members Entering Unmasked Estep Score: -12088593.000000 Penalty: 5709.477539 Iteration 12Q: 3 clusters Score -1.208859e+07 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28048 members Mstep: Class 2 contains 71764 members Entering Unmasked Estep Score: -12089317.000000 Penalty: 5709.477539 Iteration 13Q: 3 clusters Score -1.208932e+07 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26107 members Mstep: Class 2 contains 73705 members Entering Unmasked Estep Score: -12090060.000000 Penalty: 5709.477539 Iteration 14Q: 3 clusters Score -1.209006e+07 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24151 members Mstep: Class 2 contains 75661 members Entering Unmasked Estep Score: -12090899.000000 Penalty: 5709.477539 Iteration 15Q: 3 clusters Score -1.20909e+07 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22221 members Mstep: Class 2 contains 77591 members Entering Unmasked Estep Score: -12091700.000000 Penalty: 5709.477539 Iteration 16Q: 3 clusters Score -1.20917e+07 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20279 members Mstep: Class 2 contains 79533 members Entering Unmasked Estep Score: -12092432.000000 Penalty: 5709.477539 Iteration 17Q: 3 clusters Score -1.209243e+07 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18356 members Mstep: Class 2 contains 81456 members Entering Unmasked Estep Score: -12093369.000000 Penalty: 5709.477539 Iteration 18Q: 3 clusters Score -1.209337e+07 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16499 members Mstep: Class 2 contains 83313 members Entering Unmasked Estep Score: -12094056.000000 Penalty: 5709.477539 Iteration 19Q: 3 clusters Score -1.209406e+07 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 85130 members Entering Unmasked Estep Score: -12095075.000000 Penalty: 5709.477539 Iteration 20F: 3 clusters Score -1.209508e+07 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12976 members Mstep: Class 2 contains 86836 members Entering Unmasked Estep Score: -12095923.000000 Penalty: 5709.477539 Iteration 21Q: 3 clusters Score -1.209592e+07 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 88391 members Entering Unmasked Estep Score: -12096792.000000 Penalty: 5709.477539 Iteration 22Q: 3 clusters Score -1.209679e+07 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 89826 members Entering Unmasked Estep Score: -12097407.000000 Penalty: 5709.477539 Iteration 23Q: 3 clusters Score -1.209741e+07 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 91100 members Entering Unmasked Estep Score: -12098084.000000 Penalty: 5709.477539 Iteration 24Q: 3 clusters Score -1.209808e+07 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 92251 members Entering Unmasked Estep Score: -12098675.000000 Penalty: 5709.477539 Iteration 25Q: 3 clusters Score -1.209868e+07 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 93299 members Entering Unmasked Estep Score: -12099221.000000 Penalty: 5709.477539 Iteration 26Q: 3 clusters Score -1.209922e+07 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 94262 members Entering Unmasked Estep Score: -12099762.000000 Penalty: 5709.477539 Iteration 27Q: 3 clusters Score -1.209976e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 95068 members Entering Unmasked Estep Score: -12100104.000000 Penalty: 5709.477539 Iteration 28Q: 3 clusters Score -1.21001e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 95731 members Entering Unmasked Estep Score: -12100531.000000 Penalty: 5709.477539 Iteration 29Q: 3 clusters Score -1.210053e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 96272 members Entering Unmasked Estep Score: -12100790.000000 Penalty: 5709.477539 Iteration 30Q: 3 clusters Score -1.210079e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 96724 members Entering Unmasked Estep Score: -12101096.000000 Penalty: 5709.477539 Iteration 31Q: 3 clusters Score -1.21011e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 97090 members Entering Unmasked Estep Score: -12101332.000000 Penalty: 5709.477539 Iteration 32Q: 3 clusters Score -1.210133e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 97379 members Entering Unmasked Estep Score: -12101548.000000 Penalty: 5709.477539 Iteration 33Q: 3 clusters Score -1.210155e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 97582 members Entering Unmasked Estep Score: -12101700.000000 Penalty: 5709.477539 Iteration 34Q: 3 clusters Score -1.21017e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 97742 members Entering Unmasked Estep Score: -12101819.000000 Penalty: 5709.477539 Iteration 35Q: 3 clusters Score -1.210182e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 97882 members Entering Unmasked Estep Score: -12101891.000000 Penalty: 5709.477539 Iteration 36Q: 3 clusters Score -1.210189e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 97973 members Entering Unmasked Estep Score: -12101912.000000 Penalty: 5709.477539 Iteration 37Q: 3 clusters Score -1.210191e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 98046 members Entering Unmasked Estep Score: -12101951.000000 Penalty: 5709.477539 Iteration 38Q: 3 clusters Score -1.210195e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 98088 members Entering Unmasked Estep Score: -12101989.000000 Penalty: 5709.477539 Iteration 39Q: 3 clusters Score -1.210199e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 98136 members Entering Unmasked Estep Score: -12102008.000000 Penalty: 5709.477539 Iteration 40F: 3 clusters Score -1.210201e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 98176 members Entering Unmasked Estep Score: -12102038.000000 Penalty: 5709.477539 Iteration 41Q: 3 clusters Score -1.210204e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 98219 members Entering Unmasked Estep Score: -12102060.000000 Penalty: 5709.477539 Iteration 42Q: 3 clusters Score -1.210206e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 98253 members Entering Unmasked Estep Score: -12102041.000000 Penalty: 5709.477539 Iteration 43Q: 3 clusters Score -1.210204e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 98293 members Entering Unmasked Estep Score: -12102055.000000 Penalty: 5709.477539 Iteration 44Q: 3 clusters Score -1.210206e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 98319 members Entering Unmasked Estep Score: -12102071.000000 Penalty: 5709.477539 Iteration 45Q: 3 clusters Score -1.210207e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 98338 members Entering Unmasked Estep Score: -12102070.000000 Penalty: 5709.477539 Iteration 46Q: 3 clusters Score -1.210207e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 98348 members Entering Unmasked Estep Score: -12102069.000000 Penalty: 5709.477539 Iteration 47Q: 3 clusters Score -1.210207e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 98358 members Entering Unmasked Estep Score: -12102084.000000 Penalty: 5709.477539 Iteration 48Q: 3 clusters Score -1.210208e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 98367 members Entering Unmasked Estep Score: 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members Entering Unmasked Estep Score: -12102103.000000 Penalty: 5709.477539 Iteration 53Q: 3 clusters Score -1.21021e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 98407 members Entering Unmasked Estep Score: -12102107.000000 Penalty: 5709.477539 Iteration 54Q: 3 clusters Score -1.210211e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 98411 members Entering Unmasked Estep Score: -12102101.000000 Penalty: 5709.477539 Iteration 55Q: 3 clusters Score -1.21021e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 98415 members Entering Unmasked Estep Score: -12102103.000000 Penalty: 5709.477539 Iteration 56Q: 3 clusters Score -1.21021e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 98416 members Entering Unmasked Estep Score: -12102109.000000 Penalty: 5709.477539 Iteration 57Q: 3 clusters Score -1.210211e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 98417 members Entering Unmasked Estep Score: -12102114.000000 Penalty: 5709.477539 Iteration 58Q: 3 clusters Score -1.210211e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 98418 members Entering Unmasked Estep Score: -12102106.000000 Penalty: 5709.477539 Iteration 59Q: 3 clusters Score -1.210211e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 98420 members Entering Unmasked Estep Score: -12102119.000000 Penalty: 5709.477539 Iteration 60F: 3 clusters Score -1.210212e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 98421 members Entering Unmasked Estep Score: -12102119.000000 Penalty: 5709.477539 Iteration 61Q: 3 clusters Score -1.210212e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 98421 members Entering Unmasked Estep Score: -12102119.000000 Penalty: 5709.477539 Iteration 62F: 3 clusters Score -1.210212e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 13167 members Mstep: Class 3 contains 8494 members Mstep: Class 4 contains 5596 members Mstep: Class 5 contains 14708 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27416 members Mstep: Class 8 contains 11121 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11022 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7458 members Mstep: Class 15 contains 5199 members Mstep: Class 17 contains 54799 members Mstep: Class 19 contains 939 members Mstep: Class 21 contains 99812 members Entering Unmasked Estep ConsiderDeletion Score: -33510448.000000 Penalty: 56051.496094 Iteration 79Q: 19 clusters Score -3.351045e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 13160 members Mstep: Class 3 contains 8494 members Mstep: Class 4 contains 5600 members Mstep: Class 5 contains 14705 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27442 members Mstep: Class 8 contains 11121 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3271 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11021 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7454 members Mstep: Class 15 contains 5199 members Mstep: Class 17 contains 54800 members Mstep: Class 19 contains 940 members Mstep: Class 21 contains 99811 members Entering Unmasked Estep ConsiderDeletion Score: -33510436.000000 Penalty: 56051.496094 Iteration 80F: 19 clusters Score -3.351044e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 13154 members Mstep: Class 3 contains 8493 members Mstep: Class 4 contains 5601 members Mstep: Class 5 contains 14696 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27465 members Mstep: Class 8 contains 11112 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11021 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7451 members Mstep: Class 15 contains 5204 members Mstep: Class 17 contains 54801 members Mstep: Class 19 contains 953 members Mstep: Class 21 contains 99799 members Entering Unmasked Estep ConsiderDeletion Score: -33510466.000000 Penalty: 56051.496094 Iteration 81Q: 19 clusters Score -3.351047e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 13153 members Mstep: Class 3 contains 8494 members Mstep: Class 4 contains 5602 members Mstep: Class 5 contains 14699 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27475 members Mstep: Class 8 contains 11106 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11021 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7448 members Mstep: Class 15 contains 5210 members Mstep: Class 17 contains 54800 members Mstep: Class 19 contains 964 members Mstep: Class 21 contains 99791 members Entering Unmasked Estep ConsiderDeletion Score: -33510436.000000 Penalty: 56051.496094 Iteration 82Q: 19 clusters Score -3.351044e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 13154 members Mstep: Class 3 contains 8493 members Mstep: Class 4 contains 5601 members Mstep: Class 5 contains 14694 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27484 members Mstep: Class 8 contains 11110 members Mstep: Class 9 contains 5479 members Mstep: Class 10 contains 3273 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11020 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7446 members Mstep: Class 15 contains 5218 members Mstep: Class 17 contains 54800 members Mstep: Class 19 contains 976 members Mstep: Class 21 contains 99778 members Entering Unmasked Estep ConsiderDeletion Score: -33510534.000000 Penalty: 56051.496094 Iteration 83Q: 19 clusters Score -3.351053e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 13154 members Mstep: Class 3 contains 8494 members Mstep: Class 4 contains 5603 members Mstep: Class 5 contains 14691 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27494 members Mstep: Class 8 contains 11110 members Mstep: Class 9 contains 5479 members Mstep: Class 10 contains 3273 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11020 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7443 members Mstep: Class 15 contains 5223 members Mstep: Class 17 contains 54800 members Mstep: Class 19 contains 989 members Mstep: Class 21 contains 99773 members Entering Unmasked Estep ConsiderDeletion Score: -33510474.000000 Penalty: 56051.496094 Iteration 84Q: 19 clusters Score -3.351047e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 13153 members Mstep: Class 3 contains 8494 members Mstep: Class 4 contains 5604 members Mstep: Class 5 contains 14688 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27499 members Mstep: Class 8 contains 11115 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3273 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11021 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7441 members Mstep: Class 15 contains 5221 members Mstep: Class 17 contains 54799 members Mstep: Class 19 contains 1000 members Mstep: Class 21 contains 99768 members Entering Unmasked Estep ConsiderDeletion Score: -33510506.000000 Penalty: 56051.496094 Iteration 85Q: 19 clusters Score -3.351051e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 13152 members Mstep: Class 3 contains 8493 members Mstep: Class 4 contains 5606 members Mstep: Class 5 contains 14684 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27503 members Mstep: Class 8 contains 11097 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11021 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7437 members Mstep: Class 15 contains 5220 members Mstep: Class 17 contains 54799 members Mstep: Class 19 contains 1028 members Mstep: Class 21 contains 99772 members Entering Unmasked Estep ConsiderDeletion Score: -33510546.000000 Penalty: 56051.496094 Iteration 86Q: 19 clusters Score -3.351055e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 13152 members Mstep: Class 3 contains 8491 members Mstep: Class 4 contains 5608 members Mstep: Class 5 contains 14692 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27507 members Mstep: Class 8 contains 11064 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3273 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11021 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7438 members Mstep: Class 15 contains 5221 members Mstep: Class 17 contains 54800 members Mstep: Class 19 contains 1058 members Mstep: Class 21 contains 99773 members Entering Unmasked Estep ConsiderDeletion Score: -33510672.000000 Penalty: 56051.496094 Iteration 87Q: 19 clusters Score -3.351067e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 13151 members Mstep: Class 3 contains 8491 members Mstep: Class 4 contains 5610 members Mstep: Class 5 contains 14698 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27507 members Mstep: Class 8 contains 11019 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3274 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11021 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7441 members Mstep: Class 15 contains 5221 members Mstep: Class 17 contains 54802 members Mstep: Class 19 contains 1098 members Mstep: Class 21 contains 99775 members Entering Unmasked Estep ConsiderDeletion Score: -33510770.000000 Penalty: 56051.496094 Iteration 88Q: 19 clusters Score -3.351077e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 13151 members Mstep: Class 3 contains 8491 members Mstep: Class 4 contains 5614 members Mstep: Class 5 contains 14692 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27505 members Mstep: Class 8 contains 10959 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3274 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11021 members Mstep: Class 13 contains 4917 members Mstep: Class 14 contains 7441 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54803 members Mstep: Class 19 contains 1176 members Mstep: Class 21 contains 99777 members Entering Unmasked Estep ConsiderDeletion Score: -33510936.000000 Penalty: 56051.496094 Iteration 89Q: 19 clusters Score -3.351094e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 13150 members Mstep: Class 3 contains 8490 members Mstep: Class 4 contains 5613 members Mstep: Class 5 contains 14697 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27504 members Mstep: Class 8 contains 10863 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3274 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11020 members Mstep: Class 13 contains 4917 members Mstep: Class 14 contains 7436 members Mstep: Class 15 contains 5223 members Mstep: Class 17 contains 54803 members Mstep: Class 19 contains 1284 members Mstep: Class 21 contains 99776 members Entering Unmasked Estep ConsiderDeletion Score: -33511084.000000 Penalty: 56051.496094 Iteration 90Q: 19 clusters Score -3.351108e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 13149 members Mstep: Class 3 contains 8489 members Mstep: Class 4 contains 5621 members Mstep: Class 5 contains 14700 members Mstep: Class 6 contains 2763 members Mstep: Class 7 contains 27500 members Mstep: Class 8 contains 10805 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3275 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11020 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7442 members Mstep: Class 15 contains 5227 members Mstep: Class 17 contains 54803 members Mstep: Class 19 contains 1344 members Mstep: Class 21 contains 99774 members Entering Unmasked Estep ConsiderDeletion Score: -33511242.000000 Penalty: 56051.496094 Iteration 91Q: 19 clusters Score -3.351124e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 13148 members Mstep: Class 3 contains 8489 members Mstep: Class 4 contains 5628 members Mstep: Class 5 contains 14702 members Mstep: Class 6 contains 2763 members Mstep: Class 7 contains 27503 members Mstep: Class 8 contains 10761 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3276 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11019 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7442 members Mstep: Class 15 contains 5226 members Mstep: Class 17 contains 54803 members Mstep: Class 19 contains 1397 members Mstep: Class 21 contains 99774 members Entering Unmasked Estep ConsiderDeletion Score: -33511282.000000 Penalty: 56051.496094 Iteration 92Q: 19 clusters Score -3.351128e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 13149 members Mstep: Class 3 contains 8486 members Mstep: Class 4 contains 5634 members Mstep: Class 5 contains 14698 members Mstep: Class 6 contains 2763 members Mstep: Class 7 contains 27508 members Mstep: Class 8 contains 10755 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3277 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11019 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7440 members Mstep: Class 15 contains 5223 members Mstep: Class 17 contains 54801 members Mstep: Class 19 contains 1423 members Mstep: Class 21 contains 99771 members Entering Unmasked Estep ConsiderDeletion Score: -33511312.000000 Penalty: 56051.496094 Iteration 93Q: 19 clusters Score -3.351131e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 13149 members Mstep: Class 3 contains 8485 members Mstep: Class 4 contains 5642 members Mstep: Class 5 contains 14697 members Mstep: Class 6 contains 2762 members Mstep: Class 7 contains 27506 members Mstep: Class 8 contains 10769 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3277 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11018 members Mstep: Class 13 contains 4918 members Mstep: Class 14 contains 7434 members Mstep: Class 15 contains 5221 members Mstep: Class 17 contains 54801 members Mstep: Class 19 contains 1441 members Mstep: Class 21 contains 99768 members Entering Unmasked Estep ConsiderDeletion Score: -33511342.000000 Penalty: 56051.496094 Iteration 94Q: 19 clusters Score -3.351134e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 13151 members Mstep: Class 3 contains 8484 members Mstep: Class 4 contains 5653 members Mstep: Class 5 contains 14689 members Mstep: Class 6 contains 2761 members Mstep: Class 7 contains 27507 members Mstep: Class 8 contains 10774 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3277 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4916 members Mstep: Class 14 contains 7429 members Mstep: Class 15 contains 5227 members Mstep: Class 17 contains 54801 members Mstep: Class 19 contains 1455 members Mstep: Class 21 contains 99763 members Entering Unmasked Estep ConsiderDeletion Score: -33511408.000000 Penalty: 56051.496094 Iteration 95Q: 19 clusters Score -3.351141e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 13147 members Mstep: Class 3 contains 8484 members Mstep: Class 4 contains 5657 members Mstep: Class 5 contains 14693 members Mstep: Class 6 contains 2760 members Mstep: Class 7 contains 27513 members Mstep: Class 8 contains 10765 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3277 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7432 members Mstep: Class 15 contains 5232 members Mstep: Class 17 contains 54802 members Mstep: Class 19 contains 1464 members Mstep: Class 21 contains 99752 members Entering Unmasked Estep ConsiderDeletion Score: -33511414.000000 Penalty: 56051.496094 Iteration 96Q: 19 clusters Score -3.351141e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 13141 members Mstep: Class 3 contains 8483 members Mstep: Class 4 contains 5658 members Mstep: Class 5 contains 14703 members Mstep: Class 6 contains 2759 members Mstep: Class 7 contains 27520 members Mstep: Class 8 contains 10756 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3274 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7431 members Mstep: Class 15 contains 5239 members Mstep: Class 17 contains 54800 members Mstep: Class 19 contains 1465 members Mstep: Class 21 contains 99739 members Entering Unmasked Estep ConsiderDeletion Score: -33511400.000000 Penalty: 56051.496094 Iteration 97Q: 19 clusters Score -3.35114e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 13135 members Mstep: Class 3 contains 8482 members Mstep: Class 4 contains 5656 members Mstep: Class 5 contains 14705 members Mstep: Class 6 contains 2758 members Mstep: Class 7 contains 27528 members Mstep: Class 8 contains 10761 members Mstep: Class 9 contains 5480 members Mstep: Class 10 contains 3274 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7433 members Mstep: Class 15 contains 5237 members Mstep: Class 17 contains 54796 members Mstep: Class 19 contains 1466 members Mstep: Class 21 contains 99731 members Entering Unmasked Estep ConsiderDeletion Score: -33511458.000000 Penalty: 56051.496094 Iteration 98Q: 19 clusters Score -3.351146e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 13129 members Mstep: Class 3 contains 8482 members Mstep: Class 4 contains 5657 members Mstep: Class 5 contains 14708 members Mstep: Class 6 contains 2758 members Mstep: Class 7 contains 27532 members Mstep: Class 8 contains 10765 members Mstep: Class 9 contains 5481 members Mstep: Class 10 contains 3273 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7433 members Mstep: Class 15 contains 5236 members Mstep: Class 17 contains 54791 members Mstep: Class 19 contains 1466 members Mstep: Class 21 contains 99722 members Entering Unmasked Estep ConsiderDeletion Score: -33511442.000000 Penalty: 56051.496094 Iteration 99Q: 19 clusters Score -3.351144e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 13125 members Mstep: Class 3 contains 8482 members Mstep: Class 4 contains 5664 members Mstep: Class 5 contains 14710 members Mstep: Class 6 contains 2758 members Mstep: Class 7 contains 27534 members Mstep: Class 8 contains 10771 members Mstep: Class 9 contains 5483 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4916 members Mstep: Class 14 contains 7433 members Mstep: Class 15 contains 5236 members Mstep: Class 17 contains 54788 members Mstep: Class 19 contains 1466 members Mstep: Class 21 contains 99713 members Entering Unmasked Estep ConsiderDeletion Score: -33511596.000000 Penalty: 56051.496094 Iteration 100F: 19 clusters Score -3.35116e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 13121 members Mstep: Class 3 contains 8482 members Mstep: Class 4 contains 5664 members Mstep: Class 5 contains 14688 members Mstep: Class 6 contains 2758 members Mstep: Class 7 contains 27527 members Mstep: Class 8 contains 10730 members Mstep: Class 9 contains 5483 members Mstep: Class 10 contains 3271 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7433 members Mstep: Class 15 contains 5237 members Mstep: Class 17 contains 54786 members Mstep: Class 19 contains 1540 members Mstep: Class 21 contains 99717 members Entering Unmasked Estep ConsiderDeletion Score: -33511726.000000 Penalty: 56051.496094 Iteration 101Q: 19 clusters Score -3.351173e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 13121 members Mstep: Class 3 contains 8481 members Mstep: Class 4 contains 5666 members Mstep: Class 5 contains 14668 members Mstep: Class 6 contains 2758 members Mstep: Class 7 contains 27530 members Mstep: Class 8 contains 10703 members Mstep: Class 9 contains 5483 members Mstep: Class 10 contains 3271 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4916 members Mstep: Class 14 contains 7434 members Mstep: Class 15 contains 5236 members Mstep: Class 17 contains 54784 members Mstep: Class 19 contains 1588 members Mstep: Class 21 contains 99718 members Entering Unmasked Estep ConsiderDeletion Score: -33511794.000000 Penalty: 56051.496094 Iteration 102Q: 19 clusters Score -3.351179e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 13115 members Mstep: Class 3 contains 8481 members Mstep: Class 4 contains 5667 members Mstep: Class 5 contains 14665 members Mstep: Class 6 contains 2757 members Mstep: Class 7 contains 27537 members Mstep: Class 8 contains 10682 members Mstep: Class 9 contains 5484 members Mstep: Class 10 contains 3271 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11013 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7440 members Mstep: Class 15 contains 5237 members Mstep: Class 17 contains 54779 members Mstep: Class 19 contains 1613 members Mstep: Class 21 contains 99720 members Entering Unmasked Estep ConsiderDeletion Score: -33511826.000000 Penalty: 56051.496094 Iteration 103Q: 19 clusters Score -3.351183e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 13109 members Mstep: Class 3 contains 8481 members Mstep: Class 4 contains 5664 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2756 members Mstep: Class 7 contains 27542 members Mstep: Class 8 contains 10671 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3270 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 11013 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7452 members Mstep: Class 15 contains 5237 members Mstep: Class 17 contains 54776 members Mstep: Class 19 contains 1627 members Mstep: Class 21 contains 99713 members Entering Unmasked Estep ConsiderDeletion Score: -33511856.000000 Penalty: 56051.496094 Iteration 104Q: 19 clusters Score -3.351186e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 13107 members Mstep: Class 3 contains 8480 members Mstep: Class 4 contains 5669 members Mstep: Class 5 contains 14657 members Mstep: Class 6 contains 2756 members Mstep: Class 7 contains 27547 members Mstep: Class 8 contains 10664 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3270 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7460 members Mstep: Class 15 contains 5234 members Mstep: Class 17 contains 54773 members Mstep: Class 19 contains 1639 members Mstep: Class 21 contains 99703 members Entering Unmasked Estep ConsiderDeletion Score: -33511858.000000 Penalty: 56051.496094 Iteration 105Q: 19 clusters Score -3.351186e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 13102 members Mstep: Class 3 contains 8481 members Mstep: Class 4 contains 5674 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2756 members Mstep: Class 7 contains 27556 members Mstep: Class 8 contains 10651 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3270 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7466 members Mstep: Class 15 contains 5233 members Mstep: Class 17 contains 54771 members Mstep: Class 19 contains 1642 members Mstep: Class 21 contains 99697 members Entering Unmasked Estep ConsiderDeletion Score: -33511906.000000 Penalty: 56051.496094 Iteration 106Q: 19 clusters Score -3.351191e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 13098 members Mstep: Class 3 contains 8480 members Mstep: Class 4 contains 5680 members Mstep: Class 5 contains 14665 members Mstep: Class 6 contains 2756 members Mstep: Class 7 contains 27562 members Mstep: Class 8 contains 10644 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3269 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11014 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7467 members Mstep: Class 15 contains 5231 members Mstep: Class 17 contains 54771 members Mstep: Class 19 contains 1646 members Mstep: Class 21 contains 99693 members Entering Unmasked Estep ConsiderDeletion Score: -33511848.000000 Penalty: 56051.496094 Iteration 107Q: 19 clusters Score -3.351185e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 13094 members Mstep: Class 3 contains 8479 members Mstep: Class 4 contains 5678 members Mstep: Class 5 contains 14665 members Mstep: Class 6 contains 2756 members Mstep: Class 7 contains 27568 members Mstep: Class 8 contains 10643 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3269 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11013 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7465 members Mstep: Class 15 contains 5232 members Mstep: Class 17 contains 54771 members Mstep: Class 19 contains 1650 members Mstep: Class 21 contains 99690 members Entering Unmasked Estep ConsiderDeletion Score: -33511848.000000 Penalty: 56051.496094 Iteration 108Q: 19 clusters Score -3.351185e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 13087 members Mstep: Class 3 contains 8480 members Mstep: Class 4 contains 5678 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2756 members Mstep: Class 7 contains 27566 members Mstep: Class 8 contains 10640 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3269 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11012 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7465 members Mstep: Class 15 contains 5233 members Mstep: Class 17 contains 54771 members Mstep: Class 19 contains 1658 members Mstep: Class 21 contains 99691 members Entering Unmasked Estep ConsiderDeletion Score: -33511858.000000 Penalty: 56051.496094 Iteration 109Q: 19 clusters Score -3.351186e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 13082 members Mstep: Class 3 contains 8481 members Mstep: Class 4 contains 5679 members Mstep: Class 5 contains 14662 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27566 members Mstep: Class 8 contains 10641 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3269 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5233 members Mstep: Class 17 contains 54769 members Mstep: Class 19 contains 1659 members Mstep: Class 21 contains 99687 members Entering Unmasked Estep ConsiderDeletion Score: -33511894.000000 Penalty: 56051.496094 Iteration 110Q: 19 clusters Score -3.351189e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 13075 members Mstep: Class 3 contains 8481 members Mstep: Class 4 contains 5682 members Mstep: Class 5 contains 14657 members Mstep: Class 6 contains 2754 members Mstep: Class 7 contains 27574 members Mstep: Class 8 contains 10637 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3268 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11012 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7461 members Mstep: Class 15 contains 5235 members Mstep: Class 17 contains 54769 members Mstep: Class 19 contains 1661 members Mstep: Class 21 contains 99688 members Entering Unmasked Estep ConsiderDeletion Score: -33511918.000000 Penalty: 56051.496094 Iteration 111Q: 19 clusters Score -3.351192e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 13070 members Mstep: Class 3 contains 8478 members Mstep: Class 4 contains 5683 members Mstep: Class 5 contains 14658 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27582 members Mstep: Class 8 contains 10637 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3268 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11012 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7457 members Mstep: Class 15 contains 5232 members Mstep: Class 17 contains 54769 members Mstep: Class 19 contains 1663 members Mstep: Class 21 contains 99689 members Entering Unmasked Estep ConsiderDeletion Score: -33511904.000000 Penalty: 56051.496094 Iteration 112Q: 19 clusters Score -3.35119e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 13065 members Mstep: Class 3 contains 8478 members Mstep: Class 4 contains 5685 members Mstep: Class 5 contains 14656 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27591 members Mstep: Class 8 contains 10629 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3268 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11012 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7456 members Mstep: Class 15 contains 5232 members Mstep: Class 17 contains 54765 members Mstep: Class 19 contains 1663 members Mstep: Class 21 contains 99689 members Entering Unmasked Estep ConsiderDeletion Score: -33511930.000000 Penalty: 56051.496094 Iteration 113Q: 19 clusters Score -3.351193e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 13062 members Mstep: Class 3 contains 8478 members Mstep: Class 4 contains 5685 members Mstep: Class 5 contains 14656 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27595 members Mstep: Class 8 contains 10620 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3266 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11013 members Mstep: Class 13 contains 4915 members Mstep: Class 14 contains 7458 members Mstep: Class 15 contains 5232 members Mstep: Class 17 contains 54765 members Mstep: Class 19 contains 1664 members Mstep: Class 21 contains 99686 members Entering Unmasked Estep ConsiderDeletion Score: -33511930.000000 Penalty: 56051.496094 Iteration 114Q: 19 clusters Score -3.351193e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 13059 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5686 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27606 members Mstep: Class 8 contains 10615 members Mstep: Class 9 contains 5485 members Mstep: Class 10 contains 3264 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4914 members Mstep: Class 14 contains 7458 members Mstep: Class 15 contains 5231 members Mstep: Class 17 contains 54764 members Mstep: Class 19 contains 1666 members Mstep: Class 21 contains 99682 members Entering Unmasked Estep ConsiderDeletion Score: -33511950.000000 Penalty: 56051.496094 Iteration 115Q: 19 clusters Score -3.351195e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 13050 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5684 members Mstep: Class 5 contains 14665 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27614 members Mstep: Class 8 contains 10612 members Mstep: Class 9 contains 5486 members Mstep: Class 10 contains 3263 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4913 members Mstep: Class 14 contains 7458 members Mstep: Class 15 contains 5231 members Mstep: Class 17 contains 54764 members Mstep: Class 19 contains 1668 members Mstep: Class 21 contains 99680 members Entering Unmasked Estep ConsiderDeletion Score: -33511922.000000 Penalty: 56051.496094 Iteration 116Q: 19 clusters Score -3.351192e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 13041 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5683 members Mstep: Class 5 contains 14665 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27620 members Mstep: Class 8 contains 10606 members Mstep: Class 9 contains 5487 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4913 members Mstep: Class 14 contains 7459 members Mstep: Class 15 contains 5230 members Mstep: Class 17 contains 54765 members Mstep: Class 19 contains 1668 members Mstep: Class 21 contains 99678 members Entering Unmasked Estep ConsiderDeletion Score: -33511932.000000 Penalty: 56051.496094 Iteration 117Q: 19 clusters Score -3.351193e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 13039 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5682 members Mstep: Class 5 contains 14662 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27625 members Mstep: Class 8 contains 10603 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4912 members Mstep: Class 14 contains 7461 members Mstep: Class 15 contains 5228 members Mstep: Class 17 contains 54765 members Mstep: Class 19 contains 1668 members Mstep: Class 21 contains 99679 members Entering Unmasked Estep ConsiderDeletion Score: -33511934.000000 Penalty: 56051.496094 Iteration 118Q: 19 clusters Score -3.351193e+07 nChanged 36 Entering ConstructFrom: Score: -33511934.000000 Penalty: 56051.496094 Entering ConstructFrom: Trying to split cluster 1 (6982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Entering Unmasked Estep Score: -852482.062500 Penalty: 2195.070312 Iteration 0F: 2 clusters Score -852482.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -846715.000000 Penalty: 4390.140625 Iteration 0F: 3 clusters Score -846715 nChanged 2784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -848145.500000 Penalty: 4390.140625 Iteration 1F: 3 clusters Score -848145.5 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -848379.250000 Penalty: 4390.140625 Iteration 2F: 3 clusters Score -848379.2 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -848552.687500 Penalty: 4390.140625 Iteration 3Q: 3 clusters Score -848552.7 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -848667.437500 Penalty: 4390.140625 Iteration 4Q: 3 clusters Score -848667.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -848737.437500 Penalty: 4390.140625 Iteration 5Q: 3 clusters Score -848737.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -848790.250000 Penalty: 4390.140625 Iteration 6Q: 3 clusters Score -848790.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -848843.125000 Penalty: 4390.140625 Iteration 7Q: 3 clusters Score -848843.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -848900.375000 Penalty: 4390.140625 Iteration 8Q: 3 clusters Score -848900.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -848954.625000 Penalty: 4390.140625 Iteration 9Q: 3 clusters Score -848954.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -849000.187500 Penalty: 4390.140625 Iteration 10Q: 3 clusters Score -849000.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -849050.625000 Penalty: 4390.140625 Iteration 11Q: 3 clusters Score -849050.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -849116.562500 Penalty: 4390.140625 Iteration 12Q: 3 clusters Score -849116.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -849187.375000 Penalty: 4390.140625 Iteration 13Q: 3 clusters Score -849187.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -849255.250000 Penalty: 4390.140625 Iteration 14Q: 3 clusters Score -849255.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -849333.312500 Penalty: 4390.140625 Iteration 15Q: 3 clusters Score -849333.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -849418.562500 Penalty: 4390.140625 Iteration 16Q: 3 clusters Score -849418.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -849518.625000 Penalty: 4390.140625 Iteration 17Q: 3 clusters Score -849518.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -849620.875000 Penalty: 4390.140625 Iteration 18Q: 3 clusters Score -849620.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -849726.625000 Penalty: 4390.140625 Iteration 19Q: 3 clusters Score -849726.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -849831.437500 Penalty: 4390.140625 Iteration 20F: 3 clusters Score -849831.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -849939.812500 Penalty: 4390.140625 Iteration 21Q: 3 clusters Score -849939.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -850027.687500 Penalty: 4390.140625 Iteration 22Q: 3 clusters Score -850027.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -850101.250000 Penalty: 4390.140625 Iteration 23Q: 3 clusters Score -850101.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -850164.812500 Penalty: 4390.140625 Iteration 24Q: 3 clusters Score -850164.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -850233.562500 Penalty: 4390.140625 Iteration 25Q: 3 clusters Score -850233.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -850290.750000 Penalty: 4390.140625 Iteration 26Q: 3 clusters Score -850290.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -850327.437500 Penalty: 4390.140625 Iteration 27Q: 3 clusters Score -850327.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -850363.812500 Penalty: 4390.140625 Iteration 28Q: 3 clusters Score -850363.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -850397.625000 Penalty: 4390.140625 Iteration 29Q: 3 clusters Score -850397.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -850419.625000 Penalty: 4390.140625 Iteration 30Q: 3 clusters Score -850419.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -850432.062500 Penalty: 4390.140625 Iteration 31Q: 3 clusters Score -850432.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -850454.187500 Penalty: 4390.140625 Iteration 32Q: 3 clusters Score -850454.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -850471.875000 Penalty: 4390.140625 Iteration 33Q: 3 clusters Score -850471.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -850487.562500 Penalty: 4390.140625 Iteration 34Q: 3 clusters Score -850487.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -850494.375000 Penalty: 4390.140625 Iteration 35Q: 3 clusters Score -850494.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -850504.375000 Penalty: 4390.140625 Iteration 36Q: 3 clusters Score -850504.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -850513.000000 Penalty: 4390.140625 Iteration 37Q: 3 clusters Score -850513 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -850521.062500 Penalty: 4390.140625 Iteration 38Q: 3 clusters Score -850521.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -850528.812500 Penalty: 4390.140625 Iteration 39Q: 3 clusters Score -850528.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -850537.437500 Penalty: 4390.140625 Iteration 40F: 3 clusters Score -850537.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -850542.687500 Penalty: 4390.140625 Iteration 41Q: 3 clusters Score -850542.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -850547.250000 Penalty: 4390.140625 Iteration 42Q: 3 clusters Score -850547.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -850558.125000 Penalty: 4390.140625 Iteration 43Q: 3 clusters Score -850558.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -850565.375000 Penalty: 4390.140625 Iteration 44Q: 3 clusters Score -850565.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -850574.875000 Penalty: 4390.140625 Iteration 45Q: 3 clusters Score -850574.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -850577.250000 Penalty: 4390.140625 Iteration 46Q: 3 clusters Score -850577.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -850582.500000 Penalty: 4390.140625 Iteration 47Q: 3 clusters Score -850582.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -850583.937500 Penalty: 4390.140625 Iteration 48Q: 3 clusters Score -850583.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -850586.875000 Penalty: 4390.140625 Iteration 49Q: 3 clusters Score -850586.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -850588.312500 Penalty: 4390.140625 Iteration 50Q: 3 clusters Score -850588.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -850592.625000 Penalty: 4390.140625 Iteration 51Q: 3 clusters Score -850592.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -850596.312500 Penalty: 4390.140625 Iteration 52Q: 3 clusters Score -850596.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -850599.812500 Penalty: 4390.140625 Iteration 53Q: 3 clusters Score -850599.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -850604.437500 Penalty: 4390.140625 Iteration 54Q: 3 clusters Score -850604.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -850607.187500 Penalty: 4390.140625 Iteration 55Q: 3 clusters Score -850607.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -850607.187500 Penalty: 4390.140625 Iteration 56Q: 3 clusters Score -850607.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -850609.750000 Penalty: 4390.140625 Iteration 57Q: 3 clusters Score -850609.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -850611.062500 Penalty: 4390.140625 Iteration 58Q: 3 clusters Score -850611.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -850613.062500 Penalty: 4390.140625 Iteration 59Q: 3 clusters Score -850613.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -850614.437500 Penalty: 4390.140625 Iteration 60F: 3 clusters Score -850614.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -850614.937500 Penalty: 4390.140625 Iteration 61Q: 3 clusters Score -850614.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -850614.875000 Penalty: 4390.140625 Iteration 62Q: 3 clusters Score -850614.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -850614.875000 Penalty: 4390.140625 Iteration 63F: 3 clusters Score -850614.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13036 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13036 members Entering Unmasked Estep Score: -1559231.250000 Penalty: 2349.916504 Iteration 0F: 2 clusters Score -1559231 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -1549703.750000 Penalty: 4699.833008 Iteration 0F: 3 clusters Score -1549704 nChanged 5537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -1553278.500000 Penalty: 4699.833008 Iteration 1F: 3 clusters Score -1553278 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1554446.375000 Penalty: 4699.833008 Iteration 2F: 3 clusters Score -1554446 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1555642.875000 Penalty: 4699.833008 Iteration 3F: 3 clusters Score -1555643 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -1556760.875000 Penalty: 4699.833008 Iteration 4F: 3 clusters Score -1556761 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8071 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -1557545.500000 Penalty: 4699.833008 Iteration 5F: 3 clusters Score -1557546 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1558065.750000 Penalty: 4699.833008 Iteration 6F: 3 clusters Score -1558066 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1558395.625000 Penalty: 4699.833008 Iteration 7Q: 3 clusters Score -1558396 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -1558590.625000 Penalty: 4699.833008 Iteration 8Q: 3 clusters Score -1558591 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1558695.000000 Penalty: 4699.833008 Iteration 9Q: 3 clusters Score -1558695 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -1558751.500000 Penalty: 4699.833008 Iteration 10Q: 3 clusters Score -1558752 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1558801.750000 Penalty: 4699.833008 Iteration 11Q: 3 clusters Score -1558802 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -1558858.000000 Penalty: 4699.833008 Iteration 12Q: 3 clusters Score -1558858 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1558913.750000 Penalty: 4699.833008 Iteration 13Q: 3 clusters Score -1558914 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9208 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1558959.375000 Penalty: 4699.833008 Iteration 14Q: 3 clusters Score -1558959 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1559027.500000 Penalty: 4699.833008 Iteration 15Q: 3 clusters Score -1559028 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -1559096.250000 Penalty: 4699.833008 Iteration 16Q: 3 clusters Score -1559096 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1559173.500000 Penalty: 4699.833008 Iteration 17Q: 3 clusters Score -1559174 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9548 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1559239.875000 Penalty: 4699.833008 Iteration 18Q: 3 clusters Score -1559240 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1559290.500000 Penalty: 4699.833008 Iteration 19Q: 3 clusters Score -1559290 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9670 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1559337.500000 Penalty: 4699.833008 Iteration 20F: 3 clusters Score -1559338 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1559365.875000 Penalty: 4699.833008 Iteration 21Q: 3 clusters Score -1559366 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9759 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1559372.875000 Penalty: 4699.833008 Iteration 22Q: 3 clusters Score -1559373 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -1559381.750000 Penalty: 4699.833008 Iteration 23Q: 3 clusters Score -1559382 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1559389.375000 Penalty: 4699.833008 Iteration 24Q: 3 clusters Score -1559389 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1559395.125000 Penalty: 4699.833008 Iteration 25Q: 3 clusters Score -1559395 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9849 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1559399.875000 Penalty: 4699.833008 Iteration 26Q: 3 clusters Score -1559400 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1559409.375000 Penalty: 4699.833008 Iteration 27Q: 3 clusters Score -1559409 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9878 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -1559404.000000 Penalty: 4699.833008 Iteration 28Q: 3 clusters Score -1559404 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9886 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1559409.125000 Penalty: 4699.833008 Iteration 29Q: 3 clusters Score -1559409 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1559413.125000 Penalty: 4699.833008 Iteration 30Q: 3 clusters Score -1559413 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -1559411.875000 Penalty: 4699.833008 Iteration 31Q: 3 clusters Score -1559412 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -1559411.875000 Penalty: 4699.833008 Iteration 32F: 3 clusters Score -1559412 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 9892 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5684 members Mstep: Class 5 contains 14660 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27630 members Mstep: Class 8 contains 10597 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7462 members Mstep: Class 15 contains 5227 members Mstep: Class 16 contains 3144 members Mstep: Class 17 contains 54765 members Mstep: Class 19 contains 1668 members Mstep: Class 21 contains 99679 members Entering Unmasked Estep Score: -33511392.000000 Penalty: 59165.464844 Splitting cluster 2 changes total score from -33511934.000000 to -33511392.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (8477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Entering Unmasked Estep Score: -1008876.437500 Penalty: 2243.187744 Iteration 0F: 2 clusters Score -1008876 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1002231.312500 Penalty: 4486.375488 Iteration 0F: 3 clusters Score -1002231 nChanged 3414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1004201.312500 Penalty: 4486.375488 Iteration 1F: 3 clusters Score -1004201 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1004777.625000 Penalty: 4486.375488 Iteration 2F: 3 clusters Score -1004778 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1005561.625000 Penalty: 4486.375488 Iteration 3F: 3 clusters Score -1005562 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1006472.187500 Penalty: 4486.375488 Iteration 4F: 3 clusters Score -1006472 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -1007212.437500 Penalty: 4486.375488 Iteration 5F: 3 clusters Score -1007212 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -1007584.937500 Penalty: 4486.375488 Iteration 6F: 3 clusters Score -1007585 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -1007760.250000 Penalty: 4486.375488 Iteration 7Q: 3 clusters Score -1007760 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -1007853.937500 Penalty: 4486.375488 Iteration 8Q: 3 clusters Score -1007854 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1007894.750000 Penalty: 4486.375488 Iteration 9Q: 3 clusters Score -1007895 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -1007930.062500 Penalty: 4486.375488 Iteration 10Q: 3 clusters Score -1007930 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1007950.562500 Penalty: 4486.375488 Iteration 11Q: 3 clusters Score -1007951 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -1007957.437500 Penalty: 4486.375488 Iteration 12Q: 3 clusters Score -1007957 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -1007970.000000 Penalty: 4486.375488 Iteration 13Q: 3 clusters Score -1007970 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -1007974.312500 Penalty: 4486.375488 Iteration 14Q: 3 clusters Score -1007974 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1007978.562500 Penalty: 4486.375488 Iteration 15Q: 3 clusters Score -1007979 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -1007985.625000 Penalty: 4486.375488 Iteration 16Q: 3 clusters Score -1007986 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -1007988.812500 Penalty: 4486.375488 Iteration 17Q: 3 clusters Score -1007989 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1007990.062500 Penalty: 4486.375488 Iteration 18Q: 3 clusters Score -1007990 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -1007994.562500 Penalty: 4486.375488 Iteration 19Q: 3 clusters Score -1007995 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -1007993.375000 Penalty: 4486.375488 Iteration 20F: 3 clusters Score -1007993 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -1007996.187500 Penalty: 4486.375488 Iteration 21Q: 3 clusters Score -1007996 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1007999.812500 Penalty: 4486.375488 Iteration 22Q: 3 clusters Score -1008000 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -1008003.812500 Penalty: 4486.375488 Iteration 23Q: 3 clusters Score -1008004 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1008007.187500 Penalty: 4486.375488 Iteration 24Q: 3 clusters Score -1008007 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -1008009.875000 Penalty: 4486.375488 Iteration 25Q: 3 clusters Score -1008010 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1008012.250000 Penalty: 4486.375488 Iteration 26Q: 3 clusters Score -1008012 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1008012.125000 Penalty: 4486.375488 Iteration 27Q: 3 clusters Score -1008012 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1008014.500000 Penalty: 4486.375488 Iteration 28Q: 3 clusters Score -1008014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -1008012.562500 Penalty: 4486.375488 Iteration 29Q: 3 clusters Score -1008013 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -1008015.625000 Penalty: 4486.375488 Iteration 30Q: 3 clusters Score -1008016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -1008017.750000 Penalty: 4486.375488 Iteration 31Q: 3 clusters Score -1008018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1008017.250000 Penalty: 4486.375488 Iteration 32Q: 3 clusters Score -1008017 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1008016.687500 Penalty: 4486.375488 Iteration 33Q: 3 clusters Score -1008017 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1008016.687500 Penalty: 4486.375488 Iteration 34F: 3 clusters Score -1008017 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Entering Unmasked Estep Score: -687340.562500 Penalty: 2144.061768 Iteration 0F: 2 clusters Score -687340.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -682409.562500 Penalty: 4288.123535 Iteration 0F: 3 clusters Score -682409.6 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -683558.937500 Penalty: 4288.123535 Iteration 1F: 3 clusters Score -683558.9 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -683734.250000 Penalty: 4288.123535 Iteration 2F: 3 clusters Score -683734.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -683857.187500 Penalty: 4288.123535 Iteration 3Q: 3 clusters Score -683857.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -683962.250000 Penalty: 4288.123535 Iteration 4Q: 3 clusters Score -683962.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -684034.062500 Penalty: 4288.123535 Iteration 5Q: 3 clusters Score -684034.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -684077.000000 Penalty: 4288.123535 Iteration 6Q: 3 clusters Score -684077 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -684108.125000 Penalty: 4288.123535 Iteration 7Q: 3 clusters Score -684108.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -684132.312500 Penalty: 4288.123535 Iteration 8Q: 3 clusters Score -684132.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -684145.437500 Penalty: 4288.123535 Iteration 9Q: 3 clusters Score -684145.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -684163.812500 Penalty: 4288.123535 Iteration 10Q: 3 clusters Score -684163.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -684177.625000 Penalty: 4288.123535 Iteration 11Q: 3 clusters Score -684177.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -684189.125000 Penalty: 4288.123535 Iteration 12Q: 3 clusters Score -684189.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -684202.375000 Penalty: 4288.123535 Iteration 13Q: 3 clusters Score -684202.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -684219.875000 Penalty: 4288.123535 Iteration 14Q: 3 clusters Score -684219.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -684234.312500 Penalty: 4288.123535 Iteration 15Q: 3 clusters Score -684234.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -684246.687500 Penalty: 4288.123535 Iteration 16Q: 3 clusters Score -684246.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -684255.937500 Penalty: 4288.123535 Iteration 17Q: 3 clusters Score -684255.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -684262.750000 Penalty: 4288.123535 Iteration 18Q: 3 clusters Score -684262.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -684269.375000 Penalty: 4288.123535 Iteration 19Q: 3 clusters Score -684269.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -684282.062500 Penalty: 4288.123535 Iteration 20F: 3 clusters Score -684282.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -684296.937500 Penalty: 4288.123535 Iteration 21Q: 3 clusters Score -684296.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -684315.437500 Penalty: 4288.123535 Iteration 22Q: 3 clusters Score -684315.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -684325.750000 Penalty: 4288.123535 Iteration 23Q: 3 clusters Score -684325.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -684335.875000 Penalty: 4288.123535 Iteration 24Q: 3 clusters Score -684335.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -684347.812500 Penalty: 4288.123535 Iteration 25Q: 3 clusters Score -684347.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -684357.937500 Penalty: 4288.123535 Iteration 26Q: 3 clusters Score -684357.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -684371.437500 Penalty: 4288.123535 Iteration 27Q: 3 clusters Score -684371.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -684384.125000 Penalty: 4288.123535 Iteration 28Q: 3 clusters Score -684384.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -684394.875000 Penalty: 4288.123535 Iteration 29Q: 3 clusters Score -684394.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -684412.187500 Penalty: 4288.123535 Iteration 30Q: 3 clusters Score -684412.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -684424.687500 Penalty: 4288.123535 Iteration 31Q: 3 clusters Score -684424.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -684437.812500 Penalty: 4288.123535 Iteration 32Q: 3 clusters Score -684437.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -684451.687500 Penalty: 4288.123535 Iteration 33Q: 3 clusters Score -684451.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -684464.312500 Penalty: 4288.123535 Iteration 34Q: 3 clusters Score -684464.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -684476.937500 Penalty: 4288.123535 Iteration 35Q: 3 clusters Score -684476.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -684489.187500 Penalty: 4288.123535 Iteration 36Q: 3 clusters Score -684489.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -684503.687500 Penalty: 4288.123535 Iteration 37Q: 3 clusters Score -684503.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -684518.687500 Penalty: 4288.123535 Iteration 38Q: 3 clusters Score -684518.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -684533.937500 Penalty: 4288.123535 Iteration 39Q: 3 clusters Score -684533.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -684552.750000 Penalty: 4288.123535 Iteration 40F: 3 clusters Score -684552.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -684573.812500 Penalty: 4288.123535 Iteration 41Q: 3 clusters Score -684573.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -684596.312500 Penalty: 4288.123535 Iteration 42Q: 3 clusters Score -684596.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -684619.437500 Penalty: 4288.123535 Iteration 43Q: 3 clusters Score -684619.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -684644.562500 Penalty: 4288.123535 Iteration 44Q: 3 clusters Score -684644.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -684673.125000 Penalty: 4288.123535 Iteration 45Q: 3 clusters Score -684673.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -684695.687500 Penalty: 4288.123535 Iteration 46Q: 3 clusters Score -684695.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -684719.250000 Penalty: 4288.123535 Iteration 47Q: 3 clusters Score -684719.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -684746.812500 Penalty: 4288.123535 Iteration 48Q: 3 clusters Score -684746.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -684775.562500 Penalty: 4288.123535 Iteration 49Q: 3 clusters Score -684775.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -684812.875000 Penalty: 4288.123535 Iteration 50Q: 3 clusters Score -684812.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -684845.937500 Penalty: 4288.123535 Iteration 51Q: 3 clusters Score -684845.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -684882.312500 Penalty: 4288.123535 Iteration 52Q: 3 clusters Score -684882.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -684916.250000 Penalty: 4288.123535 Iteration 53Q: 3 clusters Score -684916.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -684937.937500 Penalty: 4288.123535 Iteration 54Q: 3 clusters Score -684937.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -684972.687500 Penalty: 4288.123535 Iteration 55Q: 3 clusters Score -684972.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -685012.500000 Penalty: 4288.123535 Iteration 56Q: 3 clusters Score -685012.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -685056.750000 Penalty: 4288.123535 Iteration 57Q: 3 clusters Score -685056.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -685091.750000 Penalty: 4288.123535 Iteration 58Q: 3 clusters Score -685091.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -685111.437500 Penalty: 4288.123535 Iteration 59Q: 3 clusters Score -685111.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -685128.812500 Penalty: 4288.123535 Iteration 60F: 3 clusters Score -685128.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -685151.250000 Penalty: 4288.123535 Iteration 61Q: 3 clusters Score -685151.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -685168.437500 Penalty: 4288.123535 Iteration 62Q: 3 clusters Score -685168.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -685186.125000 Penalty: 4288.123535 Iteration 63Q: 3 clusters Score -685186.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -685206.500000 Penalty: 4288.123535 Iteration 64Q: 3 clusters Score -685206.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -685225.937500 Penalty: 4288.123535 Iteration 65Q: 3 clusters Score -685225.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -685257.062500 Penalty: 4288.123535 Iteration 66Q: 3 clusters Score -685257.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -685283.312500 Penalty: 4288.123535 Iteration 67Q: 3 clusters Score -685283.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -685301.937500 Penalty: 4288.123535 Iteration 68Q: 3 clusters Score -685301.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -685320.812500 Penalty: 4288.123535 Iteration 69Q: 3 clusters Score -685320.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -685337.750000 Penalty: 4288.123535 Iteration 70Q: 3 clusters Score -685337.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -685353.875000 Penalty: 4288.123535 Iteration 71Q: 3 clusters Score -685353.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 5146 members Entering Unmasked Estep Score: -685366.875000 Penalty: 4288.123535 Iteration 72Q: 3 clusters Score -685366.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -685375.312500 Penalty: 4288.123535 Iteration 73Q: 3 clusters Score -685375.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -685382.187500 Penalty: 4288.123535 Iteration 74Q: 3 clusters Score -685382.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -685388.500000 Penalty: 4288.123535 Iteration 75Q: 3 clusters Score -685388.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -685397.000000 Penalty: 4288.123535 Iteration 76Q: 3 clusters Score -685397 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -685404.187500 Penalty: 4288.123535 Iteration 77Q: 3 clusters Score -685404.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -685407.187500 Penalty: 4288.123535 Iteration 78Q: 3 clusters Score -685407.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -685410.500000 Penalty: 4288.123535 Iteration 79Q: 3 clusters Score -685410.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -685410.875000 Penalty: 4288.123535 Iteration 80F: 3 clusters Score -685410.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -685414.250000 Penalty: 4288.123535 Iteration 81Q: 3 clusters Score -685414.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -685418.750000 Penalty: 4288.123535 Iteration 82Q: 3 clusters Score -685418.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -685422.375000 Penalty: 4288.123535 Iteration 83Q: 3 clusters Score -685422.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -685425.500000 Penalty: 4288.123535 Iteration 84Q: 3 clusters Score -685425.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -685428.812500 Penalty: 4288.123535 Iteration 85Q: 3 clusters Score -685428.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -685431.000000 Penalty: 4288.123535 Iteration 86Q: 3 clusters Score -685431 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -685433.125000 Penalty: 4288.123535 Iteration 87Q: 3 clusters Score -685433.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -685437.062500 Penalty: 4288.123535 Iteration 88Q: 3 clusters Score -685437.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -685437.937500 Penalty: 4288.123535 Iteration 89Q: 3 clusters Score -685437.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -685440.062500 Penalty: 4288.123535 Iteration 90Q: 3 clusters Score -685440.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -685443.562500 Penalty: 4288.123535 Iteration 91Q: 3 clusters Score -685443.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -685445.437500 Penalty: 4288.123535 Iteration 92Q: 3 clusters Score -685445.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -685447.875000 Penalty: 4288.123535 Iteration 93Q: 3 clusters Score -685447.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -685453.437500 Penalty: 4288.123535 Iteration 94Q: 3 clusters Score -685453.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -685459.625000 Penalty: 4288.123535 Iteration 95Q: 3 clusters Score -685459.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -685465.062500 Penalty: 4288.123535 Iteration 96Q: 3 clusters Score -685465.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -685470.125000 Penalty: 4288.123535 Iteration 97Q: 3 clusters Score -685470.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -685475.125000 Penalty: 4288.123535 Iteration 98Q: 3 clusters Score -685475.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -685476.437500 Penalty: 4288.123535 Iteration 99Q: 3 clusters Score -685476.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -685477.000000 Penalty: 4288.123535 Iteration 100F: 3 clusters Score -685477 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -685478.375000 Penalty: 4288.123535 Iteration 101Q: 3 clusters Score -685478.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -685478.375000 Penalty: 4288.123535 Iteration 102F: 3 clusters Score -685478.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14660 members Entering Unmasked Estep Score: -1612630.125000 Penalty: 2379.033936 Iteration 0F: 2 clusters Score -1612630 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -1602009.250000 Penalty: 4758.067871 Iteration 0F: 3 clusters Score -1602009 nChanged 6317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -1605726.750000 Penalty: 4758.067871 Iteration 1F: 3 clusters Score -1605727 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -1606578.750000 Penalty: 4758.067871 Iteration 2F: 3 clusters Score -1606579 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -1607547.625000 Penalty: 4758.067871 Iteration 3F: 3 clusters Score -1607548 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -1608481.875000 Penalty: 4758.067871 Iteration 4F: 3 clusters Score -1608482 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1609272.125000 Penalty: 4758.067871 Iteration 5F: 3 clusters Score -1609272 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8164 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -1609914.000000 Penalty: 4758.067871 Iteration 6F: 3 clusters Score -1609914 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -1610406.125000 Penalty: 4758.067871 Iteration 7Q: 3 clusters Score -1610406 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -1610748.625000 Penalty: 4758.067871 Iteration 8Q: 3 clusters Score -1610749 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -1611005.375000 Penalty: 4758.067871 Iteration 9Q: 3 clusters Score -1611005 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -1611179.750000 Penalty: 4758.067871 Iteration 10Q: 3 clusters Score -1611180 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8904 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -1611301.125000 Penalty: 4758.067871 Iteration 11Q: 3 clusters Score -1611301 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1611405.750000 Penalty: 4758.067871 Iteration 12Q: 3 clusters Score -1611406 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9148 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1611501.750000 Penalty: 4758.067871 Iteration 13Q: 3 clusters Score -1611502 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -1611568.375000 Penalty: 4758.067871 Iteration 14Q: 3 clusters Score -1611568 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9340 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -1611623.250000 Penalty: 4758.067871 Iteration 15Q: 3 clusters Score -1611623 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -1611667.750000 Penalty: 4758.067871 Iteration 16Q: 3 clusters Score -1611668 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -1611694.375000 Penalty: 4758.067871 Iteration 17Q: 3 clusters Score -1611694 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1611721.250000 Penalty: 4758.067871 Iteration 18Q: 3 clusters Score -1611721 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -1611754.000000 Penalty: 4758.067871 Iteration 19Q: 3 clusters Score -1611754 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1611783.875000 Penalty: 4758.067871 Iteration 20F: 3 clusters Score -1611784 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -1611807.375000 Penalty: 4758.067871 Iteration 21Q: 3 clusters Score -1611807 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1611821.875000 Penalty: 4758.067871 Iteration 22Q: 3 clusters Score -1611822 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9895 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -1611836.375000 Penalty: 4758.067871 Iteration 23Q: 3 clusters Score -1611836 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1611848.375000 Penalty: 4758.067871 Iteration 24Q: 3 clusters Score -1611848 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -1611854.000000 Penalty: 4758.067871 Iteration 25Q: 3 clusters Score -1611854 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -1611861.250000 Penalty: 4758.067871 Iteration 26Q: 3 clusters Score -1611861 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10065 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1611871.250000 Penalty: 4758.067871 Iteration 27Q: 3 clusters Score -1611871 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10118 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -1611880.375000 Penalty: 4758.067871 Iteration 28Q: 3 clusters Score -1611880 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1611885.375000 Penalty: 4758.067871 Iteration 29Q: 3 clusters Score -1611885 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -1611894.875000 Penalty: 4758.067871 Iteration 30Q: 3 clusters Score -1611895 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -1611899.250000 Penalty: 4758.067871 Iteration 31Q: 3 clusters Score -1611899 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1611903.250000 Penalty: 4758.067871 Iteration 32Q: 3 clusters Score -1611903 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10279 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1611910.875000 Penalty: 4758.067871 Iteration 33Q: 3 clusters Score -1611911 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10310 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1611912.625000 Penalty: 4758.067871 Iteration 34Q: 3 clusters Score -1611913 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1611919.625000 Penalty: 4758.067871 Iteration 35Q: 3 clusters Score -1611920 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1611925.500000 Penalty: 4758.067871 Iteration 36Q: 3 clusters Score -1611926 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -1611926.125000 Penalty: 4758.067871 Iteration 37Q: 3 clusters Score -1611926 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10402 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1611926.500000 Penalty: 4758.067871 Iteration 38Q: 3 clusters Score -1611926 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10414 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1611926.875000 Penalty: 4758.067871 Iteration 39Q: 3 clusters Score -1611927 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1611930.750000 Penalty: 4758.067871 Iteration 40F: 3 clusters Score -1611931 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1611929.000000 Penalty: 4758.067871 Iteration 41Q: 3 clusters Score -1611929 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10464 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1611936.500000 Penalty: 4758.067871 Iteration 42Q: 3 clusters Score -1611936 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10480 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1611941.875000 Penalty: 4758.067871 Iteration 43Q: 3 clusters Score -1611942 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10499 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1611943.125000 Penalty: 4758.067871 Iteration 44Q: 3 clusters Score -1611943 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1611947.375000 Penalty: 4758.067871 Iteration 45Q: 3 clusters Score -1611947 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -1611944.625000 Penalty: 4758.067871 Iteration 46Q: 3 clusters Score -1611945 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10526 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1611939.625000 Penalty: 4758.067871 Iteration 47Q: 3 clusters Score -1611940 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -1611941.750000 Penalty: 4758.067871 Iteration 48Q: 3 clusters Score -1611942 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1611945.625000 Penalty: 4758.067871 Iteration 49Q: 3 clusters Score -1611946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10559 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -1611949.000000 Penalty: 4758.067871 Iteration 50Q: 3 clusters Score -1611949 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -1611946.375000 Penalty: 4758.067871 Iteration 51Q: 3 clusters Score -1611946 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -1611947.875000 Penalty: 4758.067871 Iteration 52Q: 3 clusters Score -1611948 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1611951.000000 Penalty: 4758.067871 Iteration 53Q: 3 clusters Score -1611951 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -1611952.750000 Penalty: 4758.067871 Iteration 54Q: 3 clusters Score -1611953 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1611954.625000 Penalty: 4758.067871 Iteration 55Q: 3 clusters Score -1611955 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10615 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -1611956.375000 Penalty: 4758.067871 Iteration 56Q: 3 clusters Score -1611956 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1611954.500000 Penalty: 4758.067871 Iteration 57Q: 3 clusters Score -1611954 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1611956.625000 Penalty: 4758.067871 Iteration 58Q: 3 clusters Score -1611957 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10633 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1611952.875000 Penalty: 4758.067871 Iteration 59Q: 3 clusters Score -1611953 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10639 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1611956.500000 Penalty: 4758.067871 Iteration 60F: 3 clusters Score -1611956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1611954.375000 Penalty: 4758.067871 Iteration 61Q: 3 clusters Score -1611954 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10642 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1611954.750000 Penalty: 4758.067871 Iteration 62Q: 3 clusters Score -1611955 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1611954.250000 Penalty: 4758.067871 Iteration 63Q: 3 clusters Score -1611954 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1611954.250000 Penalty: 4758.067871 Iteration 64F: 3 clusters Score -1611954 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Entering Unmasked Estep Score: -303223.625000 Penalty: 1964.450806 Iteration 0F: 2 clusters Score -303223.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -300077.031250 Penalty: 3928.901611 Iteration 0F: 3 clusters Score -300077 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -300729.250000 Penalty: 3928.901611 Iteration 1F: 3 clusters Score -300729.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -300901.718750 Penalty: 3928.901611 Iteration 2F: 3 clusters Score -300901.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -300988.718750 Penalty: 3928.901611 Iteration 3Q: 3 clusters Score -300988.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -301057.093750 Penalty: 3928.901611 Iteration 4Q: 3 clusters Score -301057.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -301108.468750 Penalty: 3928.901611 Iteration 5Q: 3 clusters Score -301108.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -301147.625000 Penalty: 3928.901611 Iteration 6Q: 3 clusters Score -301147.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -301171.562500 Penalty: 3928.901611 Iteration 7Q: 3 clusters Score -301171.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -301188.125000 Penalty: 3928.901611 Iteration 8Q: 3 clusters Score -301188.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -301197.437500 Penalty: 3928.901611 Iteration 9Q: 3 clusters Score -301197.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -301209.875000 Penalty: 3928.901611 Iteration 10Q: 3 clusters Score -301209.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -301223.250000 Penalty: 3928.901611 Iteration 11Q: 3 clusters Score -301223.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -301233.593750 Penalty: 3928.901611 Iteration 12Q: 3 clusters Score -301233.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -301241.468750 Penalty: 3928.901611 Iteration 13Q: 3 clusters Score -301241.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -301246.468750 Penalty: 3928.901611 Iteration 14Q: 3 clusters Score -301246.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -301248.656250 Penalty: 3928.901611 Iteration 15Q: 3 clusters Score -301248.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -301251.531250 Penalty: 3928.901611 Iteration 16Q: 3 clusters Score -301251.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -301252.656250 Penalty: 3928.901611 Iteration 17Q: 3 clusters Score -301252.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -301252.875000 Penalty: 3928.901611 Iteration 18Q: 3 clusters Score -301252.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -301253.843750 Penalty: 3928.901611 Iteration 19Q: 3 clusters Score -301253.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -301254.062500 Penalty: 3928.901611 Iteration 20F: 3 clusters Score -301254.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -301254.375000 Penalty: 3928.901611 Iteration 21Q: 3 clusters Score -301254.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -301254.843750 Penalty: 3928.901611 Iteration 22Q: 3 clusters Score -301254.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -301254.968750 Penalty: 3928.901611 Iteration 23Q: 3 clusters Score -301255 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -301255.437500 Penalty: 3928.901611 Iteration 24Q: 3 clusters Score -301255.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -301255.843750 Penalty: 3928.901611 Iteration 25Q: 3 clusters Score -301255.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -301255.843750 Penalty: 3928.901611 Iteration 26F: 3 clusters Score -301255.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (27630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27630 members Entering Unmasked Estep Score: -3353192.750000 Penalty: 2536.211182 Iteration 0F: 2 clusters Score -3353193 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13864 members Mstep: Class 2 contains 13766 members Entering Unmasked Estep Score: -3334059.750000 Penalty: 5072.422363 Iteration 0F: 3 clusters Score -3334060 nChanged 12423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14417 members Mstep: Class 2 contains 13213 members Entering Unmasked Estep Score: -3340995.250000 Penalty: 5072.422363 Iteration 1F: 3 clusters Score -3340995 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14769 members Mstep: Class 2 contains 12861 members Entering Unmasked Estep Score: -3341440.250000 Penalty: 5072.422363 Iteration 2Q: 3 clusters Score -3341440 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15177 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -3341848.000000 Penalty: 5072.422363 Iteration 3Q: 3 clusters Score -3341848 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 11926 members Entering Unmasked Estep Score: -3342242.750000 Penalty: 5072.422363 Iteration 4Q: 3 clusters Score -3342243 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16447 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -3342682.500000 Penalty: 5072.422363 Iteration 5Q: 3 clusters Score -3342682 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17408 members Mstep: Class 2 contains 10222 members Entering Unmasked Estep Score: -3343229.750000 Penalty: 5072.422363 Iteration 6Q: 3 clusters Score -3343230 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18580 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -3343923.500000 Penalty: 5072.422363 Iteration 7Q: 3 clusters Score -3343924 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19991 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -3344850.750000 Penalty: 5072.422363 Iteration 8F: 3 clusters Score -3344851 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21561 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -3345988.000000 Penalty: 5072.422363 Iteration 9F: 3 clusters Score -3345988 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23210 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -3347374.500000 Penalty: 5072.422363 Iteration 10F: 3 clusters Score -3347374 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24739 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -3348740.500000 Penalty: 5072.422363 Iteration 11F: 3 clusters Score -3348740 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25849 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -3349719.000000 Penalty: 5072.422363 Iteration 12Q: 3 clusters Score -3349719 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26505 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -3350297.250000 Penalty: 5072.422363 Iteration 13Q: 3 clusters Score -3350297 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26874 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -3350615.750000 Penalty: 5072.422363 Iteration 14Q: 3 clusters Score -3350616 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27071 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -3350800.750000 Penalty: 5072.422363 Iteration 15Q: 3 clusters Score -3350801 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27160 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -3350888.500000 Penalty: 5072.422363 Iteration 16Q: 3 clusters Score -3350888 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27205 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -3350946.500000 Penalty: 5072.422363 Iteration 17Q: 3 clusters Score -3350946 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27233 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -3350981.500000 Penalty: 5072.422363 Iteration 18Q: 3 clusters Score -3350982 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27249 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -3351027.500000 Penalty: 5072.422363 Iteration 19Q: 3 clusters Score -3351028 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27258 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -3351039.250000 Penalty: 5072.422363 Iteration 20F: 3 clusters Score -3351039 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27269 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -3351062.250000 Penalty: 5072.422363 Iteration 21Q: 3 clusters Score -3351062 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27274 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -3351075.500000 Penalty: 5072.422363 Iteration 22Q: 3 clusters Score -3351076 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27281 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -3351084.000000 Penalty: 5072.422363 Iteration 23Q: 3 clusters Score -3351084 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27277 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -3351089.750000 Penalty: 5072.422363 Iteration 24Q: 3 clusters Score -3351090 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27276 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -3351095.500000 Penalty: 5072.422363 Iteration 25Q: 3 clusters Score -3351096 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27281 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -3351101.000000 Penalty: 5072.422363 Iteration 26Q: 3 clusters Score -3351101 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27281 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -3351108.250000 Penalty: 5072.422363 Iteration 27Q: 3 clusters Score -3351108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27282 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -3351111.250000 Penalty: 5072.422363 Iteration 28Q: 3 clusters Score -3351111 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27283 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -3351115.000000 Penalty: 5072.422363 Iteration 29Q: 3 clusters Score -3351115 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27283 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -3351115.000000 Penalty: 5072.422363 Iteration 30F: 3 clusters Score -3351115 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (10597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10597 members Entering Unmasked Estep Score: -1276382.125000 Penalty: 2298.544922 Iteration 0F: 2 clusters Score -1276382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -1268348.750000 Penalty: 4597.089844 Iteration 0F: 3 clusters Score -1268349 nChanged 4454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1270697.875000 Penalty: 4597.089844 Iteration 1F: 3 clusters Score -1270698 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1271011.375000 Penalty: 4597.089844 Iteration 2F: 3 clusters Score -1271011 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1271245.875000 Penalty: 4597.089844 Iteration 3F: 3 clusters Score -1271246 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1271447.250000 Penalty: 4597.089844 Iteration 4Q: 3 clusters Score -1271447 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -1271631.125000 Penalty: 4597.089844 Iteration 5Q: 3 clusters Score -1271631 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1271813.000000 Penalty: 4597.089844 Iteration 6Q: 3 clusters Score -1271813 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1272079.000000 Penalty: 4597.089844 Iteration 7Q: 3 clusters Score -1272079 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1272424.875000 Penalty: 4597.089844 Iteration 8Q: 3 clusters Score -1272425 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1272827.125000 Penalty: 4597.089844 Iteration 9Q: 3 clusters Score -1272827 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1273288.500000 Penalty: 4597.089844 Iteration 10F: 3 clusters Score -1273288 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1273811.125000 Penalty: 4597.089844 Iteration 11F: 3 clusters Score -1273811 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -1274351.000000 Penalty: 4597.089844 Iteration 12F: 3 clusters Score -1274351 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1274843.125000 Penalty: 4597.089844 Iteration 13Q: 3 clusters Score -1274843 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -1275204.125000 Penalty: 4597.089844 Iteration 14Q: 3 clusters Score -1275204 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7841 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1275459.750000 Penalty: 4597.089844 Iteration 15Q: 3 clusters Score -1275460 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -1275632.500000 Penalty: 4597.089844 Iteration 16Q: 3 clusters Score -1275632 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -1275767.875000 Penalty: 4597.089844 Iteration 17Q: 3 clusters Score -1275768 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1275853.250000 Penalty: 4597.089844 Iteration 18Q: 3 clusters Score -1275853 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -1275908.000000 Penalty: 4597.089844 Iteration 19Q: 3 clusters Score -1275908 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1275945.125000 Penalty: 4597.089844 Iteration 20F: 3 clusters Score -1275945 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1275956.875000 Penalty: 4597.089844 Iteration 21Q: 3 clusters Score -1275957 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -1275968.875000 Penalty: 4597.089844 Iteration 22Q: 3 clusters Score -1275969 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1275971.750000 Penalty: 4597.089844 Iteration 23Q: 3 clusters Score -1275972 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -1275975.250000 Penalty: 4597.089844 Iteration 24Q: 3 clusters Score -1275975 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1275984.125000 Penalty: 4597.089844 Iteration 25Q: 3 clusters Score -1275984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -1275987.375000 Penalty: 4597.089844 Iteration 26Q: 3 clusters Score -1275987 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1275988.500000 Penalty: 4597.089844 Iteration 27Q: 3 clusters Score -1275988 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8448 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1275988.000000 Penalty: 4597.089844 Iteration 28Q: 3 clusters Score -1275988 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1275988.375000 Penalty: 4597.089844 Iteration 29Q: 3 clusters Score -1275988 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -1275990.000000 Penalty: 4597.089844 Iteration 30Q: 3 clusters Score -1275990 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -1275991.375000 Penalty: 4597.089844 Iteration 31Q: 3 clusters Score -1275991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1275990.125000 Penalty: 4597.089844 Iteration 32Q: 3 clusters Score -1275990 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -1275993.125000 Penalty: 4597.089844 Iteration 33Q: 3 clusters Score -1275993 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1275990.875000 Penalty: 4597.089844 Iteration 34Q: 3 clusters Score -1275991 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8471 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1275991.625000 Penalty: 4597.089844 Iteration 35Q: 3 clusters Score -1275992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1275992.000000 Penalty: 4597.089844 Iteration 36Q: 3 clusters Score -1275992 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -1275992.000000 Penalty: 4597.089844 Iteration 37F: 3 clusters Score -1275992 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Entering Unmasked Estep Score: -655580.812500 Penalty: 2135.359131 Iteration 0F: 2 clusters Score -655580.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -650781.437500 Penalty: 4270.718262 Iteration 0F: 3 clusters Score -650781.4 nChanged 2157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -652121.125000 Penalty: 4270.718262 Iteration 1F: 3 clusters Score -652121.1 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -652557.625000 Penalty: 4270.718262 Iteration 2F: 3 clusters Score -652557.6 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -652879.687500 Penalty: 4270.718262 Iteration 3F: 3 clusters Score -652879.7 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -653143.187500 Penalty: 4270.718262 Iteration 4F: 3 clusters Score -653143.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -653363.687500 Penalty: 4270.718262 Iteration 5F: 3 clusters Score -653363.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -653539.937500 Penalty: 4270.718262 Iteration 6Q: 3 clusters Score -653539.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -653687.250000 Penalty: 4270.718262 Iteration 7Q: 3 clusters Score -653687.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -653797.062500 Penalty: 4270.718262 Iteration 8Q: 3 clusters Score -653797.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -653868.812500 Penalty: 4270.718262 Iteration 9Q: 3 clusters Score -653868.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -653923.625000 Penalty: 4270.718262 Iteration 10Q: 3 clusters Score -653923.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -653958.500000 Penalty: 4270.718262 Iteration 11Q: 3 clusters Score -653958.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -653982.875000 Penalty: 4270.718262 Iteration 12Q: 3 clusters Score -653982.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -653999.687500 Penalty: 4270.718262 Iteration 13Q: 3 clusters Score -653999.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -654013.437500 Penalty: 4270.718262 Iteration 14Q: 3 clusters Score -654013.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -654025.187500 Penalty: 4270.718262 Iteration 15Q: 3 clusters Score -654025.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -654033.875000 Penalty: 4270.718262 Iteration 16Q: 3 clusters Score -654033.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -654042.687500 Penalty: 4270.718262 Iteration 17Q: 3 clusters Score -654042.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -654049.125000 Penalty: 4270.718262 Iteration 18Q: 3 clusters Score -654049.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -654053.937500 Penalty: 4270.718262 Iteration 19Q: 3 clusters Score -654053.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -654056.812500 Penalty: 4270.718262 Iteration 20F: 3 clusters Score -654056.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -654062.312500 Penalty: 4270.718262 Iteration 21Q: 3 clusters Score -654062.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -654066.062500 Penalty: 4270.718262 Iteration 22Q: 3 clusters Score -654066.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -654068.250000 Penalty: 4270.718262 Iteration 23Q: 3 clusters Score -654068.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -654067.937500 Penalty: 4270.718262 Iteration 24Q: 3 clusters Score -654067.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -654069.375000 Penalty: 4270.718262 Iteration 25Q: 3 clusters Score -654069.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -654068.625000 Penalty: 4270.718262 Iteration 26Q: 3 clusters Score -654068.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -654068.625000 Penalty: 4270.718262 Iteration 27F: 3 clusters Score -654068.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Entering Unmasked Estep Score: -381945.968750 Penalty: 2006.267822 Iteration 0F: 2 clusters Score -381946 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -378488.500000 Penalty: 4012.535645 Iteration 0F: 3 clusters Score -378488.5 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -379226.375000 Penalty: 4012.535645 Iteration 1F: 3 clusters Score -379226.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -379406.375000 Penalty: 4012.535645 Iteration 2F: 3 clusters Score -379406.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -379512.000000 Penalty: 4012.535645 Iteration 3Q: 3 clusters Score -379512 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -379581.968750 Penalty: 4012.535645 Iteration 4Q: 3 clusters Score -379582 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -379636.875000 Penalty: 4012.535645 Iteration 5Q: 3 clusters Score -379636.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -379672.000000 Penalty: 4012.535645 Iteration 6Q: 3 clusters Score -379672 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -379694.468750 Penalty: 4012.535645 Iteration 7Q: 3 clusters Score -379694.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -379710.187500 Penalty: 4012.535645 Iteration 8Q: 3 clusters Score -379710.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -379721.468750 Penalty: 4012.535645 Iteration 9Q: 3 clusters Score -379721.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -379725.812500 Penalty: 4012.535645 Iteration 10Q: 3 clusters Score -379725.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -379731.656250 Penalty: 4012.535645 Iteration 11Q: 3 clusters Score -379731.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -379739.156250 Penalty: 4012.535645 Iteration 12Q: 3 clusters Score -379739.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -379745.218750 Penalty: 4012.535645 Iteration 13Q: 3 clusters Score -379745.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -379749.531250 Penalty: 4012.535645 Iteration 14Q: 3 clusters Score -379749.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -379755.312500 Penalty: 4012.535645 Iteration 15Q: 3 clusters Score -379755.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -379764.562500 Penalty: 4012.535645 Iteration 16Q: 3 clusters Score -379764.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -379770.968750 Penalty: 4012.535645 Iteration 17Q: 3 clusters Score -379771 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -379776.781250 Penalty: 4012.535645 Iteration 18Q: 3 clusters Score -379776.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -379782.125000 Penalty: 4012.535645 Iteration 19Q: 3 clusters Score -379782.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -379786.406250 Penalty: 4012.535645 Iteration 20F: 3 clusters Score -379786.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -379789.500000 Penalty: 4012.535645 Iteration 21Q: 3 clusters Score -379789.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -379792.781250 Penalty: 4012.535645 Iteration 22Q: 3 clusters Score -379792.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -379795.718750 Penalty: 4012.535645 Iteration 23Q: 3 clusters Score -379795.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -379799.656250 Penalty: 4012.535645 Iteration 24Q: 3 clusters Score -379799.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -379803.375000 Penalty: 4012.535645 Iteration 25Q: 3 clusters Score -379803.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -379809.968750 Penalty: 4012.535645 Iteration 26Q: 3 clusters Score -379810 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -379817.281250 Penalty: 4012.535645 Iteration 27Q: 3 clusters Score -379817.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -379823.125000 Penalty: 4012.535645 Iteration 28Q: 3 clusters Score -379823.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -379826.156250 Penalty: 4012.535645 Iteration 29Q: 3 clusters Score -379826.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -379832.500000 Penalty: 4012.535645 Iteration 30Q: 3 clusters Score -379832.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -379839.343750 Penalty: 4012.535645 Iteration 31Q: 3 clusters Score -379839.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -379845.343750 Penalty: 4012.535645 Iteration 32Q: 3 clusters Score -379845.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -379850.187500 Penalty: 4012.535645 Iteration 33Q: 3 clusters Score -379850.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -379855.343750 Penalty: 4012.535645 Iteration 34Q: 3 clusters Score -379855.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -379858.781250 Penalty: 4012.535645 Iteration 35Q: 3 clusters Score -379858.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -379860.437500 Penalty: 4012.535645 Iteration 36Q: 3 clusters Score -379860.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -379864.437500 Penalty: 4012.535645 Iteration 37Q: 3 clusters Score -379864.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -379866.906250 Penalty: 4012.535645 Iteration 38Q: 3 clusters Score -379866.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -379870.531250 Penalty: 4012.535645 Iteration 39Q: 3 clusters Score -379870.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -379873.968750 Penalty: 4012.535645 Iteration 40F: 3 clusters Score -379874 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -379876.218750 Penalty: 4012.535645 Iteration 41Q: 3 clusters Score -379876.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -379878.656250 Penalty: 4012.535645 Iteration 42Q: 3 clusters Score -379878.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -379880.531250 Penalty: 4012.535645 Iteration 43Q: 3 clusters Score -379880.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -379881.812500 Penalty: 4012.535645 Iteration 44Q: 3 clusters Score -379881.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -379883.468750 Penalty: 4012.535645 Iteration 45Q: 3 clusters Score -379883.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -379883.718750 Penalty: 4012.535645 Iteration 46Q: 3 clusters Score -379883.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -379885.375000 Penalty: 4012.535645 Iteration 47Q: 3 clusters Score -379885.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -379886.125000 Penalty: 4012.535645 Iteration 48Q: 3 clusters Score -379886.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -379890.125000 Penalty: 4012.535645 Iteration 49Q: 3 clusters Score -379890.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -379892.312500 Penalty: 4012.535645 Iteration 50Q: 3 clusters Score -379892.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -379896.593750 Penalty: 4012.535645 Iteration 51Q: 3 clusters Score -379896.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -379901.718750 Penalty: 4012.535645 Iteration 52Q: 3 clusters Score -379901.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -379907.406250 Penalty: 4012.535645 Iteration 53Q: 3 clusters Score -379907.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -379910.468750 Penalty: 4012.535645 Iteration 54Q: 3 clusters Score -379910.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -379913.031250 Penalty: 4012.535645 Iteration 55Q: 3 clusters Score -379913 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -379914.875000 Penalty: 4012.535645 Iteration 56Q: 3 clusters Score -379914.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -379915.562500 Penalty: 4012.535645 Iteration 57Q: 3 clusters Score -379915.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -379916.937500 Penalty: 4012.535645 Iteration 58Q: 3 clusters Score -379916.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -379917.187500 Penalty: 4012.535645 Iteration 59Q: 3 clusters Score -379917.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -379917.968750 Penalty: 4012.535645 Iteration 60F: 3 clusters Score -379918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -379919.125000 Penalty: 4012.535645 Iteration 61Q: 3 clusters Score -379919.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -379921.437500 Penalty: 4012.535645 Iteration 62Q: 3 clusters Score -379921.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -379925.125000 Penalty: 4012.535645 Iteration 63Q: 3 clusters Score -379925.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -379927.406250 Penalty: 4012.535645 Iteration 64Q: 3 clusters Score -379927.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -379930.312500 Penalty: 4012.535645 Iteration 65Q: 3 clusters Score -379930.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -379932.968750 Penalty: 4012.535645 Iteration 66Q: 3 clusters Score -379933 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -379935.281250 Penalty: 4012.535645 Iteration 67Q: 3 clusters Score -379935.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -379937.343750 Penalty: 4012.535645 Iteration 68Q: 3 clusters Score -379937.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -379939.000000 Penalty: 4012.535645 Iteration 69Q: 3 clusters Score -379939 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -379941.125000 Penalty: 4012.535645 Iteration 70Q: 3 clusters Score -379941.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -379946.625000 Penalty: 4012.535645 Iteration 71Q: 3 clusters Score -379946.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -379955.031250 Penalty: 4012.535645 Iteration 72Q: 3 clusters Score -379955 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -379961.531250 Penalty: 4012.535645 Iteration 73Q: 3 clusters Score -379961.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -379968.718750 Penalty: 4012.535645 Iteration 74Q: 3 clusters Score -379968.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -379975.500000 Penalty: 4012.535645 Iteration 75Q: 3 clusters Score -379975.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -379983.437500 Penalty: 4012.535645 Iteration 76Q: 3 clusters Score -379983.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -379986.812500 Penalty: 4012.535645 Iteration 77Q: 3 clusters Score -379986.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -379992.625000 Penalty: 4012.535645 Iteration 78Q: 3 clusters Score -379992.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -379999.875000 Penalty: 4012.535645 Iteration 79Q: 3 clusters Score -379999.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -380005.000000 Penalty: 4012.535645 Iteration 80F: 3 clusters Score -380005 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -380010.875000 Penalty: 4012.535645 Iteration 81Q: 3 clusters Score -380010.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -380016.250000 Penalty: 4012.535645 Iteration 82Q: 3 clusters Score -380016.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -380021.875000 Penalty: 4012.535645 Iteration 83Q: 3 clusters Score -380021.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -380025.593750 Penalty: 4012.535645 Iteration 84Q: 3 clusters Score -380025.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -380030.031250 Penalty: 4012.535645 Iteration 85Q: 3 clusters Score -380030 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -380033.250000 Penalty: 4012.535645 Iteration 86Q: 3 clusters Score -380033.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -380036.531250 Penalty: 4012.535645 Iteration 87Q: 3 clusters Score -380036.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -380037.312500 Penalty: 4012.535645 Iteration 88Q: 3 clusters Score -380037.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -380038.593750 Penalty: 4012.535645 Iteration 89Q: 3 clusters Score -380038.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -380041.312500 Penalty: 4012.535645 Iteration 90Q: 3 clusters Score -380041.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -380043.468750 Penalty: 4012.535645 Iteration 91Q: 3 clusters Score -380043.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -380043.750000 Penalty: 4012.535645 Iteration 92Q: 3 clusters Score -380043.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -380043.437500 Penalty: 4012.535645 Iteration 93Q: 3 clusters Score -380043.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -380043.437500 Penalty: 4012.535645 Iteration 94F: 3 clusters Score -380043.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Entering Unmasked Estep Score: -59685.601562 Penalty: 1570.653320 Iteration 0F: 2 clusters Score -59685.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -58122.207031 Penalty: 3141.306641 Iteration 0F: 3 clusters Score -58122.21 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -58315.523438 Penalty: 3141.306641 Iteration 1F: 3 clusters Score -58315.52 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -58377.601562 Penalty: 3141.306641 Iteration 2F: 3 clusters Score -58377.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -58407.250000 Penalty: 3141.306641 Iteration 3Q: 3 clusters Score -58407.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -58431.976562 Penalty: 3141.306641 Iteration 4Q: 3 clusters Score -58431.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -58440.250000 Penalty: 3141.306641 Iteration 5Q: 3 clusters Score -58440.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -58446.964844 Penalty: 3141.306641 Iteration 6Q: 3 clusters Score -58446.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -58448.488281 Penalty: 3141.306641 Iteration 7Q: 3 clusters Score -58448.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -58449.554688 Penalty: 3141.306641 Iteration 8Q: 3 clusters Score -58449.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -58449.554688 Penalty: 3141.306641 Iteration 9F: 3 clusters Score -58449.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (11011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Entering Unmasked Estep Score: -1337575.750000 Penalty: 2308.049316 Iteration 0F: 2 clusters Score -1337576 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -1329303.750000 Penalty: 4616.098633 Iteration 0F: 3 clusters Score -1329304 nChanged 4590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1331754.875000 Penalty: 4616.098633 Iteration 1F: 3 clusters Score -1331755 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -1332118.875000 Penalty: 4616.098633 Iteration 2F: 3 clusters Score -1332119 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -1332468.875000 Penalty: 4616.098633 Iteration 3F: 3 clusters Score -1332469 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -1332843.375000 Penalty: 4616.098633 Iteration 4F: 3 clusters Score -1332843 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -1333254.375000 Penalty: 4616.098633 Iteration 5F: 3 clusters Score -1333254 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -1333647.750000 Penalty: 4616.098633 Iteration 6F: 3 clusters Score -1333648 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1333996.000000 Penalty: 4616.098633 Iteration 7F: 3 clusters Score -1333996 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -1334286.250000 Penalty: 4616.098633 Iteration 8Q: 3 clusters Score -1334286 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -1334505.750000 Penalty: 4616.098633 Iteration 9Q: 3 clusters Score -1334506 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1334688.000000 Penalty: 4616.098633 Iteration 10Q: 3 clusters Score -1334688 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -1334831.375000 Penalty: 4616.098633 Iteration 11Q: 3 clusters Score -1334831 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -1334936.375000 Penalty: 4616.098633 Iteration 12Q: 3 clusters Score -1334936 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -1335015.875000 Penalty: 4616.098633 Iteration 13Q: 3 clusters Score -1335016 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -1335078.250000 Penalty: 4616.098633 Iteration 14Q: 3 clusters Score -1335078 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -1335115.125000 Penalty: 4616.098633 Iteration 15Q: 3 clusters Score -1335115 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 8473 members Entering Unmasked Estep Score: -1335148.750000 Penalty: 4616.098633 Iteration 16Q: 3 clusters Score -1335149 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -1335188.375000 Penalty: 4616.098633 Iteration 17Q: 3 clusters Score -1335188 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -1335216.375000 Penalty: 4616.098633 Iteration 18Q: 3 clusters Score -1335216 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1335246.750000 Penalty: 4616.098633 Iteration 19Q: 3 clusters Score -1335247 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -1335277.000000 Penalty: 4616.098633 Iteration 20F: 3 clusters Score -1335277 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 8904 members Entering Unmasked Estep Score: -1335301.375000 Penalty: 4616.098633 Iteration 21Q: 3 clusters Score -1335301 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -1335325.625000 Penalty: 4616.098633 Iteration 22Q: 3 clusters Score -1335326 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -1335348.625000 Penalty: 4616.098633 Iteration 23Q: 3 clusters Score -1335349 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 9123 members Entering Unmasked Estep Score: -1335370.375000 Penalty: 4616.098633 Iteration 24Q: 3 clusters Score -1335370 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -1335379.000000 Penalty: 4616.098633 Iteration 25Q: 3 clusters Score -1335379 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 9206 members Entering Unmasked Estep Score: -1335389.625000 Penalty: 4616.098633 Iteration 26Q: 3 clusters Score -1335390 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -1335399.750000 Penalty: 4616.098633 Iteration 27Q: 3 clusters Score -1335400 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 9254 members Entering Unmasked Estep Score: -1335402.375000 Penalty: 4616.098633 Iteration 28Q: 3 clusters Score -1335402 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -1335408.000000 Penalty: 4616.098633 Iteration 29Q: 3 clusters Score -1335408 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -1335419.500000 Penalty: 4616.098633 Iteration 30Q: 3 clusters Score -1335420 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -1335419.500000 Penalty: 4616.098633 Iteration 31Q: 3 clusters Score -1335420 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -1335422.125000 Penalty: 4616.098633 Iteration 32Q: 3 clusters Score -1335422 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 9331 members Entering Unmasked Estep Score: -1335428.750000 Penalty: 4616.098633 Iteration 33Q: 3 clusters Score -1335429 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 9340 members Entering Unmasked Estep Score: -1335431.625000 Penalty: 4616.098633 Iteration 34Q: 3 clusters Score -1335432 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 9356 members Entering Unmasked Estep Score: -1335432.875000 Penalty: 4616.098633 Iteration 35Q: 3 clusters Score -1335433 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -1335439.625000 Penalty: 4616.098633 Iteration 36Q: 3 clusters Score -1335440 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -1335443.375000 Penalty: 4616.098633 Iteration 37Q: 3 clusters Score -1335443 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -1335449.250000 Penalty: 4616.098633 Iteration 38Q: 3 clusters Score -1335449 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -1335455.125000 Penalty: 4616.098633 Iteration 39Q: 3 clusters Score -1335455 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 9455 members Entering Unmasked Estep Score: -1335460.875000 Penalty: 4616.098633 Iteration 40F: 3 clusters Score -1335461 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -1335466.000000 Penalty: 4616.098633 Iteration 41Q: 3 clusters Score -1335466 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -1335475.750000 Penalty: 4616.098633 Iteration 42Q: 3 clusters Score -1335476 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 9515 members Entering Unmasked Estep Score: -1335484.375000 Penalty: 4616.098633 Iteration 43Q: 3 clusters Score -1335484 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -1335486.000000 Penalty: 4616.098633 Iteration 44Q: 3 clusters Score -1335486 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -1335492.375000 Penalty: 4616.098633 Iteration 45Q: 3 clusters Score -1335492 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -1335494.875000 Penalty: 4616.098633 Iteration 46Q: 3 clusters Score -1335495 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -1335495.875000 Penalty: 4616.098633 Iteration 47Q: 3 clusters Score -1335496 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -1335500.000000 Penalty: 4616.098633 Iteration 48Q: 3 clusters Score -1335500 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 9608 members Entering Unmasked Estep Score: -1335505.375000 Penalty: 4616.098633 Iteration 49Q: 3 clusters Score -1335505 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -1335507.000000 Penalty: 4616.098633 Iteration 50Q: 3 clusters Score -1335507 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -1335512.375000 Penalty: 4616.098633 Iteration 51Q: 3 clusters Score -1335512 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -1335514.375000 Penalty: 4616.098633 Iteration 52Q: 3 clusters Score -1335514 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -1335520.750000 Penalty: 4616.098633 Iteration 53Q: 3 clusters Score -1335521 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -1335523.625000 Penalty: 4616.098633 Iteration 54Q: 3 clusters Score -1335524 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -1335531.000000 Penalty: 4616.098633 Iteration 55Q: 3 clusters Score -1335531 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 9697 members Entering Unmasked Estep Score: -1335533.000000 Penalty: 4616.098633 Iteration 56Q: 3 clusters Score -1335533 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -1335538.625000 Penalty: 4616.098633 Iteration 57Q: 3 clusters Score -1335539 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 9730 members Entering Unmasked Estep Score: -1335546.625000 Penalty: 4616.098633 Iteration 58Q: 3 clusters Score -1335547 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 9743 members Entering Unmasked Estep Score: -1335550.000000 Penalty: 4616.098633 Iteration 59Q: 3 clusters Score -1335550 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -1335555.000000 Penalty: 4616.098633 Iteration 60F: 3 clusters Score -1335555 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -1335551.000000 Penalty: 4616.098633 Iteration 61Q: 3 clusters Score -1335551 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -1335554.625000 Penalty: 4616.098633 Iteration 62Q: 3 clusters Score -1335555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 9769 members Entering Unmasked Estep Score: -1335557.125000 Penalty: 4616.098633 Iteration 63Q: 3 clusters Score -1335557 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -1335558.625000 Penalty: 4616.098633 Iteration 64Q: 3 clusters Score -1335559 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -1335562.125000 Penalty: 4616.098633 Iteration 65Q: 3 clusters Score -1335562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -1335563.250000 Penalty: 4616.098633 Iteration 66Q: 3 clusters Score -1335563 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 9800 members Entering Unmasked Estep Score: -1335568.750000 Penalty: 4616.098633 Iteration 67Q: 3 clusters Score -1335569 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -1335567.125000 Penalty: 4616.098633 Iteration 68Q: 3 clusters Score -1335567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -1335568.250000 Penalty: 4616.098633 Iteration 69Q: 3 clusters Score -1335568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 9806 members Entering Unmasked Estep Score: -1335569.375000 Penalty: 4616.098633 Iteration 70Q: 3 clusters Score -1335569 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -1335571.500000 Penalty: 4616.098633 Iteration 71Q: 3 clusters Score -1335572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 9816 members Entering Unmasked Estep Score: -1335572.875000 Penalty: 4616.098633 Iteration 72Q: 3 clusters Score -1335573 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 9824 members Entering Unmasked Estep Score: -1335572.000000 Penalty: 4616.098633 Iteration 73Q: 3 clusters Score -1335572 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -1335574.375000 Penalty: 4616.098633 Iteration 74Q: 3 clusters Score -1335574 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 9848 members Entering Unmasked Estep Score: -1335576.750000 Penalty: 4616.098633 Iteration 75Q: 3 clusters Score -1335577 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 9864 members Entering Unmasked Estep Score: -1335583.000000 Penalty: 4616.098633 Iteration 76Q: 3 clusters Score -1335583 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -1335590.625000 Penalty: 4616.098633 Iteration 77Q: 3 clusters Score -1335591 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -1335596.500000 Penalty: 4616.098633 Iteration 78Q: 3 clusters Score -1335596 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -1335602.250000 Penalty: 4616.098633 Iteration 79Q: 3 clusters Score -1335602 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 9919 members Entering Unmasked Estep Score: -1335607.000000 Penalty: 4616.098633 Iteration 80F: 3 clusters Score -1335607 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -1335607.750000 Penalty: 4616.098633 Iteration 81Q: 3 clusters Score -1335608 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -1335608.125000 Penalty: 4616.098633 Iteration 82Q: 3 clusters Score -1335608 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 9941 members Entering Unmasked Estep Score: -1335610.000000 Penalty: 4616.098633 Iteration 83Q: 3 clusters Score -1335610 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -1335613.250000 Penalty: 4616.098633 Iteration 84Q: 3 clusters Score -1335613 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -1335617.875000 Penalty: 4616.098633 Iteration 85Q: 3 clusters Score -1335618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -1335617.250000 Penalty: 4616.098633 Iteration 86Q: 3 clusters Score -1335617 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 9958 members Entering Unmasked Estep Score: -1335620.875000 Penalty: 4616.098633 Iteration 87Q: 3 clusters Score -1335621 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -1335620.625000 Penalty: 4616.098633 Iteration 88Q: 3 clusters Score -1335621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 9963 members Entering Unmasked Estep Score: -1335621.125000 Penalty: 4616.098633 Iteration 89Q: 3 clusters Score -1335621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -1335620.125000 Penalty: 4616.098633 Iteration 90Q: 3 clusters Score -1335620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -1335620.250000 Penalty: 4616.098633 Iteration 91Q: 3 clusters Score -1335620 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -1335620.250000 Penalty: 4616.098633 Iteration 92F: 3 clusters Score -1335620 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Entering Unmasked Estep Score: -586467.375000 Penalty: 2107.809814 Iteration 0F: 2 clusters Score -586467.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -581990.437500 Penalty: 4215.619629 Iteration 0F: 3 clusters Score -581990.4 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -583158.250000 Penalty: 4215.619629 Iteration 1F: 3 clusters Score -583158.2 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -583432.687500 Penalty: 4215.619629 Iteration 2F: 3 clusters Score -583432.7 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -583627.562500 Penalty: 4215.619629 Iteration 3F: 3 clusters Score -583627.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -583748.937500 Penalty: 4215.619629 Iteration 4Q: 3 clusters Score -583748.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -583826.000000 Penalty: 4215.619629 Iteration 5Q: 3 clusters Score -583826 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -583902.625000 Penalty: 4215.619629 Iteration 6Q: 3 clusters Score -583902.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -583990.000000 Penalty: 4215.619629 Iteration 7Q: 3 clusters Score -583990 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -584091.750000 Penalty: 4215.619629 Iteration 8Q: 3 clusters Score -584091.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -584188.312500 Penalty: 4215.619629 Iteration 9Q: 3 clusters Score -584188.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -584263.937500 Penalty: 4215.619629 Iteration 10Q: 3 clusters Score -584263.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -584341.312500 Penalty: 4215.619629 Iteration 11Q: 3 clusters Score -584341.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -584413.437500 Penalty: 4215.619629 Iteration 12Q: 3 clusters Score -584413.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -584479.312500 Penalty: 4215.619629 Iteration 13Q: 3 clusters Score -584479.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -584547.312500 Penalty: 4215.619629 Iteration 14Q: 3 clusters Score -584547.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -584617.250000 Penalty: 4215.619629 Iteration 15Q: 3 clusters Score -584617.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -584697.812500 Penalty: 4215.619629 Iteration 16Q: 3 clusters Score -584697.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -584768.500000 Penalty: 4215.619629 Iteration 17Q: 3 clusters Score -584768.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -584845.250000 Penalty: 4215.619629 Iteration 18Q: 3 clusters Score -584845.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -584916.812500 Penalty: 4215.619629 Iteration 19Q: 3 clusters Score -584916.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -584971.875000 Penalty: 4215.619629 Iteration 20F: 3 clusters Score -584971.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -585018.750000 Penalty: 4215.619629 Iteration 21Q: 3 clusters Score -585018.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -585057.937500 Penalty: 4215.619629 Iteration 22Q: 3 clusters Score -585057.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -585087.750000 Penalty: 4215.619629 Iteration 23Q: 3 clusters Score -585087.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -585110.437500 Penalty: 4215.619629 Iteration 24Q: 3 clusters Score -585110.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -585127.125000 Penalty: 4215.619629 Iteration 25Q: 3 clusters Score -585127.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -585143.125000 Penalty: 4215.619629 Iteration 26Q: 3 clusters Score -585143.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -585153.562500 Penalty: 4215.619629 Iteration 27Q: 3 clusters Score -585153.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -585158.375000 Penalty: 4215.619629 Iteration 28Q: 3 clusters Score -585158.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -585160.250000 Penalty: 4215.619629 Iteration 29Q: 3 clusters Score -585160.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -585161.562500 Penalty: 4215.619629 Iteration 30Q: 3 clusters Score -585161.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -585161.812500 Penalty: 4215.619629 Iteration 31Q: 3 clusters Score -585161.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -585164.562500 Penalty: 4215.619629 Iteration 32Q: 3 clusters Score -585164.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -585164.625000 Penalty: 4215.619629 Iteration 33Q: 3 clusters Score -585164.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -585164.625000 Penalty: 4215.619629 Iteration 34F: 3 clusters Score -585164.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Entering Unmasked Estep Score: -895332.812500 Penalty: 2211.559570 Iteration 0F: 2 clusters Score -895332.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -889296.687500 Penalty: 4423.119141 Iteration 0F: 3 clusters Score -889296.7 nChanged 3063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -890977.125000 Penalty: 4423.119141 Iteration 1F: 3 clusters Score -890977.1 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -891311.062500 Penalty: 4423.119141 Iteration 2F: 3 clusters Score -891311.1 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -891547.687500 Penalty: 4423.119141 Iteration 3F: 3 clusters Score -891547.7 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -891743.562500 Penalty: 4423.119141 Iteration 4Q: 3 clusters Score -891743.6 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -891909.062500 Penalty: 4423.119141 Iteration 5Q: 3 clusters Score -891909.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -892077.937500 Penalty: 4423.119141 Iteration 6Q: 3 clusters Score -892077.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -892232.312500 Penalty: 4423.119141 Iteration 7Q: 3 clusters Score -892232.3 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -892375.875000 Penalty: 4423.119141 Iteration 8Q: 3 clusters Score -892375.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -892527.875000 Penalty: 4423.119141 Iteration 9Q: 3 clusters Score -892527.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -892719.812500 Penalty: 4423.119141 Iteration 10Q: 3 clusters Score -892719.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -892900.687500 Penalty: 4423.119141 Iteration 11Q: 3 clusters Score -892900.7 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -893087.687500 Penalty: 4423.119141 Iteration 12Q: 3 clusters Score -893087.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -893243.375000 Penalty: 4423.119141 Iteration 13Q: 3 clusters Score -893243.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -893382.562500 Penalty: 4423.119141 Iteration 14Q: 3 clusters Score -893382.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -893493.000000 Penalty: 4423.119141 Iteration 15Q: 3 clusters Score -893493 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -893571.062500 Penalty: 4423.119141 Iteration 16Q: 3 clusters Score -893571.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -893633.187500 Penalty: 4423.119141 Iteration 17Q: 3 clusters Score -893633.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -893669.812500 Penalty: 4423.119141 Iteration 18Q: 3 clusters Score -893669.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -893697.750000 Penalty: 4423.119141 Iteration 19Q: 3 clusters Score -893697.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -893721.437500 Penalty: 4423.119141 Iteration 20F: 3 clusters Score -893721.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -893744.062500 Penalty: 4423.119141 Iteration 21Q: 3 clusters Score -893744.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -893760.687500 Penalty: 4423.119141 Iteration 22Q: 3 clusters Score -893760.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -893773.062500 Penalty: 4423.119141 Iteration 23Q: 3 clusters Score -893773.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -893783.500000 Penalty: 4423.119141 Iteration 24Q: 3 clusters Score -893783.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -893789.812500 Penalty: 4423.119141 Iteration 25Q: 3 clusters Score -893789.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -893796.187500 Penalty: 4423.119141 Iteration 26Q: 3 clusters Score -893796.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -893801.562500 Penalty: 4423.119141 Iteration 27Q: 3 clusters Score -893801.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 6774 members Entering Unmasked Estep Score: -893806.000000 Penalty: 4423.119141 Iteration 28Q: 3 clusters Score -893806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -893807.812500 Penalty: 4423.119141 Iteration 29Q: 3 clusters Score -893807.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -893813.562500 Penalty: 4423.119141 Iteration 30Q: 3 clusters Score -893813.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -893815.375000 Penalty: 4423.119141 Iteration 31Q: 3 clusters Score -893815.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -893821.437500 Penalty: 4423.119141 Iteration 32Q: 3 clusters Score -893821.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -893827.437500 Penalty: 4423.119141 Iteration 33Q: 3 clusters Score -893827.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -893837.062500 Penalty: 4423.119141 Iteration 34Q: 3 clusters Score -893837.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -893842.312500 Penalty: 4423.119141 Iteration 35Q: 3 clusters Score -893842.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -893846.937500 Penalty: 4423.119141 Iteration 36Q: 3 clusters Score -893846.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -893850.812500 Penalty: 4423.119141 Iteration 37Q: 3 clusters Score -893850.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -893862.500000 Penalty: 4423.119141 Iteration 38Q: 3 clusters Score -893862.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -893868.937500 Penalty: 4423.119141 Iteration 39Q: 3 clusters Score -893868.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -893870.125000 Penalty: 4423.119141 Iteration 40F: 3 clusters Score -893870.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -893868.937500 Penalty: 4423.119141 Iteration 41Q: 3 clusters Score -893868.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -893868.937500 Penalty: 4423.119141 Iteration 42F: 3 clusters Score -893868.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5227 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Entering Unmasked Estep Score: -634130.312500 Penalty: 2123.275146 Iteration 0F: 2 clusters Score -634130.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -629470.062500 Penalty: 4246.550293 Iteration 0F: 3 clusters Score -629470.1 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -630643.812500 Penalty: 4246.550293 Iteration 1F: 3 clusters Score -630643.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -630869.750000 Penalty: 4246.550293 Iteration 2F: 3 clusters Score -630869.8 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -631030.687500 Penalty: 4246.550293 Iteration 3F: 3 clusters Score -631030.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -631138.250000 Penalty: 4246.550293 Iteration 4Q: 3 clusters Score -631138.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -631230.687500 Penalty: 4246.550293 Iteration 5Q: 3 clusters Score -631230.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -631310.250000 Penalty: 4246.550293 Iteration 6Q: 3 clusters Score -631310.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -631372.062500 Penalty: 4246.550293 Iteration 7Q: 3 clusters Score -631372.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -631447.937500 Penalty: 4246.550293 Iteration 8Q: 3 clusters Score -631447.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -631527.000000 Penalty: 4246.550293 Iteration 9Q: 3 clusters Score -631527 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -631612.312500 Penalty: 4246.550293 Iteration 10Q: 3 clusters Score -631612.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -631698.187500 Penalty: 4246.550293 Iteration 11Q: 3 clusters Score -631698.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -631794.687500 Penalty: 4246.550293 Iteration 12Q: 3 clusters Score -631794.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -631881.562500 Penalty: 4246.550293 Iteration 13Q: 3 clusters Score -631881.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -631956.562500 Penalty: 4246.550293 Iteration 14Q: 3 clusters Score -631956.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -632032.125000 Penalty: 4246.550293 Iteration 15Q: 3 clusters Score -632032.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -632097.937500 Penalty: 4246.550293 Iteration 16Q: 3 clusters Score -632097.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -632163.875000 Penalty: 4246.550293 Iteration 17Q: 3 clusters Score -632163.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -632236.875000 Penalty: 4246.550293 Iteration 18Q: 3 clusters Score -632236.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -632307.375000 Penalty: 4246.550293 Iteration 19Q: 3 clusters Score -632307.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -632363.937500 Penalty: 4246.550293 Iteration 20F: 3 clusters Score -632363.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -632410.187500 Penalty: 4246.550293 Iteration 21Q: 3 clusters Score -632410.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -632450.437500 Penalty: 4246.550293 Iteration 22Q: 3 clusters Score -632450.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -632483.625000 Penalty: 4246.550293 Iteration 23Q: 3 clusters Score -632483.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -632518.312500 Penalty: 4246.550293 Iteration 24Q: 3 clusters Score -632518.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -632540.562500 Penalty: 4246.550293 Iteration 25Q: 3 clusters Score -632540.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -632562.125000 Penalty: 4246.550293 Iteration 26Q: 3 clusters Score -632562.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -632578.500000 Penalty: 4246.550293 Iteration 27Q: 3 clusters Score -632578.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -632597.312500 Penalty: 4246.550293 Iteration 28Q: 3 clusters Score -632597.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -632611.125000 Penalty: 4246.550293 Iteration 29Q: 3 clusters Score -632611.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -632622.937500 Penalty: 4246.550293 Iteration 30Q: 3 clusters Score -632622.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -632628.937500 Penalty: 4246.550293 Iteration 31Q: 3 clusters Score -632628.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -632636.937500 Penalty: 4246.550293 Iteration 32Q: 3 clusters Score -632636.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -632642.750000 Penalty: 4246.550293 Iteration 33Q: 3 clusters Score -632642.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -632651.250000 Penalty: 4246.550293 Iteration 34Q: 3 clusters Score -632651.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -632656.875000 Penalty: 4246.550293 Iteration 35Q: 3 clusters Score -632656.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -632664.125000 Penalty: 4246.550293 Iteration 36Q: 3 clusters Score -632664.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -632669.312500 Penalty: 4246.550293 Iteration 37Q: 3 clusters Score -632669.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -632670.562500 Penalty: 4246.550293 Iteration 38Q: 3 clusters Score -632670.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -632671.125000 Penalty: 4246.550293 Iteration 39Q: 3 clusters Score -632671.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -632671.125000 Penalty: 4246.550293 Iteration 40F: 3 clusters Score -632671.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (54765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54765 members Entering Unmasked Estep Score: -6658315.000000 Penalty: 2705.880127 Iteration 0F: 2 clusters Score -6658315 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27607 members Mstep: Class 2 contains 27158 members Entering Unmasked Estep Score: -6621353.500000 Penalty: 5411.760254 Iteration 0F: 3 clusters Score -6621354 nChanged 25551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29688 members Mstep: Class 2 contains 25077 members Entering Unmasked Estep Score: -6635761.000000 Penalty: 5411.760254 Iteration 1F: 3 clusters Score -6635761 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31130 members Mstep: Class 2 contains 23635 members Entering Unmasked Estep Score: -6636592.000000 Penalty: 5411.760254 Iteration 2Q: 3 clusters Score -6636592 nChanged 2768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33348 members Mstep: Class 2 contains 21417 members Entering Unmasked Estep Score: -6637827.500000 Penalty: 5411.760254 Iteration 3F: 3 clusters Score -6637828 nChanged 3479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36529 members Mstep: Class 2 contains 18236 members Entering Unmasked Estep Score: -6639871.500000 Penalty: 5411.760254 Iteration 4F: 3 clusters Score -6639872 nChanged 4359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40698 members Mstep: Class 2 contains 14067 members Entering Unmasked Estep Score: -6643355.000000 Penalty: 5411.760254 Iteration 5F: 3 clusters Score -6643355 nChanged 4730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45266 members Mstep: Class 2 contains 9499 members Entering Unmasked Estep Score: -6647665.500000 Penalty: 5411.760254 Iteration 6F: 3 clusters Score -6647666 nChanged 3930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49078 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -6651326.000000 Penalty: 5411.760254 Iteration 7F: 3 clusters Score -6651326 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51507 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -6653571.000000 Penalty: 5411.760254 Iteration 8Q: 3 clusters Score -6653571 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52898 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -6654766.500000 Penalty: 5411.760254 Iteration 9Q: 3 clusters Score -6654766 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53591 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -6655322.500000 Penalty: 5411.760254 Iteration 10Q: 3 clusters Score -6655322 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53931 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -6655599.500000 Penalty: 5411.760254 Iteration 11Q: 3 clusters Score -6655600 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54107 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -6655734.500000 Penalty: 5411.760254 Iteration 12Q: 3 clusters Score -6655734 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54192 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -6655830.000000 Penalty: 5411.760254 Iteration 13Q: 3 clusters Score -6655830 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54231 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -6655877.500000 Penalty: 5411.760254 Iteration 14Q: 3 clusters Score -6655878 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54257 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -6655906.000000 Penalty: 5411.760254 Iteration 15Q: 3 clusters Score -6655906 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54270 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -6655917.500000 Penalty: 5411.760254 Iteration 16Q: 3 clusters Score -6655918 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54282 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -6655926.000000 Penalty: 5411.760254 Iteration 17Q: 3 clusters Score -6655926 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54292 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -6655941.000000 Penalty: 5411.760254 Iteration 18Q: 3 clusters Score -6655941 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54303 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -6655955.000000 Penalty: 5411.760254 Iteration 19Q: 3 clusters Score -6655955 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54317 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -6655976.500000 Penalty: 5411.760254 Iteration 20F: 3 clusters Score -6655976 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54326 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -6655987.500000 Penalty: 5411.760254 Iteration 21Q: 3 clusters Score -6655988 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54332 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -6655994.500000 Penalty: 5411.760254 Iteration 22Q: 3 clusters Score -6655994 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54338 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -6656009.500000 Penalty: 5411.760254 Iteration 23Q: 3 clusters Score -6656010 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54345 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -6656016.000000 Penalty: 5411.760254 Iteration 24Q: 3 clusters Score -6656016 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54346 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -6656011.500000 Penalty: 5411.760254 Iteration 25Q: 3 clusters Score -6656012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54347 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -6656012.500000 Penalty: 5411.760254 Iteration 26Q: 3 clusters Score -6656012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54347 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -6656012.500000 Penalty: 5411.760254 Iteration 27F: 3 clusters Score -6656012 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Entering Unmasked Estep Score: -197363.796875 Penalty: 1840.006348 Iteration 0F: 2 clusters Score -197363.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -194931.781250 Penalty: 3680.012695 Iteration 0F: 3 clusters Score -194931.8 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -195284.421875 Penalty: 3680.012695 Iteration 1F: 3 clusters Score -195284.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -195424.531250 Penalty: 3680.012695 Iteration 2F: 3 clusters Score -195424.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -195506.828125 Penalty: 3680.012695 Iteration 3F: 3 clusters Score -195506.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -195539.875000 Penalty: 3680.012695 Iteration 4Q: 3 clusters Score -195539.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -195559.953125 Penalty: 3680.012695 Iteration 5Q: 3 clusters Score -195560 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -195572.593750 Penalty: 3680.012695 Iteration 6Q: 3 clusters Score -195572.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -195584.875000 Penalty: 3680.012695 Iteration 7Q: 3 clusters Score -195584.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -195596.062500 Penalty: 3680.012695 Iteration 8Q: 3 clusters Score -195596.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -195606.859375 Penalty: 3680.012695 Iteration 9Q: 3 clusters Score -195606.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -195621.375000 Penalty: 3680.012695 Iteration 10Q: 3 clusters Score -195621.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -195638.796875 Penalty: 3680.012695 Iteration 11Q: 3 clusters Score -195638.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -195644.906250 Penalty: 3680.012695 Iteration 12Q: 3 clusters Score -195644.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -195654.953125 Penalty: 3680.012695 Iteration 13Q: 3 clusters Score -195655 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -195667.515625 Penalty: 3680.012695 Iteration 14Q: 3 clusters Score -195667.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -195676.265625 Penalty: 3680.012695 Iteration 15Q: 3 clusters Score -195676.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -195682.343750 Penalty: 3680.012695 Iteration 16Q: 3 clusters Score -195682.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -195692.921875 Penalty: 3680.012695 Iteration 17Q: 3 clusters Score -195692.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -195700.656250 Penalty: 3680.012695 Iteration 18Q: 3 clusters Score -195700.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -195704.750000 Penalty: 3680.012695 Iteration 19Q: 3 clusters Score -195704.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -195708.546875 Penalty: 3680.012695 Iteration 20F: 3 clusters Score -195708.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -195719.140625 Penalty: 3680.012695 Iteration 21Q: 3 clusters Score -195719.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -195726.734375 Penalty: 3680.012695 Iteration 22Q: 3 clusters Score -195726.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -195737.437500 Penalty: 3680.012695 Iteration 23Q: 3 clusters Score -195737.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -195744.484375 Penalty: 3680.012695 Iteration 24Q: 3 clusters Score -195744.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -195755.078125 Penalty: 3680.012695 Iteration 25Q: 3 clusters Score -195755.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -195758.906250 Penalty: 3680.012695 Iteration 26Q: 3 clusters Score -195758.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -195761.625000 Penalty: 3680.012695 Iteration 27Q: 3 clusters Score -195761.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -195763.015625 Penalty: 3680.012695 Iteration 28Q: 3 clusters Score -195763 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -195763.671875 Penalty: 3680.012695 Iteration 29Q: 3 clusters Score -195763.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -195763.671875 Penalty: 3680.012695 Iteration 30F: 3 clusters Score -195763.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (99679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99679 members Entering Unmasked Estep Score: -12088506.000000 Penalty: 2854.408203 Iteration 0F: 2 clusters Score -1.208851e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49854 members Mstep: Class 2 contains 49825 members Entering Unmasked Estep Score: -12021892.000000 Penalty: 5708.816406 Iteration 0F: 3 clusters Score -1.202189e+07 nChanged 47087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50661 members Mstep: Class 2 contains 49018 members Entering Unmasked Estep Score: -12048614.000000 Penalty: 5708.816406 Iteration 1F: 3 clusters Score -1.204861e+07 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51051 members Mstep: Class 2 contains 48628 members Entering Unmasked Estep Score: -12049253.000000 Penalty: 5708.816406 Iteration 2Q: 3 clusters Score -1.204925e+07 nChanged 3251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51632 members Mstep: Class 2 contains 48047 members Entering Unmasked Estep Score: -12050106.000000 Penalty: 5708.816406 Iteration 3Q: 3 clusters Score -1.205011e+07 nChanged 3406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52516 members Mstep: Class 2 contains 47163 members Entering Unmasked Estep Score: -12051039.000000 Penalty: 5708.816406 Iteration 4Q: 3 clusters Score -1.205104e+07 nChanged 3745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53821 members Mstep: Class 2 contains 45858 members Entering Unmasked Estep Score: -12052349.000000 Penalty: 5708.816406 Iteration 5Q: 3 clusters Score -1.205235e+07 nChanged 4142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55619 members Mstep: Class 2 contains 44060 members Entering Unmasked Estep Score: -12053791.000000 Penalty: 5708.816406 Iteration 6Q: 3 clusters Score -1.205379e+07 nChanged 4508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57967 members Mstep: Class 2 contains 41712 members Entering Unmasked Estep Score: -12055599.000000 Penalty: 5708.816406 Iteration 7Q: 3 clusters Score -1.20556e+07 nChanged 4859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61034 members Mstep: Class 2 contains 38645 members Entering Unmasked Estep Score: -12057826.000000 Penalty: 5708.816406 Iteration 8Q: 3 clusters Score -1.205783e+07 nChanged 5187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64811 members Mstep: Class 2 contains 34868 members Entering Unmasked Estep Score: -12060683.000000 Penalty: 5708.816406 Iteration 9F: 3 clusters Score -1.206068e+07 nChanged 5512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69281 members Mstep: Class 2 contains 30398 members Entering Unmasked Estep Score: -12063769.000000 Penalty: 5708.816406 Iteration 10F: 3 clusters Score -1.206377e+07 nChanged 5572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74297 members Mstep: Class 2 contains 25382 members Entering Unmasked Estep Score: -12067211.000000 Penalty: 5708.816406 Iteration 11F: 3 clusters Score -1.206721e+07 nChanged 5451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79492 members Mstep: Class 2 contains 20187 members Entering Unmasked Estep Score: -12070918.000000 Penalty: 5708.816406 Iteration 12F: 3 clusters Score -1.207092e+07 nChanged 5119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84557 members Mstep: Class 2 contains 15122 members Entering Unmasked Estep Score: -12074745.000000 Penalty: 5708.816406 Iteration 13F: 3 clusters Score -1.207474e+07 nChanged 4497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89054 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -12078179.000000 Penalty: 5708.816406 Iteration 14Q: 3 clusters Score -1.207818e+07 nChanged 3551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92601 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -12081060.000000 Penalty: 5708.816406 Iteration 15Q: 3 clusters Score -1.208106e+07 nChanged 2511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95108 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -12083136.000000 Penalty: 5708.816406 Iteration 16Q: 3 clusters Score -1.208314e+07 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96723 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -12084430.000000 Penalty: 5708.816406 Iteration 17Q: 3 clusters Score -1.208443e+07 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97639 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -12085125.000000 Penalty: 5708.816406 Iteration 18Q: 3 clusters Score -1.208512e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98127 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -12085503.000000 Penalty: 5708.816406 Iteration 19Q: 3 clusters Score -1.20855e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98425 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -12085767.000000 Penalty: 5708.816406 Iteration 20F: 3 clusters Score -1.208577e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98587 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -12085895.000000 Penalty: 5708.816406 Iteration 21Q: 3 clusters Score -1.20859e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98696 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -12085997.000000 Penalty: 5708.816406 Iteration 22Q: 3 clusters Score -1.2086e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98769 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -12086057.000000 Penalty: 5708.816406 Iteration 23Q: 3 clusters Score -1.208606e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98821 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -12086119.000000 Penalty: 5708.816406 Iteration 24Q: 3 clusters Score -1.208612e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98859 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -12086179.000000 Penalty: 5708.816406 Iteration 25Q: 3 clusters Score -1.208618e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98888 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -12086222.000000 Penalty: 5708.816406 Iteration 26Q: 3 clusters Score -1.208622e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98901 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -12086253.000000 Penalty: 5708.816406 Iteration 27Q: 3 clusters Score -1.208625e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98920 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -12086298.000000 Penalty: 5708.816406 Iteration 28Q: 3 clusters Score -1.20863e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98936 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -12086349.000000 Penalty: 5708.816406 Iteration 29Q: 3 clusters Score -1.208635e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98948 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -12086366.000000 Penalty: 5708.816406 Iteration 30Q: 3 clusters Score -1.208637e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98948 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -12086390.000000 Penalty: 5708.816406 Iteration 31Q: 3 clusters Score -1.208639e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98946 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -12086385.000000 Penalty: 5708.816406 Iteration 32Q: 3 clusters Score -1.208638e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98943 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -12086391.000000 Penalty: 5708.816406 Iteration 33Q: 3 clusters Score -1.208639e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98946 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -12086414.000000 Penalty: 5708.816406 Iteration 34Q: 3 clusters Score -1.208641e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98949 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -12086424.000000 Penalty: 5708.816406 Iteration 35Q: 3 clusters Score -1.208642e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98949 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -12086433.000000 Penalty: 5708.816406 Iteration 36Q: 3 clusters Score -1.208643e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98951 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -12086434.000000 Penalty: 5708.816406 Iteration 37Q: 3 clusters Score -1.208643e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98952 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -12086425.000000 Penalty: 5708.816406 Iteration 38Q: 3 clusters Score -1.208642e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98953 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -12086434.000000 Penalty: 5708.816406 Iteration 39Q: 3 clusters Score -1.208643e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98952 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -12086429.000000 Penalty: 5708.816406 Iteration 40F: 3 clusters Score -1.208643e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98951 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -12086427.000000 Penalty: 5708.816406 Iteration 41Q: 3 clusters Score -1.208643e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98949 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -12086430.000000 Penalty: 5708.816406 Iteration 42Q: 3 clusters Score -1.208643e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98948 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -12086423.000000 Penalty: 5708.816406 Iteration 43Q: 3 clusters Score -1.208642e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98947 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -12086422.000000 Penalty: 5708.816406 Iteration 44Q: 3 clusters Score -1.208642e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98947 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -12086422.000000 Penalty: 5708.816406 Iteration 45F: 3 clusters Score -1.208642e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 13036 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5684 members Mstep: Class 5 contains 14660 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27630 members Mstep: Class 8 contains 10597 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7462 members Mstep: Class 15 contains 5227 members Mstep: Class 17 contains 54765 members Mstep: Class 19 contains 1668 members Mstep: Class 21 contains 99679 members Entering Unmasked Estep ConsiderDeletion Score: -33511940.000000 Penalty: 56051.496094 Iteration 119Q: 19 clusters Score -3.351194e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 13032 members Mstep: Class 3 contains 8478 members Mstep: Class 4 contains 5683 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27632 members Mstep: Class 8 contains 10594 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3260 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5225 members Mstep: Class 17 contains 54765 members Mstep: Class 19 contains 1670 members Mstep: Class 21 contains 99681 members Entering Unmasked Estep ConsiderDeletion Score: -33511938.000000 Penalty: 56051.496094 Iteration 120F: 19 clusters Score -3.351194e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 13030 members Mstep: Class 3 contains 8479 members Mstep: Class 4 contains 5685 members Mstep: Class 5 contains 14660 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27635 members Mstep: Class 8 contains 10584 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3260 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5225 members Mstep: Class 17 contains 54765 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99678 members Entering Unmasked Estep ConsiderDeletion Score: -33511924.000000 Penalty: 56051.496094 Iteration 121Q: 19 clusters Score -3.351192e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 13027 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5688 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27641 members Mstep: Class 8 contains 10576 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3260 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11011 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5225 members Mstep: Class 17 contains 54764 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99676 members Entering Unmasked Estep ConsiderDeletion Score: -33511926.000000 Penalty: 56051.496094 Iteration 122Q: 19 clusters Score -3.351193e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 13025 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5691 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27645 members Mstep: Class 8 contains 10564 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3259 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11010 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5226 members Mstep: Class 17 contains 54763 members Mstep: Class 19 contains 1672 members Mstep: Class 21 contains 99673 members Entering Unmasked Estep ConsiderDeletion Score: -33511904.000000 Penalty: 56051.496094 Iteration 123Q: 19 clusters Score -3.35119e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 13024 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5691 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27647 members Mstep: Class 8 contains 10556 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3259 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11010 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5227 members Mstep: Class 17 contains 54762 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99672 members Entering Unmasked Estep ConsiderDeletion Score: -33511922.000000 Penalty: 56051.496094 Iteration 124Q: 19 clusters Score -3.351192e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 13023 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5692 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27648 members Mstep: Class 8 contains 10546 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3259 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11010 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5227 members Mstep: Class 17 contains 54761 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99673 members Entering Unmasked Estep ConsiderDeletion Score: -33511886.000000 Penalty: 56051.496094 Iteration 125Q: 19 clusters Score -3.351189e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7033 members Mstep: Class 2 contains 13023 members Mstep: Class 3 contains 8477 members Mstep: Class 4 contains 5693 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27648 members Mstep: Class 8 contains 10544 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3259 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11010 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5226 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99670 members Entering Unmasked Estep ConsiderDeletion Score: -33511872.000000 Penalty: 56051.496094 Iteration 126Q: 19 clusters Score -3.351187e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 13021 members Mstep: Class 3 contains 8476 members Mstep: Class 4 contains 5694 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27652 members Mstep: Class 8 contains 10539 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3260 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11010 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7465 members Mstep: Class 15 contains 5225 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99669 members Entering Unmasked Estep ConsiderDeletion Score: -33511910.000000 Penalty: 56051.496094 Iteration 127Q: 19 clusters Score -3.351191e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 13021 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5697 members Mstep: Class 5 contains 14660 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27652 members Mstep: Class 8 contains 10539 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7465 members Mstep: Class 15 contains 5224 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99669 members Entering Unmasked Estep ConsiderDeletion Score: -33511888.000000 Penalty: 56051.496094 Iteration 128Q: 19 clusters Score -3.351189e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 13022 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5697 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27653 members Mstep: Class 8 contains 10538 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7465 members Mstep: Class 15 contains 5224 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99669 members Entering Unmasked Estep ConsiderDeletion Score: -33511898.000000 Penalty: 56051.496094 Iteration 129Q: 19 clusters Score -3.35119e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 13019 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5700 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27655 members Mstep: Class 8 contains 10535 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7465 members Mstep: Class 15 contains 5223 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99668 members Entering Unmasked Estep ConsiderDeletion Score: -33511906.000000 Penalty: 56051.496094 Iteration 130Q: 19 clusters Score -3.351191e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 13017 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5698 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27657 members Mstep: Class 8 contains 10530 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3260 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7465 members Mstep: Class 15 contains 5224 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99669 members Entering Unmasked Estep ConsiderDeletion Score: -33511870.000000 Penalty: 56051.496094 Iteration 131Q: 19 clusters Score -3.351187e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5697 members Mstep: Class 5 contains 14660 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27659 members Mstep: Class 8 contains 10528 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5223 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99672 members Entering Unmasked Estep ConsiderDeletion Score: -33511904.000000 Penalty: 56051.496094 Iteration 132Q: 19 clusters Score -3.35119e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5696 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27656 members Mstep: Class 8 contains 10527 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5223 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99675 members Entering Unmasked Estep ConsiderDeletion Score: -33511906.000000 Penalty: 56051.496094 Iteration 133Q: 19 clusters Score -3.351191e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5697 members Mstep: Class 5 contains 14662 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27656 members Mstep: Class 8 contains 10525 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99674 members Entering Unmasked Estep ConsiderDeletion Score: -33511926.000000 Penalty: 56051.496094 Iteration 134Q: 19 clusters Score -3.351193e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5697 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27656 members Mstep: Class 8 contains 10526 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99673 members Entering Unmasked Estep ConsiderDeletion Score: -33511924.000000 Penalty: 56051.496094 Iteration 135Q: 19 clusters Score -3.351192e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5697 members Mstep: Class 5 contains 14662 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27655 members Mstep: Class 8 contains 10526 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99672 members Entering Unmasked Estep ConsiderDeletion Score: -33511938.000000 Penalty: 56051.496094 Iteration 136Q: 19 clusters Score -3.351194e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5697 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27655 members Mstep: Class 8 contains 10525 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99671 members Entering Unmasked Estep ConsiderDeletion Score: -33511952.000000 Penalty: 56051.496094 Iteration 137Q: 19 clusters Score -3.351195e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5697 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27658 members Mstep: Class 8 contains 10524 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99670 members Entering Unmasked Estep ConsiderDeletion Score: -33511966.000000 Penalty: 56051.496094 Iteration 138Q: 19 clusters Score -3.351197e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5698 members Mstep: Class 5 contains 14661 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27658 members Mstep: Class 8 contains 10522 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99670 members Entering Unmasked Estep ConsiderDeletion Score: -33511968.000000 Penalty: 56051.496094 Iteration 139Q: 19 clusters Score -3.351197e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5699 members Mstep: Class 5 contains 14660 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27658 members Mstep: Class 8 contains 10520 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7464 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54760 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99669 members Entering Unmasked Estep ConsiderDeletion Score: -33511960.000000 Penalty: 56051.496094 Iteration 140F: 19 clusters Score -3.351196e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5698 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27658 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54761 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99669 members Entering Unmasked Estep ConsiderDeletion Score: -33511992.000000 Penalty: 56051.496094 Iteration 141Q: 19 clusters Score -3.351199e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5698 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27657 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54761 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99669 members Entering Unmasked Estep ConsiderDeletion Score: -33511968.000000 Penalty: 56051.496094 Iteration 142Q: 19 clusters Score -3.351197e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5698 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27657 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54761 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99668 members Entering Unmasked Estep ConsiderDeletion Score: -33511970.000000 Penalty: 56051.496094 Iteration 143Q: 19 clusters Score -3.351197e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5698 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27657 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54761 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99667 members Entering Unmasked Estep ConsiderDeletion Score: -33511976.000000 Penalty: 56051.496094 Iteration 144Q: 19 clusters Score -3.351198e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 13013 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5698 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27657 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5222 members Mstep: Class 17 contains 54761 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99667 members Entering Unmasked Estep ConsiderDeletion Score: -33511976.000000 Penalty: 56051.496094 Iteration 145F: 19 clusters Score -3.351198e+07 nChanged 0 Entering ConstructFrom: Score: -33511976.000000 Penalty: 56051.496094 Entering ConstructFrom: Trying to split cluster 1 (7063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Entering Unmasked Estep Score: -862287.625000 Penalty: 2197.931152 Iteration 0F: 2 clusters Score -862287.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -856473.562500 Penalty: 4395.862305 Iteration 0F: 3 clusters Score -856473.6 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -858018.750000 Penalty: 4395.862305 Iteration 1F: 3 clusters Score -858018.8 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -858225.562500 Penalty: 4395.862305 Iteration 2F: 3 clusters Score -858225.6 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -858358.062500 Penalty: 4395.862305 Iteration 3Q: 3 clusters Score -858358.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -858459.312500 Penalty: 4395.862305 Iteration 4Q: 3 clusters Score -858459.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -858565.562500 Penalty: 4395.862305 Iteration 5Q: 3 clusters Score -858565.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -858668.437500 Penalty: 4395.862305 Iteration 6Q: 3 clusters Score -858668.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -858756.125000 Penalty: 4395.862305 Iteration 7Q: 3 clusters Score -858756.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -858850.875000 Penalty: 4395.862305 Iteration 8Q: 3 clusters Score -858850.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -858947.875000 Penalty: 4395.862305 Iteration 9Q: 3 clusters Score -858947.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -859061.062500 Penalty: 4395.862305 Iteration 10Q: 3 clusters Score -859061.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -859193.312500 Penalty: 4395.862305 Iteration 11Q: 3 clusters Score -859193.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -859336.750000 Penalty: 4395.862305 Iteration 12Q: 3 clusters Score -859336.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -859487.375000 Penalty: 4395.862305 Iteration 13Q: 3 clusters Score -859487.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -859635.375000 Penalty: 4395.862305 Iteration 14Q: 3 clusters Score -859635.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -859783.375000 Penalty: 4395.862305 Iteration 15Q: 3 clusters Score -859783.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -859920.125000 Penalty: 4395.862305 Iteration 16Q: 3 clusters Score -859920.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -860022.437500 Penalty: 4395.862305 Iteration 17Q: 3 clusters Score -860022.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -860110.812500 Penalty: 4395.862305 Iteration 18Q: 3 clusters Score -860110.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -860174.500000 Penalty: 4395.862305 Iteration 19Q: 3 clusters Score -860174.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -860224.937500 Penalty: 4395.862305 Iteration 20F: 3 clusters Score -860224.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -860273.000000 Penalty: 4395.862305 Iteration 21Q: 3 clusters Score -860273 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -860309.375000 Penalty: 4395.862305 Iteration 22Q: 3 clusters Score -860309.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -860339.437500 Penalty: 4395.862305 Iteration 23Q: 3 clusters Score -860339.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -860357.687500 Penalty: 4395.862305 Iteration 24Q: 3 clusters Score -860357.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -860381.187500 Penalty: 4395.862305 Iteration 25Q: 3 clusters Score -860381.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -860395.687500 Penalty: 4395.862305 Iteration 26Q: 3 clusters Score -860395.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -860404.250000 Penalty: 4395.862305 Iteration 27Q: 3 clusters Score -860404.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -860408.062500 Penalty: 4395.862305 Iteration 28Q: 3 clusters Score -860408.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -860411.687500 Penalty: 4395.862305 Iteration 29Q: 3 clusters Score -860411.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -860415.625000 Penalty: 4395.862305 Iteration 30Q: 3 clusters Score -860415.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -860417.375000 Penalty: 4395.862305 Iteration 31Q: 3 clusters Score -860417.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -860418.000000 Penalty: 4395.862305 Iteration 32Q: 3 clusters Score -860418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -860418.562500 Penalty: 4395.862305 Iteration 33Q: 3 clusters Score -860418.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -860418.562500 Penalty: 4395.862305 Iteration 34F: 3 clusters Score -860418.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13013 members Entering Unmasked Estep Score: -1556471.875000 Penalty: 2349.478760 Iteration 0F: 2 clusters Score -1556472 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -1546711.250000 Penalty: 4698.957520 Iteration 0F: 3 clusters Score -1546711 nChanged 5529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -1549695.125000 Penalty: 4698.957520 Iteration 1F: 3 clusters Score -1549695 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -1550082.500000 Penalty: 4698.957520 Iteration 2F: 3 clusters Score -1550082 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -1550436.250000 Penalty: 4698.957520 Iteration 3F: 3 clusters Score -1550436 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -1550861.500000 Penalty: 4698.957520 Iteration 4Q: 3 clusters Score -1550862 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -1551394.250000 Penalty: 4698.957520 Iteration 5F: 3 clusters Score -1551394 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -1552074.875000 Penalty: 4698.957520 Iteration 6F: 3 clusters Score -1552075 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -1552797.875000 Penalty: 4698.957520 Iteration 7F: 3 clusters Score -1552798 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -1553522.625000 Penalty: 4698.957520 Iteration 8F: 3 clusters Score -1553523 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -1554213.875000 Penalty: 4698.957520 Iteration 9F: 3 clusters Score -1554214 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -1554849.000000 Penalty: 4698.957520 Iteration 10F: 3 clusters Score -1554849 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -1555379.500000 Penalty: 4698.957520 Iteration 11Q: 3 clusters Score -1555380 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -1555807.875000 Penalty: 4698.957520 Iteration 12Q: 3 clusters Score -1555808 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -1556116.625000 Penalty: 4698.957520 Iteration 13Q: 3 clusters Score -1556117 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 9271 members Entering Unmasked Estep Score: -1556276.375000 Penalty: 4698.957520 Iteration 14Q: 3 clusters Score -1556276 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -1556383.125000 Penalty: 4698.957520 Iteration 15Q: 3 clusters Score -1556383 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 9531 members Entering Unmasked Estep Score: -1556462.750000 Penalty: 4698.957520 Iteration 16Q: 3 clusters Score -1556463 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -1556522.125000 Penalty: 4698.957520 Iteration 17Q: 3 clusters Score -1556522 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -1556557.000000 Penalty: 4698.957520 Iteration 18Q: 3 clusters Score -1556557 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1556583.625000 Penalty: 4698.957520 Iteration 19Q: 3 clusters Score -1556584 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -1556613.625000 Penalty: 4698.957520 Iteration 20F: 3 clusters Score -1556614 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -1556624.750000 Penalty: 4698.957520 Iteration 21Q: 3 clusters Score -1556625 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 9873 members Entering Unmasked Estep Score: -1556638.250000 Penalty: 4698.957520 Iteration 22Q: 3 clusters Score -1556638 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -1556646.500000 Penalty: 4698.957520 Iteration 23Q: 3 clusters Score -1556646 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -1556649.500000 Penalty: 4698.957520 Iteration 24Q: 3 clusters Score -1556650 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -1556651.875000 Penalty: 4698.957520 Iteration 25Q: 3 clusters Score -1556652 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -1556651.375000 Penalty: 4698.957520 Iteration 26Q: 3 clusters Score -1556651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 9924 members Entering Unmasked Estep Score: -1556652.375000 Penalty: 4698.957520 Iteration 27Q: 3 clusters Score -1556652 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -1556652.625000 Penalty: 4698.957520 Iteration 28Q: 3 clusters Score -1556653 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -1556652.625000 Penalty: 4698.957520 Iteration 29F: 3 clusters Score -1556653 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 3088 members Mstep: Class 3 contains 8475 members Mstep: Class 4 contains 5698 members Mstep: Class 5 contains 14659 members Mstep: Class 6 contains 2755 members Mstep: Class 7 contains 27657 members Mstep: Class 8 contains 10519 members Mstep: Class 9 contains 5488 members Mstep: Class 10 contains 3262 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 11009 members Mstep: Class 13 contains 4911 members Mstep: Class 14 contains 7463 members Mstep: Class 15 contains 5222 members Mstep: Class 16 contains 9925 members Mstep: Class 17 contains 54761 members Mstep: Class 19 contains 1671 members Mstep: Class 21 contains 99667 members Entering Unmasked Estep Score: -33511416.000000 Penalty: 59165.464844 Splitting cluster 2 changes total score from -33511976.000000 to -33511416.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (8475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Entering Unmasked Estep Score: -1008601.500000 Penalty: 2243.129395 Iteration 0F: 2 clusters Score -1008602 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -1001954.375000 Penalty: 4486.258789 Iteration 0F: 3 clusters Score -1001954 nChanged 3489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1003863.000000 Penalty: 4486.258789 Iteration 1F: 3 clusters Score -1003863 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1004178.750000 Penalty: 4486.258789 Iteration 2F: 3 clusters Score -1004179 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1004454.125000 Penalty: 4486.258789 Iteration 3F: 3 clusters Score -1004454 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1004720.312500 Penalty: 4486.258789 Iteration 4F: 3 clusters Score -1004720 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1004997.500000 Penalty: 4486.258789 Iteration 5F: 3 clusters Score -1004998 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1005265.687500 Penalty: 4486.258789 Iteration 6Q: 3 clusters Score -1005266 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1005612.312500 Penalty: 4486.258789 Iteration 7Q: 3 clusters Score -1005612 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -1006102.750000 Penalty: 4486.258789 Iteration 8F: 3 clusters Score -1006103 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -1006633.125000 Penalty: 4486.258789 Iteration 9F: 3 clusters Score -1006633 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -1007134.062500 Penalty: 4486.258789 Iteration 10F: 3 clusters Score -1007134 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -1007495.062500 Penalty: 4486.258789 Iteration 11Q: 3 clusters Score -1007495 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -1007687.312500 Penalty: 4486.258789 Iteration 12Q: 3 clusters Score -1007687 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1007783.437500 Penalty: 4486.258789 Iteration 13Q: 3 clusters Score -1007783 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1007832.187500 Penalty: 4486.258789 Iteration 14Q: 3 clusters Score -1007832 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -1007874.937500 Penalty: 4486.258789 Iteration 15Q: 3 clusters Score -1007875 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1007915.000000 Penalty: 4486.258789 Iteration 16Q: 3 clusters Score -1007915 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1007945.375000 Penalty: 4486.258789 Iteration 17Q: 3 clusters Score -1007945 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -1007975.750000 Penalty: 4486.258789 Iteration 18Q: 3 clusters Score -1007976 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -1008019.937500 Penalty: 4486.258789 Iteration 19Q: 3 clusters Score -1008020 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1008060.250000 Penalty: 4486.258789 Iteration 20F: 3 clusters Score -1008060 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -1008097.625000 Penalty: 4486.258789 Iteration 21Q: 3 clusters Score -1008098 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1008120.875000 Penalty: 4486.258789 Iteration 22Q: 3 clusters Score -1008121 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1008137.812500 Penalty: 4486.258789 Iteration 23Q: 3 clusters Score -1008138 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -1008148.687500 Penalty: 4486.258789 Iteration 24Q: 3 clusters Score -1008149 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -1008162.937500 Penalty: 4486.258789 Iteration 25Q: 3 clusters Score -1008163 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1008171.937500 Penalty: 4486.258789 Iteration 26Q: 3 clusters Score -1008172 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -1008184.187500 Penalty: 4486.258789 Iteration 27Q: 3 clusters Score -1008184 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1008188.500000 Penalty: 4486.258789 Iteration 28Q: 3 clusters Score -1008188 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -1008192.437500 Penalty: 4486.258789 Iteration 29Q: 3 clusters Score -1008192 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -1008197.562500 Penalty: 4486.258789 Iteration 30Q: 3 clusters Score -1008198 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1008200.375000 Penalty: 4486.258789 Iteration 31Q: 3 clusters Score -1008200 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1008206.187500 Penalty: 4486.258789 Iteration 32Q: 3 clusters Score -1008206 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -1008209.062500 Penalty: 4486.258789 Iteration 33Q: 3 clusters Score -1008209 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1008208.125000 Penalty: 4486.258789 Iteration 34Q: 3 clusters Score -1008208 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1008212.437500 Penalty: 4486.258789 Iteration 35Q: 3 clusters Score -1008212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1008211.750000 Penalty: 4486.258789 Iteration 36Q: 3 clusters Score -1008212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1008211.812500 Penalty: 4486.258789 Iteration 37Q: 3 clusters Score -1008212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1008211.812500 Penalty: 4486.258789 Iteration 38F: 3 clusters Score -1008212 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Entering Unmasked Estep Score: -688999.250000 Penalty: 2144.671875 Iteration 0F: 2 clusters Score -688999.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -683983.500000 Penalty: 4289.343750 Iteration 0F: 3 clusters Score -683983.5 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -685205.250000 Penalty: 4289.343750 Iteration 1F: 3 clusters Score -685205.2 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -685456.250000 Penalty: 4289.343750 Iteration 2F: 3 clusters Score -685456.2 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -685620.750000 Penalty: 4289.343750 Iteration 3F: 3 clusters Score -685620.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -685740.000000 Penalty: 4289.343750 Iteration 4Q: 3 clusters Score -685740 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -685840.250000 Penalty: 4289.343750 Iteration 5Q: 3 clusters Score -685840.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -685920.375000 Penalty: 4289.343750 Iteration 6Q: 3 clusters Score -685920.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -685980.625000 Penalty: 4289.343750 Iteration 7Q: 3 clusters Score -685980.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -686033.125000 Penalty: 4289.343750 Iteration 8Q: 3 clusters Score -686033.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -686073.125000 Penalty: 4289.343750 Iteration 9Q: 3 clusters Score -686073.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -686115.875000 Penalty: 4289.343750 Iteration 10Q: 3 clusters Score -686115.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -686158.062500 Penalty: 4289.343750 Iteration 11Q: 3 clusters Score -686158.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -686185.312500 Penalty: 4289.343750 Iteration 12Q: 3 clusters Score -686185.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -686218.125000 Penalty: 4289.343750 Iteration 13Q: 3 clusters Score -686218.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -686240.250000 Penalty: 4289.343750 Iteration 14Q: 3 clusters Score -686240.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -686263.562500 Penalty: 4289.343750 Iteration 15Q: 3 clusters Score -686263.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -686294.125000 Penalty: 4289.343750 Iteration 16Q: 3 clusters Score -686294.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -686309.187500 Penalty: 4289.343750 Iteration 17Q: 3 clusters Score -686309.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -686324.125000 Penalty: 4289.343750 Iteration 18Q: 3 clusters Score -686324.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -686343.750000 Penalty: 4289.343750 Iteration 19Q: 3 clusters Score -686343.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -686366.312500 Penalty: 4289.343750 Iteration 20F: 3 clusters Score -686366.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -686385.812500 Penalty: 4289.343750 Iteration 21Q: 3 clusters Score -686385.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -686403.437500 Penalty: 4289.343750 Iteration 22Q: 3 clusters Score -686403.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -686424.875000 Penalty: 4289.343750 Iteration 23Q: 3 clusters Score -686424.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -686443.187500 Penalty: 4289.343750 Iteration 24Q: 3 clusters Score -686443.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -686459.250000 Penalty: 4289.343750 Iteration 25Q: 3 clusters Score -686459.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -686468.875000 Penalty: 4289.343750 Iteration 26Q: 3 clusters Score -686468.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -686478.687500 Penalty: 4289.343750 Iteration 27Q: 3 clusters Score -686478.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -686483.687500 Penalty: 4289.343750 Iteration 28Q: 3 clusters Score -686483.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -686491.312500 Penalty: 4289.343750 Iteration 29Q: 3 clusters Score -686491.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -686495.875000 Penalty: 4289.343750 Iteration 30Q: 3 clusters Score -686495.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -686501.312500 Penalty: 4289.343750 Iteration 31Q: 3 clusters Score -686501.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -686507.062500 Penalty: 4289.343750 Iteration 32Q: 3 clusters Score -686507.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -686509.562500 Penalty: 4289.343750 Iteration 33Q: 3 clusters Score -686509.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -686513.062500 Penalty: 4289.343750 Iteration 34Q: 3 clusters Score -686513.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -686518.562500 Penalty: 4289.343750 Iteration 35Q: 3 clusters Score -686518.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -686521.937500 Penalty: 4289.343750 Iteration 36Q: 3 clusters Score -686521.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -686526.562500 Penalty: 4289.343750 Iteration 37Q: 3 clusters Score -686526.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -686533.812500 Penalty: 4289.343750 Iteration 38Q: 3 clusters Score -686533.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -686538.562500 Penalty: 4289.343750 Iteration 39Q: 3 clusters Score -686538.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -686542.625000 Penalty: 4289.343750 Iteration 40F: 3 clusters Score -686542.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -686544.875000 Penalty: 4289.343750 Iteration 41Q: 3 clusters Score -686544.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -686549.437500 Penalty: 4289.343750 Iteration 42Q: 3 clusters Score -686549.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -686552.500000 Penalty: 4289.343750 Iteration 43Q: 3 clusters Score -686552.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -686555.937500 Penalty: 4289.343750 Iteration 44Q: 3 clusters Score -686555.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -686558.187500 Penalty: 4289.343750 Iteration 45Q: 3 clusters Score -686558.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -686564.250000 Penalty: 4289.343750 Iteration 46Q: 3 clusters Score -686564.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -686569.250000 Penalty: 4289.343750 Iteration 47Q: 3 clusters Score -686569.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -686574.625000 Penalty: 4289.343750 Iteration 48Q: 3 clusters Score -686574.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -686578.937500 Penalty: 4289.343750 Iteration 49Q: 3 clusters Score -686578.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -686581.625000 Penalty: 4289.343750 Iteration 50Q: 3 clusters Score -686581.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -686585.812500 Penalty: 4289.343750 Iteration 51Q: 3 clusters Score -686585.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -686593.875000 Penalty: 4289.343750 Iteration 52Q: 3 clusters Score -686593.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -686598.437500 Penalty: 4289.343750 Iteration 53Q: 3 clusters Score -686598.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -686600.687500 Penalty: 4289.343750 Iteration 54Q: 3 clusters Score -686600.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -686605.875000 Penalty: 4289.343750 Iteration 55Q: 3 clusters Score -686605.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -686607.625000 Penalty: 4289.343750 Iteration 56Q: 3 clusters Score -686607.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -686609.437500 Penalty: 4289.343750 Iteration 57Q: 3 clusters Score -686609.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -686609.062500 Penalty: 4289.343750 Iteration 58Q: 3 clusters Score -686609.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -686609.562500 Penalty: 4289.343750 Iteration 59Q: 3 clusters Score -686609.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -686612.937500 Penalty: 4289.343750 Iteration 60F: 3 clusters Score -686612.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -686612.125000 Penalty: 4289.343750 Iteration 61Q: 3 clusters Score -686612.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -686613.625000 Penalty: 4289.343750 Iteration 62Q: 3 clusters Score -686613.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -686614.312500 Penalty: 4289.343750 Iteration 63Q: 3 clusters Score -686614.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -686617.125000 Penalty: 4289.343750 Iteration 64Q: 3 clusters Score -686617.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -686619.125000 Penalty: 4289.343750 Iteration 65Q: 3 clusters Score -686619.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -686623.250000 Penalty: 4289.343750 Iteration 66Q: 3 clusters Score -686623.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -686626.437500 Penalty: 4289.343750 Iteration 67Q: 3 clusters Score -686626.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -686630.062500 Penalty: 4289.343750 Iteration 68Q: 3 clusters Score -686630.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -686635.187500 Penalty: 4289.343750 Iteration 69Q: 3 clusters Score -686635.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -686638.750000 Penalty: 4289.343750 Iteration 70Q: 3 clusters Score -686638.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -686643.750000 Penalty: 4289.343750 Iteration 71Q: 3 clusters Score -686643.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -686643.750000 Penalty: 4289.343750 Iteration 72Q: 3 clusters Score -686643.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -686643.437500 Penalty: 4289.343750 Iteration 73Q: 3 clusters Score -686643.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -686644.437500 Penalty: 4289.343750 Iteration 74Q: 3 clusters Score -686644.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -686644.312500 Penalty: 4289.343750 Iteration 75Q: 3 clusters Score -686644.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -686644.937500 Penalty: 4289.343750 Iteration 76Q: 3 clusters Score -686644.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -686645.250000 Penalty: 4289.343750 Iteration 77Q: 3 clusters Score -686645.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -686645.375000 Penalty: 4289.343750 Iteration 78Q: 3 clusters Score -686645.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -686646.000000 Penalty: 4289.343750 Iteration 79Q: 3 clusters Score -686646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -686646.000000 Penalty: 4289.343750 Iteration 80F: 3 clusters Score -686646 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (14659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14659 members Entering Unmasked Estep Score: -1612544.250000 Penalty: 2379.016846 Iteration 0F: 2 clusters Score -1612544 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -1601881.625000 Penalty: 4758.033691 Iteration 0F: 3 clusters Score -1601882 nChanged 6323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1605773.125000 Penalty: 4758.033691 Iteration 1F: 3 clusters Score -1605773 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1606969.875000 Penalty: 4758.033691 Iteration 2F: 3 clusters Score -1606970 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -1608242.500000 Penalty: 4758.033691 Iteration 3F: 3 clusters Score -1608242 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1609451.000000 Penalty: 4758.033691 Iteration 4F: 3 clusters Score -1609451 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -1610294.500000 Penalty: 4758.033691 Iteration 5F: 3 clusters Score -1610294 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -1610760.375000 Penalty: 4758.033691 Iteration 6F: 3 clusters Score -1610760 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -1610973.000000 Penalty: 4758.033691 Iteration 7Q: 3 clusters Score -1610973 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -1611126.000000 Penalty: 4758.033691 Iteration 8Q: 3 clusters Score -1611126 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1611219.125000 Penalty: 4758.033691 Iteration 9Q: 3 clusters Score -1611219 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -1611280.125000 Penalty: 4758.033691 Iteration 10Q: 3 clusters Score -1611280 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -1611318.875000 Penalty: 4758.033691 Iteration 11Q: 3 clusters Score -1611319 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -1611353.125000 Penalty: 4758.033691 Iteration 12Q: 3 clusters Score -1611353 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -1611375.625000 Penalty: 4758.033691 Iteration 13Q: 3 clusters Score -1611376 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1611393.625000 Penalty: 4758.033691 Iteration 14Q: 3 clusters Score -1611394 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 7374 members Entering Unmasked Estep Score: -1611413.875000 Penalty: 4758.033691 Iteration 15Q: 3 clusters Score -1611414 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -1611427.125000 Penalty: 4758.033691 Iteration 16Q: 3 clusters Score -1611427 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 7503 members Entering Unmasked Estep Score: -1611444.125000 Penalty: 4758.033691 Iteration 17Q: 3 clusters Score -1611444 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -1611449.625000 Penalty: 4758.033691 Iteration 18Q: 3 clusters Score -1611450 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -1611465.125000 Penalty: 4758.033691 Iteration 19Q: 3 clusters Score -1611465 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6988 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -1611485.500000 Penalty: 4758.033691 Iteration 20F: 3 clusters Score -1611486 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1611497.125000 Penalty: 4758.033691 Iteration 21Q: 3 clusters Score -1611497 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -1611513.000000 Penalty: 4758.033691 Iteration 22Q: 3 clusters Score -1611513 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -1611528.250000 Penalty: 4758.033691 Iteration 23Q: 3 clusters Score -1611528 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -1611544.875000 Penalty: 4758.033691 Iteration 24Q: 3 clusters Score -1611545 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -1611555.375000 Penalty: 4758.033691 Iteration 25Q: 3 clusters Score -1611555 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -1611568.500000 Penalty: 4758.033691 Iteration 26Q: 3 clusters Score -1611568 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -1611585.375000 Penalty: 4758.033691 Iteration 27Q: 3 clusters Score -1611585 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -1611593.375000 Penalty: 4758.033691 Iteration 28Q: 3 clusters Score -1611593 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 8259 members Entering Unmasked Estep Score: -1611600.250000 Penalty: 4758.033691 Iteration 29Q: 3 clusters Score -1611600 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -1611612.375000 Penalty: 4758.033691 Iteration 30Q: 3 clusters Score -1611612 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -1611627.500000 Penalty: 4758.033691 Iteration 31Q: 3 clusters Score -1611628 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 8450 members Entering Unmasked Estep Score: -1611634.375000 Penalty: 4758.033691 Iteration 32Q: 3 clusters Score -1611634 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -1611637.750000 Penalty: 4758.033691 Iteration 33Q: 3 clusters Score -1611638 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -1611649.375000 Penalty: 4758.033691 Iteration 34Q: 3 clusters Score -1611649 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 8604 members Entering Unmasked Estep Score: -1611659.625000 Penalty: 4758.033691 Iteration 35Q: 3 clusters Score -1611660 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -1611669.125000 Penalty: 4758.033691 Iteration 36Q: 3 clusters Score -1611669 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -1611675.875000 Penalty: 4758.033691 Iteration 37Q: 3 clusters Score -1611676 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -1611683.000000 Penalty: 4758.033691 Iteration 38Q: 3 clusters Score -1611683 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 8768 members Entering Unmasked Estep Score: -1611687.375000 Penalty: 4758.033691 Iteration 39Q: 3 clusters Score -1611687 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 8805 members Entering Unmasked Estep Score: -1611696.250000 Penalty: 4758.033691 Iteration 40F: 3 clusters Score -1611696 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -1611705.750000 Penalty: 4758.033691 Iteration 41Q: 3 clusters Score -1611706 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 8879 members Entering Unmasked Estep Score: -1611711.500000 Penalty: 4758.033691 Iteration 42Q: 3 clusters Score -1611712 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 8918 members Entering Unmasked Estep Score: -1611711.250000 Penalty: 4758.033691 Iteration 43Q: 3 clusters Score -1611711 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -1611717.125000 Penalty: 4758.033691 Iteration 44Q: 3 clusters Score -1611717 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -1611720.375000 Penalty: 4758.033691 Iteration 45Q: 3 clusters Score -1611720 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -1611717.625000 Penalty: 4758.033691 Iteration 46Q: 3 clusters Score -1611718 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -1611722.125000 Penalty: 4758.033691 Iteration 47Q: 3 clusters Score -1611722 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 9045 members Entering Unmasked Estep Score: -1611723.500000 Penalty: 4758.033691 Iteration 48Q: 3 clusters Score -1611724 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -1611725.625000 Penalty: 4758.033691 Iteration 49Q: 3 clusters Score -1611726 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -1611730.625000 Penalty: 4758.033691 Iteration 50Q: 3 clusters Score -1611731 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -1611731.875000 Penalty: 4758.033691 Iteration 51Q: 3 clusters Score -1611732 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -1611730.750000 Penalty: 4758.033691 Iteration 52Q: 3 clusters Score -1611731 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -1611734.125000 Penalty: 4758.033691 Iteration 53Q: 3 clusters Score -1611734 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -1611735.500000 Penalty: 4758.033691 Iteration 54Q: 3 clusters Score -1611736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -1611738.125000 Penalty: 4758.033691 Iteration 55Q: 3 clusters Score -1611738 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -1611738.000000 Penalty: 4758.033691 Iteration 56Q: 3 clusters Score -1611738 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -1611740.625000 Penalty: 4758.033691 Iteration 57Q: 3 clusters Score -1611741 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 9151 members Entering Unmasked Estep Score: -1611742.750000 Penalty: 4758.033691 Iteration 58Q: 3 clusters Score -1611743 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -1611740.375000 Penalty: 4758.033691 Iteration 59Q: 3 clusters Score -1611740 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -1611739.500000 Penalty: 4758.033691 Iteration 60F: 3 clusters Score -1611740 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -1611741.125000 Penalty: 4758.033691 Iteration 61Q: 3 clusters Score -1611741 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -1611747.000000 Penalty: 4758.033691 Iteration 62Q: 3 clusters Score -1611747 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -1611743.500000 Penalty: 4758.033691 Iteration 63Q: 3 clusters Score -1611744 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 9258 members Entering Unmasked Estep Score: -1611744.750000 Penalty: 4758.033691 Iteration 64Q: 3 clusters Score -1611745 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -1611753.000000 Penalty: 4758.033691 Iteration 65Q: 3 clusters Score -1611753 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -1611755.000000 Penalty: 4758.033691 Iteration 66Q: 3 clusters Score -1611755 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -1611757.875000 Penalty: 4758.033691 Iteration 67Q: 3 clusters Score -1611758 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -1611766.625000 Penalty: 4758.033691 Iteration 68Q: 3 clusters Score -1611767 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -1611769.375000 Penalty: 4758.033691 Iteration 69Q: 3 clusters Score -1611769 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -1611767.125000 Penalty: 4758.033691 Iteration 70Q: 3 clusters Score -1611767 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -1611773.000000 Penalty: 4758.033691 Iteration 71Q: 3 clusters Score -1611773 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 9422 members Entering Unmasked Estep Score: -1611773.875000 Penalty: 4758.033691 Iteration 72Q: 3 clusters Score -1611774 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -1611771.500000 Penalty: 4758.033691 Iteration 73Q: 3 clusters Score -1611772 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -1611778.750000 Penalty: 4758.033691 Iteration 74Q: 3 clusters Score -1611779 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -1611777.000000 Penalty: 4758.033691 Iteration 75Q: 3 clusters Score -1611777 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -1611778.750000 Penalty: 4758.033691 Iteration 76Q: 3 clusters Score -1611779 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -1611784.625000 Penalty: 4758.033691 Iteration 77Q: 3 clusters Score -1611785 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -1611785.000000 Penalty: 4758.033691 Iteration 78Q: 3 clusters Score -1611785 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1611782.625000 Penalty: 4758.033691 Iteration 79Q: 3 clusters Score -1611783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 9514 members Entering Unmasked Estep Score: -1611782.750000 Penalty: 4758.033691 Iteration 80F: 3 clusters Score -1611783 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 9516 members Entering Unmasked Estep Score: -1611781.875000 Penalty: 4758.033691 Iteration 81Q: 3 clusters Score -1611782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -1611781.250000 Penalty: 4758.033691 Iteration 82Q: 3 clusters Score -1611781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -1611781.000000 Penalty: 4758.033691 Iteration 83Q: 3 clusters Score -1611781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -1611782.000000 Penalty: 4758.033691 Iteration 84Q: 3 clusters Score -1611782 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -1611782.000000 Penalty: 4758.033691 Iteration 85F: 3 clusters Score -1611782 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Entering Unmasked Estep Score: -303223.625000 Penalty: 1964.450806 Iteration 0F: 2 clusters Score -303223.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -300152.000000 Penalty: 3928.901611 Iteration 0F: 3 clusters Score -300152 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -300813.812500 Penalty: 3928.901611 Iteration 1F: 3 clusters Score -300813.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -300981.906250 Penalty: 3928.901611 Iteration 2F: 3 clusters Score -300981.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -301059.593750 Penalty: 3928.901611 Iteration 3Q: 3 clusters Score -301059.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -301097.718750 Penalty: 3928.901611 Iteration 4Q: 3 clusters Score -301097.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -301127.687500 Penalty: 3928.901611 Iteration 5Q: 3 clusters Score -301127.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -301159.750000 Penalty: 3928.901611 Iteration 6Q: 3 clusters Score -301159.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -301185.687500 Penalty: 3928.901611 Iteration 7Q: 3 clusters Score -301185.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -301201.500000 Penalty: 3928.901611 Iteration 8Q: 3 clusters Score -301201.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -301210.500000 Penalty: 3928.901611 Iteration 9Q: 3 clusters Score -301210.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -301224.156250 Penalty: 3928.901611 Iteration 10Q: 3 clusters Score -301224.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -301239.593750 Penalty: 3928.901611 Iteration 11Q: 3 clusters Score -301239.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -301249.968750 Penalty: 3928.901611 Iteration 12Q: 3 clusters Score -301250 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -301263.531250 Penalty: 3928.901611 Iteration 13Q: 3 clusters Score -301263.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -301273.531250 Penalty: 3928.901611 Iteration 14Q: 3 clusters Score -301273.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -301282.875000 Penalty: 3928.901611 Iteration 15Q: 3 clusters Score -301282.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -301290.781250 Penalty: 3928.901611 Iteration 16Q: 3 clusters Score -301290.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -301296.281250 Penalty: 3928.901611 Iteration 17Q: 3 clusters Score -301296.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -301299.656250 Penalty: 3928.901611 Iteration 18Q: 3 clusters Score -301299.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -301302.843750 Penalty: 3928.901611 Iteration 19Q: 3 clusters Score -301302.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -301306.750000 Penalty: 3928.901611 Iteration 20F: 3 clusters Score -301306.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -301311.156250 Penalty: 3928.901611 Iteration 21Q: 3 clusters Score -301311.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -301317.218750 Penalty: 3928.901611 Iteration 22Q: 3 clusters Score -301317.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -301323.000000 Penalty: 3928.901611 Iteration 23Q: 3 clusters Score -301323 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -301327.906250 Penalty: 3928.901611 Iteration 24Q: 3 clusters Score -301327.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -301334.250000 Penalty: 3928.901611 Iteration 25Q: 3 clusters Score -301334.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -301340.656250 Penalty: 3928.901611 Iteration 26Q: 3 clusters Score -301340.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -301346.093750 Penalty: 3928.901611 Iteration 27Q: 3 clusters Score -301346.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -301349.437500 Penalty: 3928.901611 Iteration 28Q: 3 clusters Score -301349.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -301353.125000 Penalty: 3928.901611 Iteration 29Q: 3 clusters Score -301353.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -301355.062500 Penalty: 3928.901611 Iteration 30Q: 3 clusters Score -301355.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -301359.375000 Penalty: 3928.901611 Iteration 31Q: 3 clusters Score -301359.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -301364.968750 Penalty: 3928.901611 Iteration 32Q: 3 clusters Score -301365 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -301367.500000 Penalty: 3928.901611 Iteration 33Q: 3 clusters Score -301367.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -301374.187500 Penalty: 3928.901611 Iteration 34Q: 3 clusters Score -301374.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -301381.500000 Penalty: 3928.901611 Iteration 35Q: 3 clusters Score -301381.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -301390.437500 Penalty: 3928.901611 Iteration 36Q: 3 clusters Score -301390.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -301398.906250 Penalty: 3928.901611 Iteration 37Q: 3 clusters Score -301398.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -301404.812500 Penalty: 3928.901611 Iteration 38Q: 3 clusters Score -301404.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -301408.562500 Penalty: 3928.901611 Iteration 39Q: 3 clusters Score -301408.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -301413.125000 Penalty: 3928.901611 Iteration 40F: 3 clusters Score -301413.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -301418.937500 Penalty: 3928.901611 Iteration 41Q: 3 clusters Score -301418.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -301421.531250 Penalty: 3928.901611 Iteration 42Q: 3 clusters Score -301421.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -301423.250000 Penalty: 3928.901611 Iteration 43Q: 3 clusters Score -301423.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -301424.906250 Penalty: 3928.901611 Iteration 44Q: 3 clusters Score -301424.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -301428.437500 Penalty: 3928.901611 Iteration 45Q: 3 clusters Score -301428.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -301430.312500 Penalty: 3928.901611 Iteration 46Q: 3 clusters Score -301430.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -301431.781250 Penalty: 3928.901611 Iteration 47Q: 3 clusters Score -301431.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -301433.031250 Penalty: 3928.901611 Iteration 48Q: 3 clusters Score -301433 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -301433.031250 Penalty: 3928.901611 Iteration 49F: 3 clusters Score -301433 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (27657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27657 members Entering Unmasked Estep Score: -3356368.500000 Penalty: 2536.453369 Iteration 0F: 2 clusters Score -3356368 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14051 members Mstep: Class 2 contains 13606 members Entering Unmasked Estep Score: -3337369.250000 Penalty: 5072.906738 Iteration 0F: 3 clusters Score -3337369 nChanged 12363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15052 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -3344232.250000 Penalty: 5072.906738 Iteration 1F: 3 clusters Score -3344232 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15595 members Mstep: Class 2 contains 12062 members Entering Unmasked Estep Score: -3344803.000000 Penalty: 5072.906738 Iteration 2F: 3 clusters Score -3344803 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16382 members Mstep: Class 2 contains 11275 members Entering Unmasked Estep Score: -3345439.750000 Penalty: 5072.906738 Iteration 3Q: 3 clusters Score -3345440 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17372 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -3346224.500000 Penalty: 5072.906738 Iteration 4Q: 3 clusters Score -3346224 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18598 members Mstep: Class 2 contains 9059 members Entering Unmasked Estep Score: -3347202.000000 Penalty: 5072.906738 Iteration 5F: 3 clusters Score -3347202 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20071 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -3348437.750000 Penalty: 5072.906738 Iteration 6F: 3 clusters Score -3348438 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21646 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -3349765.750000 Penalty: 5072.906738 Iteration 7F: 3 clusters Score -3349766 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23111 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -3351056.750000 Penalty: 5072.906738 Iteration 8F: 3 clusters Score -3351057 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24327 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -3352095.250000 Penalty: 5072.906738 Iteration 9Q: 3 clusters Score -3352095 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25234 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -3352820.000000 Penalty: 5072.906738 Iteration 10Q: 3 clusters Score -3352820 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25870 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -3353328.000000 Penalty: 5072.906738 Iteration 11Q: 3 clusters Score -3353328 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26294 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -3353645.500000 Penalty: 5072.906738 Iteration 12Q: 3 clusters Score -3353646 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26568 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -3353843.500000 Penalty: 5072.906738 Iteration 13Q: 3 clusters Score -3353844 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26729 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -3353961.750000 Penalty: 5072.906738 Iteration 14Q: 3 clusters Score -3353962 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26838 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -3354042.750000 Penalty: 5072.906738 Iteration 15Q: 3 clusters Score -3354043 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26899 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -3354092.500000 Penalty: 5072.906738 Iteration 16Q: 3 clusters Score -3354092 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26952 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -3354132.500000 Penalty: 5072.906738 Iteration 17Q: 3 clusters Score -3354132 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26987 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -3354164.250000 Penalty: 5072.906738 Iteration 18Q: 3 clusters Score -3354164 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27017 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -3354197.000000 Penalty: 5072.906738 Iteration 19Q: 3 clusters Score -3354197 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27044 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -3354228.000000 Penalty: 5072.906738 Iteration 20F: 3 clusters Score -3354228 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27064 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -3354246.500000 Penalty: 5072.906738 Iteration 21Q: 3 clusters Score -3354246 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27078 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -3354262.500000 Penalty: 5072.906738 Iteration 22Q: 3 clusters Score -3354262 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27090 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -3354280.250000 Penalty: 5072.906738 Iteration 23Q: 3 clusters Score -3354280 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27101 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -3354291.500000 Penalty: 5072.906738 Iteration 24Q: 3 clusters Score -3354292 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27106 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -3354298.500000 Penalty: 5072.906738 Iteration 25Q: 3 clusters Score -3354298 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27115 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -3354304.250000 Penalty: 5072.906738 Iteration 26Q: 3 clusters Score -3354304 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27121 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -3354315.750000 Penalty: 5072.906738 Iteration 27Q: 3 clusters Score -3354316 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27127 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -3354321.250000 Penalty: 5072.906738 Iteration 28Q: 3 clusters Score -3354321 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27130 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -3354325.750000 Penalty: 5072.906738 Iteration 29Q: 3 clusters Score -3354326 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27132 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -3354326.500000 Penalty: 5072.906738 Iteration 30Q: 3 clusters Score -3354326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -3354328.750000 Penalty: 5072.906738 Iteration 31Q: 3 clusters Score -3354329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27134 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -3354331.250000 Penalty: 5072.906738 Iteration 32Q: 3 clusters Score -3354331 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -3354335.250000 Penalty: 5072.906738 Iteration 33Q: 3 clusters Score -3354335 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27132 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -3354335.500000 Penalty: 5072.906738 Iteration 34Q: 3 clusters Score -3354336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -3354337.250000 Penalty: 5072.906738 Iteration 35Q: 3 clusters Score -3354337 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -3354337.250000 Penalty: 5072.906738 Iteration 36F: 3 clusters Score -3354337 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (10519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Entering Unmasked Estep Score: -1267122.250000 Penalty: 2296.712891 Iteration 0F: 2 clusters Score -1267122 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -1259049.375000 Penalty: 4593.425781 Iteration 0F: 3 clusters Score -1259049 nChanged 4466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -1261654.750000 Penalty: 4593.425781 Iteration 1F: 3 clusters Score -1261655 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1262281.750000 Penalty: 4593.425781 Iteration 2F: 3 clusters Score -1262282 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1262907.250000 Penalty: 4593.425781 Iteration 3F: 3 clusters Score -1262907 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1263479.375000 Penalty: 4593.425781 Iteration 4F: 3 clusters Score -1263479 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -1263945.625000 Penalty: 4593.425781 Iteration 5F: 3 clusters Score -1263946 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1264301.250000 Penalty: 4593.425781 Iteration 6F: 3 clusters Score -1264301 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1264546.125000 Penalty: 4593.425781 Iteration 7Q: 3 clusters Score -1264546 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1264738.125000 Penalty: 4593.425781 Iteration 8Q: 3 clusters Score -1264738 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8146 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -1264892.250000 Penalty: 4593.425781 Iteration 9Q: 3 clusters Score -1264892 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1265033.250000 Penalty: 4593.425781 Iteration 10Q: 3 clusters Score -1265033 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -1265160.875000 Penalty: 4593.425781 Iteration 11Q: 3 clusters Score -1265161 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1265256.500000 Penalty: 4593.425781 Iteration 12Q: 3 clusters Score -1265256 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8733 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -1265337.250000 Penalty: 4593.425781 Iteration 13Q: 3 clusters Score -1265337 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -1265413.250000 Penalty: 4593.425781 Iteration 14Q: 3 clusters Score -1265413 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1265472.875000 Penalty: 4593.425781 Iteration 15Q: 3 clusters Score -1265473 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8980 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -1265524.500000 Penalty: 4593.425781 Iteration 16Q: 3 clusters Score -1265524 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -1265568.875000 Penalty: 4593.425781 Iteration 17Q: 3 clusters Score -1265569 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1265596.000000 Penalty: 4593.425781 Iteration 18Q: 3 clusters Score -1265596 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1265614.875000 Penalty: 4593.425781 Iteration 19Q: 3 clusters Score -1265615 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -1265636.375000 Penalty: 4593.425781 Iteration 20F: 3 clusters Score -1265636 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9190 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -1265654.250000 Penalty: 4593.425781 Iteration 21Q: 3 clusters Score -1265654 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1265666.625000 Penalty: 4593.425781 Iteration 22Q: 3 clusters Score -1265667 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1265679.625000 Penalty: 4593.425781 Iteration 23Q: 3 clusters Score -1265680 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -1265684.625000 Penalty: 4593.425781 Iteration 24Q: 3 clusters Score -1265685 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1265690.500000 Penalty: 4593.425781 Iteration 25Q: 3 clusters Score -1265690 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1265699.250000 Penalty: 4593.425781 Iteration 26Q: 3 clusters Score -1265699 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1265701.500000 Penalty: 4593.425781 Iteration 27Q: 3 clusters Score -1265702 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1265703.250000 Penalty: 4593.425781 Iteration 28Q: 3 clusters Score -1265703 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1265706.625000 Penalty: 4593.425781 Iteration 29Q: 3 clusters Score -1265707 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1265708.750000 Penalty: 4593.425781 Iteration 30Q: 3 clusters Score -1265709 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1265709.875000 Penalty: 4593.425781 Iteration 31Q: 3 clusters Score -1265710 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1265712.000000 Penalty: 4593.425781 Iteration 32Q: 3 clusters Score -1265712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1265713.875000 Penalty: 4593.425781 Iteration 33Q: 3 clusters Score -1265714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1265713.500000 Penalty: 4593.425781 Iteration 34Q: 3 clusters Score -1265714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -1265717.250000 Penalty: 4593.425781 Iteration 35Q: 3 clusters Score -1265717 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9319 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1265716.625000 Penalty: 4593.425781 Iteration 36Q: 3 clusters Score -1265717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1265716.750000 Penalty: 4593.425781 Iteration 37Q: 3 clusters Score -1265717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -1265715.375000 Penalty: 4593.425781 Iteration 38Q: 3 clusters Score -1265715 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1265717.250000 Penalty: 4593.425781 Iteration 39Q: 3 clusters Score -1265717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1265719.375000 Penalty: 4593.425781 Iteration 40F: 3 clusters Score -1265719 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1265727.375000 Penalty: 4593.425781 Iteration 41Q: 3 clusters Score -1265727 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1265734.500000 Penalty: 4593.425781 Iteration 42Q: 3 clusters Score -1265734 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1265734.875000 Penalty: 4593.425781 Iteration 43Q: 3 clusters Score -1265735 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1265735.625000 Penalty: 4593.425781 Iteration 44Q: 3 clusters Score -1265736 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1265733.875000 Penalty: 4593.425781 Iteration 45Q: 3 clusters Score -1265734 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1265736.125000 Penalty: 4593.425781 Iteration 46Q: 3 clusters Score -1265736 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1265738.750000 Penalty: 4593.425781 Iteration 47Q: 3 clusters Score -1265739 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1265739.750000 Penalty: 4593.425781 Iteration 48Q: 3 clusters Score -1265740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1265740.750000 Penalty: 4593.425781 Iteration 49Q: 3 clusters Score -1265741 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1265741.250000 Penalty: 4593.425781 Iteration 50Q: 3 clusters Score -1265741 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1265741.250000 Penalty: 4593.425781 Iteration 51F: 3 clusters Score -1265741 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Entering Unmasked Estep Score: -655580.812500 Penalty: 2135.359131 Iteration 0F: 2 clusters Score -655580.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -650766.187500 Penalty: 4270.718262 Iteration 0F: 3 clusters Score -650766.2 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -651977.187500 Penalty: 4270.718262 Iteration 1F: 3 clusters Score -651977.2 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -652223.437500 Penalty: 4270.718262 Iteration 2F: 3 clusters Score -652223.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -652414.062500 Penalty: 4270.718262 Iteration 3F: 3 clusters Score -652414.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -652560.000000 Penalty: 4270.718262 Iteration 4Q: 3 clusters Score -652560 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -652673.750000 Penalty: 4270.718262 Iteration 5Q: 3 clusters Score -652673.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -652784.312500 Penalty: 4270.718262 Iteration 6Q: 3 clusters Score -652784.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -652869.500000 Penalty: 4270.718262 Iteration 7Q: 3 clusters Score -652869.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -652937.062500 Penalty: 4270.718262 Iteration 8Q: 3 clusters Score -652937.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -652997.312500 Penalty: 4270.718262 Iteration 9Q: 3 clusters Score -652997.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -653053.375000 Penalty: 4270.718262 Iteration 10Q: 3 clusters Score -653053.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -653121.875000 Penalty: 4270.718262 Iteration 11Q: 3 clusters Score -653121.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -653186.187500 Penalty: 4270.718262 Iteration 12Q: 3 clusters Score -653186.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -653253.500000 Penalty: 4270.718262 Iteration 13Q: 3 clusters Score -653253.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -653314.437500 Penalty: 4270.718262 Iteration 14Q: 3 clusters Score -653314.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -653360.437500 Penalty: 4270.718262 Iteration 15Q: 3 clusters Score -653360.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -653409.312500 Penalty: 4270.718262 Iteration 16Q: 3 clusters Score -653409.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -653453.312500 Penalty: 4270.718262 Iteration 17Q: 3 clusters Score -653453.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -653492.500000 Penalty: 4270.718262 Iteration 18Q: 3 clusters Score -653492.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -653534.687500 Penalty: 4270.718262 Iteration 19Q: 3 clusters Score -653534.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -653573.875000 Penalty: 4270.718262 Iteration 20F: 3 clusters Score -653573.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -653602.875000 Penalty: 4270.718262 Iteration 21Q: 3 clusters Score -653602.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -653641.125000 Penalty: 4270.718262 Iteration 22Q: 3 clusters Score -653641.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -653684.187500 Penalty: 4270.718262 Iteration 23Q: 3 clusters Score -653684.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -653728.500000 Penalty: 4270.718262 Iteration 24Q: 3 clusters Score -653728.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -653776.000000 Penalty: 4270.718262 Iteration 25Q: 3 clusters Score -653776 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -653807.437500 Penalty: 4270.718262 Iteration 26Q: 3 clusters Score -653807.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -653832.312500 Penalty: 4270.718262 Iteration 27Q: 3 clusters Score -653832.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -653853.562500 Penalty: 4270.718262 Iteration 28Q: 3 clusters Score -653853.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -653872.812500 Penalty: 4270.718262 Iteration 29Q: 3 clusters Score -653872.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -653890.500000 Penalty: 4270.718262 Iteration 30Q: 3 clusters Score -653890.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -653905.625000 Penalty: 4270.718262 Iteration 31Q: 3 clusters Score -653905.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -653919.750000 Penalty: 4270.718262 Iteration 32Q: 3 clusters Score -653919.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -653928.375000 Penalty: 4270.718262 Iteration 33Q: 3 clusters Score -653928.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -653935.875000 Penalty: 4270.718262 Iteration 34Q: 3 clusters Score -653935.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -653944.562500 Penalty: 4270.718262 Iteration 35Q: 3 clusters Score -653944.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -653950.500000 Penalty: 4270.718262 Iteration 36Q: 3 clusters Score -653950.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -653957.000000 Penalty: 4270.718262 Iteration 37Q: 3 clusters Score -653957 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -653959.125000 Penalty: 4270.718262 Iteration 38Q: 3 clusters Score -653959.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -653962.875000 Penalty: 4270.718262 Iteration 39Q: 3 clusters Score -653962.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -653963.875000 Penalty: 4270.718262 Iteration 40F: 3 clusters Score -653963.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -653965.812500 Penalty: 4270.718262 Iteration 41Q: 3 clusters Score -653965.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -653967.937500 Penalty: 4270.718262 Iteration 42Q: 3 clusters Score -653967.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -653969.812500 Penalty: 4270.718262 Iteration 43Q: 3 clusters Score -653969.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -653974.062500 Penalty: 4270.718262 Iteration 44Q: 3 clusters Score -653974.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -653976.875000 Penalty: 4270.718262 Iteration 45Q: 3 clusters Score -653976.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -653981.437500 Penalty: 4270.718262 Iteration 46Q: 3 clusters Score -653981.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -653984.437500 Penalty: 4270.718262 Iteration 47Q: 3 clusters Score -653984.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -653985.937500 Penalty: 4270.718262 Iteration 48Q: 3 clusters Score -653985.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -653989.125000 Penalty: 4270.718262 Iteration 49Q: 3 clusters Score -653989.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -653990.875000 Penalty: 4270.718262 Iteration 50Q: 3 clusters Score -653990.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -653992.687500 Penalty: 4270.718262 Iteration 51Q: 3 clusters Score -653992.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -653995.937500 Penalty: 4270.718262 Iteration 52Q: 3 clusters Score -653995.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -653997.187500 Penalty: 4270.718262 Iteration 53Q: 3 clusters Score -653997.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -653998.500000 Penalty: 4270.718262 Iteration 54Q: 3 clusters Score -653998.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -653999.750000 Penalty: 4270.718262 Iteration 55Q: 3 clusters Score -653999.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -653999.687500 Penalty: 4270.718262 Iteration 56Q: 3 clusters Score -653999.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -654001.000000 Penalty: 4270.718262 Iteration 57Q: 3 clusters Score -654001 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -654000.750000 Penalty: 4270.718262 Iteration 58Q: 3 clusters Score -654000.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -654002.875000 Penalty: 4270.718262 Iteration 59Q: 3 clusters Score -654002.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -654003.312500 Penalty: 4270.718262 Iteration 60F: 3 clusters Score -654003.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -654005.500000 Penalty: 4270.718262 Iteration 61Q: 3 clusters Score -654005.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -654007.750000 Penalty: 4270.718262 Iteration 62Q: 3 clusters Score -654007.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -654009.437500 Penalty: 4270.718262 Iteration 63Q: 3 clusters Score -654009.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -654009.437500 Penalty: 4270.718262 Iteration 64F: 3 clusters Score -654009.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Entering Unmasked Estep Score: -382061.906250 Penalty: 2006.343750 Iteration 0F: 2 clusters Score -382061.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -378616.250000 Penalty: 4012.687500 Iteration 0F: 3 clusters Score -378616.2 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -379283.906250 Penalty: 4012.687500 Iteration 1F: 3 clusters Score -379283.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -379454.093750 Penalty: 4012.687500 Iteration 2F: 3 clusters Score -379454.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -379546.625000 Penalty: 4012.687500 Iteration 3Q: 3 clusters Score -379546.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -379593.343750 Penalty: 4012.687500 Iteration 4Q: 3 clusters Score -379593.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -379617.031250 Penalty: 4012.687500 Iteration 5Q: 3 clusters Score -379617 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -379629.687500 Penalty: 4012.687500 Iteration 6Q: 3 clusters Score -379629.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -379642.968750 Penalty: 4012.687500 Iteration 7Q: 3 clusters Score -379643 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -379656.125000 Penalty: 4012.687500 Iteration 8Q: 3 clusters Score -379656.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -379669.000000 Penalty: 4012.687500 Iteration 9Q: 3 clusters Score -379669 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -379679.031250 Penalty: 4012.687500 Iteration 10Q: 3 clusters Score -379679 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -379689.218750 Penalty: 4012.687500 Iteration 11Q: 3 clusters Score -379689.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -379698.437500 Penalty: 4012.687500 Iteration 12Q: 3 clusters Score -379698.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -379708.343750 Penalty: 4012.687500 Iteration 13Q: 3 clusters Score -379708.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -379713.468750 Penalty: 4012.687500 Iteration 14Q: 3 clusters Score -379713.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -379718.343750 Penalty: 4012.687500 Iteration 15Q: 3 clusters Score -379718.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -379721.437500 Penalty: 4012.687500 Iteration 16Q: 3 clusters Score -379721.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -379723.000000 Penalty: 4012.687500 Iteration 17Q: 3 clusters Score -379723 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -379725.656250 Penalty: 4012.687500 Iteration 18Q: 3 clusters Score -379725.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -379728.843750 Penalty: 4012.687500 Iteration 19Q: 3 clusters Score -379728.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -379731.531250 Penalty: 4012.687500 Iteration 20F: 3 clusters Score -379731.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -379736.281250 Penalty: 4012.687500 Iteration 21Q: 3 clusters Score -379736.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -379740.812500 Penalty: 4012.687500 Iteration 22Q: 3 clusters Score -379740.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -379745.687500 Penalty: 4012.687500 Iteration 23Q: 3 clusters Score -379745.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -379750.093750 Penalty: 4012.687500 Iteration 24Q: 3 clusters Score -379750.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -379753.062500 Penalty: 4012.687500 Iteration 25Q: 3 clusters Score -379753.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -379755.593750 Penalty: 4012.687500 Iteration 26Q: 3 clusters Score -379755.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -379756.093750 Penalty: 4012.687500 Iteration 27Q: 3 clusters Score -379756.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -379757.375000 Penalty: 4012.687500 Iteration 28Q: 3 clusters Score -379757.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -379758.000000 Penalty: 4012.687500 Iteration 29Q: 3 clusters Score -379758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -379758.406250 Penalty: 4012.687500 Iteration 30Q: 3 clusters Score -379758.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -379758.406250 Penalty: 4012.687500 Iteration 31F: 3 clusters Score -379758.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Entering Unmasked Estep Score: -59685.601562 Penalty: 1570.653320 Iteration 0F: 2 clusters Score -59685.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -58163.035156 Penalty: 3141.306641 Iteration 0F: 3 clusters Score -58163.04 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -58368.222656 Penalty: 3141.306641 Iteration 1F: 3 clusters Score -58368.22 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -58442.285156 Penalty: 3141.306641 Iteration 2F: 3 clusters Score -58442.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -58488.210938 Penalty: 3141.306641 Iteration 3Q: 3 clusters Score -58488.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -58494.710938 Penalty: 3141.306641 Iteration 4Q: 3 clusters Score -58494.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -58497.675781 Penalty: 3141.306641 Iteration 5Q: 3 clusters Score -58497.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -58503.277344 Penalty: 3141.306641 Iteration 6Q: 3 clusters Score -58503.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -58504.414062 Penalty: 3141.306641 Iteration 7Q: 3 clusters Score -58504.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -58504.414062 Penalty: 3141.306641 Iteration 8F: 3 clusters Score -58504.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (11009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Entering Unmasked Estep Score: -1337337.750000 Penalty: 2308.004150 Iteration 0F: 2 clusters Score -1337338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -1329089.000000 Penalty: 4616.008301 Iteration 0F: 3 clusters Score -1329089 nChanged 4569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -1331515.000000 Penalty: 4616.008301 Iteration 1F: 3 clusters Score -1331515 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1331843.375000 Penalty: 4616.008301 Iteration 2F: 3 clusters Score -1331843 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -1332136.750000 Penalty: 4616.008301 Iteration 3F: 3 clusters Score -1332137 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -1332447.125000 Penalty: 4616.008301 Iteration 4F: 3 clusters Score -1332447 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -1332774.375000 Penalty: 4616.008301 Iteration 5Q: 3 clusters Score -1332774 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -1333138.625000 Penalty: 4616.008301 Iteration 6F: 3 clusters Score -1333139 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -1333480.750000 Penalty: 4616.008301 Iteration 7F: 3 clusters Score -1333481 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -1333787.875000 Penalty: 4616.008301 Iteration 8Q: 3 clusters Score -1333788 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1334036.375000 Penalty: 4616.008301 Iteration 9Q: 3 clusters Score -1334036 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1334228.875000 Penalty: 4616.008301 Iteration 10Q: 3 clusters Score -1334229 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1334360.000000 Penalty: 4616.008301 Iteration 11Q: 3 clusters Score -1334360 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1334446.125000 Penalty: 4616.008301 Iteration 12Q: 3 clusters Score -1334446 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1334489.625000 Penalty: 4616.008301 Iteration 13Q: 3 clusters Score -1334490 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1334541.750000 Penalty: 4616.008301 Iteration 14Q: 3 clusters Score -1334542 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1334568.500000 Penalty: 4616.008301 Iteration 15Q: 3 clusters Score -1334568 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1334596.000000 Penalty: 4616.008301 Iteration 16Q: 3 clusters Score -1334596 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1334616.750000 Penalty: 4616.008301 Iteration 17Q: 3 clusters Score -1334617 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -1334626.875000 Penalty: 4616.008301 Iteration 18Q: 3 clusters Score -1334627 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1334642.750000 Penalty: 4616.008301 Iteration 19Q: 3 clusters Score -1334643 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -1334660.250000 Penalty: 4616.008301 Iteration 20F: 3 clusters Score -1334660 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -1334673.250000 Penalty: 4616.008301 Iteration 21Q: 3 clusters Score -1334673 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1334683.125000 Penalty: 4616.008301 Iteration 22Q: 3 clusters Score -1334683 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -1334696.750000 Penalty: 4616.008301 Iteration 23Q: 3 clusters Score -1334697 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -1334709.500000 Penalty: 4616.008301 Iteration 24Q: 3 clusters Score -1334710 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -1334713.875000 Penalty: 4616.008301 Iteration 25Q: 3 clusters Score -1334714 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -1334732.000000 Penalty: 4616.008301 Iteration 26Q: 3 clusters Score -1334732 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -1334740.750000 Penalty: 4616.008301 Iteration 27Q: 3 clusters Score -1334741 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -1334752.125000 Penalty: 4616.008301 Iteration 28Q: 3 clusters Score -1334752 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1334766.125000 Penalty: 4616.008301 Iteration 29Q: 3 clusters Score -1334766 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1334781.750000 Penalty: 4616.008301 Iteration 30Q: 3 clusters Score -1334782 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7841 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -1334795.250000 Penalty: 4616.008301 Iteration 31Q: 3 clusters Score -1334795 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1334811.250000 Penalty: 4616.008301 Iteration 32Q: 3 clusters Score -1334811 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -1334823.000000 Penalty: 4616.008301 Iteration 33Q: 3 clusters Score -1334823 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -1334830.375000 Penalty: 4616.008301 Iteration 34Q: 3 clusters Score -1334830 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1334851.125000 Penalty: 4616.008301 Iteration 35Q: 3 clusters Score -1334851 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -1334858.375000 Penalty: 4616.008301 Iteration 36Q: 3 clusters Score -1334858 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -1334864.375000 Penalty: 4616.008301 Iteration 37Q: 3 clusters Score -1334864 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1334876.125000 Penalty: 4616.008301 Iteration 38Q: 3 clusters Score -1334876 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1334890.875000 Penalty: 4616.008301 Iteration 39Q: 3 clusters Score -1334891 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1334897.750000 Penalty: 4616.008301 Iteration 40F: 3 clusters Score -1334898 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -1334906.875000 Penalty: 4616.008301 Iteration 41Q: 3 clusters Score -1334907 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1334915.750000 Penalty: 4616.008301 Iteration 42Q: 3 clusters Score -1334916 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1334927.250000 Penalty: 4616.008301 Iteration 43Q: 3 clusters Score -1334927 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -1334939.375000 Penalty: 4616.008301 Iteration 44Q: 3 clusters Score -1334939 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1334944.500000 Penalty: 4616.008301 Iteration 45Q: 3 clusters Score -1334944 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -1334957.375000 Penalty: 4616.008301 Iteration 46Q: 3 clusters Score -1334957 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1334970.875000 Penalty: 4616.008301 Iteration 47Q: 3 clusters Score -1334971 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -1334985.500000 Penalty: 4616.008301 Iteration 48Q: 3 clusters Score -1334986 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -1335001.250000 Penalty: 4616.008301 Iteration 49Q: 3 clusters Score -1335001 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -1335014.250000 Penalty: 4616.008301 Iteration 50Q: 3 clusters Score -1335014 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1335030.000000 Penalty: 4616.008301 Iteration 51Q: 3 clusters Score -1335030 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8831 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1335050.125000 Penalty: 4616.008301 Iteration 52Q: 3 clusters Score -1335050 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -1335068.875000 Penalty: 4616.008301 Iteration 53Q: 3 clusters Score -1335069 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -1335090.125000 Penalty: 4616.008301 Iteration 54Q: 3 clusters Score -1335090 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1335099.875000 Penalty: 4616.008301 Iteration 55Q: 3 clusters Score -1335100 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1335110.375000 Penalty: 4616.008301 Iteration 56Q: 3 clusters Score -1335110 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1335123.125000 Penalty: 4616.008301 Iteration 57Q: 3 clusters Score -1335123 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1335131.875000 Penalty: 4616.008301 Iteration 58Q: 3 clusters Score -1335132 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -1335143.125000 Penalty: 4616.008301 Iteration 59Q: 3 clusters Score -1335143 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1335154.250000 Penalty: 4616.008301 Iteration 60F: 3 clusters Score -1335154 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1335165.875000 Penalty: 4616.008301 Iteration 61Q: 3 clusters Score -1335166 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9235 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1335166.250000 Penalty: 4616.008301 Iteration 62Q: 3 clusters Score -1335166 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -1335172.500000 Penalty: 4616.008301 Iteration 63Q: 3 clusters Score -1335172 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1335172.500000 Penalty: 4616.008301 Iteration 64Q: 3 clusters Score -1335172 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -1335177.875000 Penalty: 4616.008301 Iteration 65Q: 3 clusters Score -1335178 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1335181.125000 Penalty: 4616.008301 Iteration 66Q: 3 clusters Score -1335181 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -1335184.000000 Penalty: 4616.008301 Iteration 67Q: 3 clusters Score -1335184 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9339 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -1335189.625000 Penalty: 4616.008301 Iteration 68Q: 3 clusters Score -1335190 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -1335194.250000 Penalty: 4616.008301 Iteration 69Q: 3 clusters Score -1335194 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9370 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1335198.375000 Penalty: 4616.008301 Iteration 70Q: 3 clusters Score -1335198 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -1335201.875000 Penalty: 4616.008301 Iteration 71Q: 3 clusters Score -1335202 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1335204.375000 Penalty: 4616.008301 Iteration 72Q: 3 clusters Score -1335204 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -1335207.250000 Penalty: 4616.008301 Iteration 73Q: 3 clusters Score -1335207 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1335211.750000 Penalty: 4616.008301 Iteration 74Q: 3 clusters Score -1335212 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9437 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -1335214.750000 Penalty: 4616.008301 Iteration 75Q: 3 clusters Score -1335215 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -1335219.500000 Penalty: 4616.008301 Iteration 76Q: 3 clusters Score -1335220 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9475 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1335225.875000 Penalty: 4616.008301 Iteration 77Q: 3 clusters Score -1335226 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -1335232.000000 Penalty: 4616.008301 Iteration 78Q: 3 clusters Score -1335232 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1335237.000000 Penalty: 4616.008301 Iteration 79Q: 3 clusters Score -1335237 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1335240.125000 Penalty: 4616.008301 Iteration 80F: 3 clusters Score -1335240 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9534 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -1335245.375000 Penalty: 4616.008301 Iteration 81Q: 3 clusters Score -1335245 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1335247.750000 Penalty: 4616.008301 Iteration 82Q: 3 clusters Score -1335248 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1335250.500000 Penalty: 4616.008301 Iteration 83Q: 3 clusters Score -1335250 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1335257.125000 Penalty: 4616.008301 Iteration 84Q: 3 clusters Score -1335257 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -1335264.375000 Penalty: 4616.008301 Iteration 85Q: 3 clusters Score -1335264 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9615 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: 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Estep Score: -1335284.750000 Penalty: 4616.008301 Iteration 90Q: 3 clusters Score -1335285 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9671 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -1335284.500000 Penalty: 4616.008301 Iteration 91Q: 3 clusters Score -1335284 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9681 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -1335283.875000 Penalty: 4616.008301 Iteration 92Q: 3 clusters Score -1335284 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -1335289.500000 Penalty: 4616.008301 Iteration 93Q: 3 clusters Score -1335290 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1335293.500000 Penalty: 4616.008301 Iteration 94Q: 3 clusters Score -1335294 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9710 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1335294.875000 Penalty: 4616.008301 Iteration 95Q: 3 clusters Score -1335295 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -1335296.875000 Penalty: 4616.008301 Iteration 96Q: 3 clusters Score -1335297 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1335305.500000 Penalty: 4616.008301 Iteration 97Q: 3 clusters Score -1335306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1335305.375000 Penalty: 4616.008301 Iteration 98Q: 3 clusters Score -1335305 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1335312.875000 Penalty: 4616.008301 Iteration 99Q: 3 clusters Score -1335313 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1335312.375000 Penalty: 4616.008301 Iteration 100F: 3 clusters Score -1335312 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1335317.250000 Penalty: 4616.008301 Iteration 101Q: 3 clusters Score -1335317 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1335325.125000 Penalty: 4616.008301 Iteration 102Q: 3 clusters Score -1335325 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1335327.000000 Penalty: 4616.008301 Iteration 103Q: 3 clusters Score -1335327 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1335331.125000 Penalty: 4616.008301 Iteration 104Q: 3 clusters Score -1335331 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1335331.875000 Penalty: 4616.008301 Iteration 105Q: 3 clusters Score -1335332 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1335333.125000 Penalty: 4616.008301 Iteration 106Q: 3 clusters Score -1335333 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1335335.750000 Penalty: 4616.008301 Iteration 107Q: 3 clusters Score -1335336 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1335340.000000 Penalty: 4616.008301 Iteration 108Q: 3 clusters Score -1335340 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1335341.375000 Penalty: 4616.008301 Iteration 109Q: 3 clusters Score -1335341 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1335342.000000 Penalty: 4616.008301 Iteration 110Q: 3 clusters Score -1335342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1335344.500000 Penalty: 4616.008301 Iteration 111Q: 3 clusters Score -1335344 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1335346.000000 Penalty: 4616.008301 Iteration 112Q: 3 clusters Score -1335346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9870 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1335344.125000 Penalty: 4616.008301 Iteration 113Q: 3 clusters Score -1335344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1335347.250000 Penalty: 4616.008301 Iteration 114Q: 3 clusters Score -1335347 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9875 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1335347.500000 Penalty: 4616.008301 Iteration 115Q: 3 clusters Score -1335348 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9876 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1335347.125000 Penalty: 4616.008301 Iteration 116Q: 3 clusters Score -1335347 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1335347.375000 Penalty: 4616.008301 Iteration 117Q: 3 clusters Score -1335347 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9880 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1335346.250000 Penalty: 4616.008301 Iteration 118Q: 3 clusters Score -1335346 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1335348.375000 Penalty: 4616.008301 Iteration 119Q: 3 clusters Score -1335348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1335351.750000 Penalty: 4616.008301 Iteration 120F: 3 clusters Score -1335352 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1335358.375000 Penalty: 4616.008301 Iteration 121Q: 3 clusters Score -1335358 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1335361.750000 Penalty: 4616.008301 Iteration 122Q: 3 clusters Score -1335362 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1335367.125000 Penalty: 4616.008301 Iteration 123Q: 3 clusters Score -1335367 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1335365.625000 Penalty: 4616.008301 Iteration 124Q: 3 clusters Score -1335366 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -1335369.750000 Penalty: 4616.008301 Iteration 125Q: 3 clusters Score -1335370 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9940 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1335373.000000 Penalty: 4616.008301 Iteration 126Q: 3 clusters Score -1335373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1335374.000000 Penalty: 4616.008301 Iteration 127Q: 3 clusters Score -1335374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -1335372.625000 Penalty: 4616.008301 Iteration 128Q: 3 clusters Score -1335373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9947 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -1335372.750000 Penalty: 4616.008301 Iteration 129Q: 3 clusters Score -1335373 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1335374.375000 Penalty: 4616.008301 Iteration 130Q: 3 clusters Score -1335374 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1335375.750000 Penalty: 4616.008301 Iteration 131Q: 3 clusters Score -1335376 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9963 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -1335383.250000 Penalty: 4616.008301 Iteration 132Q: 3 clusters Score -1335383 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9966 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1335382.000000 Penalty: 4616.008301 Iteration 133Q: 3 clusters Score -1335382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1335384.750000 Penalty: 4616.008301 Iteration 134Q: 3 clusters Score -1335385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -1335385.375000 Penalty: 4616.008301 Iteration 135Q: 3 clusters Score -1335385 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9973 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1335384.875000 Penalty: 4616.008301 Iteration 136Q: 3 clusters Score -1335385 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9973 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1335384.875000 Penalty: 4616.008301 Iteration 137F: 3 clusters Score -1335385 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Entering Unmasked Estep Score: -586467.375000 Penalty: 2107.809814 Iteration 0F: 2 clusters Score -586467.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -582014.562500 Penalty: 4215.619629 Iteration 0F: 3 clusters Score -582014.6 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -583365.812500 Penalty: 4215.619629 Iteration 1F: 3 clusters Score -583365.8 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -583742.250000 Penalty: 4215.619629 Iteration 2F: 3 clusters Score -583742.2 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -584036.062500 Penalty: 4215.619629 Iteration 3F: 3 clusters Score -584036.1 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -584268.125000 Penalty: 4215.619629 Iteration 4F: 3 clusters Score -584268.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -584421.562500 Penalty: 4215.619629 Iteration 5Q: 3 clusters Score -584421.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -584554.562500 Penalty: 4215.619629 Iteration 6Q: 3 clusters Score -584554.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -584649.625000 Penalty: 4215.619629 Iteration 7Q: 3 clusters Score -584649.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -584715.437500 Penalty: 4215.619629 Iteration 8Q: 3 clusters Score -584715.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -584775.500000 Penalty: 4215.619629 Iteration 9Q: 3 clusters Score -584775.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -584825.250000 Penalty: 4215.619629 Iteration 10Q: 3 clusters Score -584825.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -584863.687500 Penalty: 4215.619629 Iteration 11Q: 3 clusters Score -584863.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -584899.312500 Penalty: 4215.619629 Iteration 12Q: 3 clusters Score -584899.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -584940.437500 Penalty: 4215.619629 Iteration 13Q: 3 clusters Score -584940.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -584958.750000 Penalty: 4215.619629 Iteration 14Q: 3 clusters Score -584958.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -584968.875000 Penalty: 4215.619629 Iteration 15Q: 3 clusters Score -584968.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -584978.625000 Penalty: 4215.619629 Iteration 16Q: 3 clusters Score -584978.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -584986.625000 Penalty: 4215.619629 Iteration 17Q: 3 clusters Score -584986.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -584993.625000 Penalty: 4215.619629 Iteration 18Q: 3 clusters Score -584993.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -585005.187500 Penalty: 4215.619629 Iteration 19Q: 3 clusters Score -585005.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -585019.187500 Penalty: 4215.619629 Iteration 20F: 3 clusters Score -585019.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -585034.375000 Penalty: 4215.619629 Iteration 21Q: 3 clusters Score -585034.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -585050.562500 Penalty: 4215.619629 Iteration 22Q: 3 clusters Score -585050.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -585058.375000 Penalty: 4215.619629 Iteration 23Q: 3 clusters Score -585058.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -585066.312500 Penalty: 4215.619629 Iteration 24Q: 3 clusters Score -585066.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -585073.187500 Penalty: 4215.619629 Iteration 25Q: 3 clusters Score -585073.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -585078.750000 Penalty: 4215.619629 Iteration 26Q: 3 clusters Score -585078.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -585086.375000 Penalty: 4215.619629 Iteration 27Q: 3 clusters Score -585086.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -585093.812500 Penalty: 4215.619629 Iteration 28Q: 3 clusters Score -585093.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -585101.250000 Penalty: 4215.619629 Iteration 29Q: 3 clusters Score -585101.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -585110.062500 Penalty: 4215.619629 Iteration 30Q: 3 clusters Score -585110.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -585118.812500 Penalty: 4215.619629 Iteration 31Q: 3 clusters Score -585118.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -585131.375000 Penalty: 4215.619629 Iteration 32Q: 3 clusters Score -585131.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -585135.187500 Penalty: 4215.619629 Iteration 33Q: 3 clusters Score -585135.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -585137.812500 Penalty: 4215.619629 Iteration 34Q: 3 clusters Score -585137.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -585137.500000 Penalty: 4215.619629 Iteration 35Q: 3 clusters Score -585137.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -585137.500000 Penalty: 4215.619629 Iteration 36F: 3 clusters Score -585137.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Entering Unmasked Estep Score: -895461.312500 Penalty: 2211.592773 Iteration 0F: 2 clusters Score -895461.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -889387.437500 Penalty: 4423.185547 Iteration 0F: 3 clusters Score -889387.4 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -891072.312500 Penalty: 4423.185547 Iteration 1F: 3 clusters Score -891072.3 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -891498.750000 Penalty: 4423.185547 Iteration 2F: 3 clusters Score -891498.8 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -891864.500000 Penalty: 4423.185547 Iteration 3F: 3 clusters Score -891864.5 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -892113.437500 Penalty: 4423.185547 Iteration 4F: 3 clusters Score -892113.4 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -892293.562500 Penalty: 4423.185547 Iteration 5Q: 3 clusters Score -892293.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -892451.187500 Penalty: 4423.185547 Iteration 6Q: 3 clusters Score -892451.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -892583.937500 Penalty: 4423.185547 Iteration 7Q: 3 clusters Score -892583.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -892709.812500 Penalty: 4423.185547 Iteration 8Q: 3 clusters Score -892709.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -892832.562500 Penalty: 4423.185547 Iteration 9Q: 3 clusters Score -892832.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -892949.875000 Penalty: 4423.185547 Iteration 10Q: 3 clusters Score -892949.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -893061.750000 Penalty: 4423.185547 Iteration 11Q: 3 clusters Score -893061.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -893167.437500 Penalty: 4423.185547 Iteration 12Q: 3 clusters Score -893167.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -893272.812500 Penalty: 4423.185547 Iteration 13Q: 3 clusters Score -893272.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -893381.562500 Penalty: 4423.185547 Iteration 14Q: 3 clusters Score -893381.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -893451.125000 Penalty: 4423.185547 Iteration 15Q: 3 clusters Score -893451.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -893493.500000 Penalty: 4423.185547 Iteration 16Q: 3 clusters Score -893493.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -893524.812500 Penalty: 4423.185547 Iteration 17Q: 3 clusters Score -893524.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -893548.000000 Penalty: 4423.185547 Iteration 18Q: 3 clusters Score -893548 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -893564.312500 Penalty: 4423.185547 Iteration 19Q: 3 clusters Score -893564.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -893571.312500 Penalty: 4423.185547 Iteration 20F: 3 clusters Score -893571.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -893577.312500 Penalty: 4423.185547 Iteration 21Q: 3 clusters Score -893577.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -893583.250000 Penalty: 4423.185547 Iteration 22Q: 3 clusters Score -893583.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -893587.812500 Penalty: 4423.185547 Iteration 23Q: 3 clusters Score -893587.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -893590.562500 Penalty: 4423.185547 Iteration 24Q: 3 clusters Score -893590.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -893595.750000 Penalty: 4423.185547 Iteration 25Q: 3 clusters Score -893595.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -893594.875000 Penalty: 4423.185547 Iteration 26Q: 3 clusters Score -893594.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -893596.062500 Penalty: 4423.185547 Iteration 27Q: 3 clusters Score -893596.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -893598.500000 Penalty: 4423.185547 Iteration 28Q: 3 clusters Score -893598.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -893600.125000 Penalty: 4423.185547 Iteration 29Q: 3 clusters Score -893600.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -893600.750000 Penalty: 4423.185547 Iteration 30Q: 3 clusters Score -893600.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -893602.250000 Penalty: 4423.185547 Iteration 31Q: 3 clusters Score -893602.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -893602.187500 Penalty: 4423.185547 Iteration 32Q: 3 clusters Score -893602.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -893604.500000 Penalty: 4423.185547 Iteration 33Q: 3 clusters Score -893604.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -893604.875000 Penalty: 4423.185547 Iteration 34Q: 3 clusters Score -893604.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -893603.687500 Penalty: 4423.185547 Iteration 35Q: 3 clusters Score -893603.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -893604.875000 Penalty: 4423.185547 Iteration 36Q: 3 clusters Score -893604.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -893605.937500 Penalty: 4423.185547 Iteration 37Q: 3 clusters Score -893605.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -893606.375000 Penalty: 4423.185547 Iteration 38Q: 3 clusters Score -893606.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -893607.562500 Penalty: 4423.185547 Iteration 39Q: 3 clusters Score -893607.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -893607.562500 Penalty: 4423.185547 Iteration 40F: 3 clusters Score -893607.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Entering Unmasked Estep Score: -633525.375000 Penalty: 2123.037598 Iteration 0F: 2 clusters Score -633525.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -628897.000000 Penalty: 4246.075195 Iteration 0F: 3 clusters Score -628897 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -630080.062500 Penalty: 4246.075195 Iteration 1F: 3 clusters Score -630080.1 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -630315.125000 Penalty: 4246.075195 Iteration 2F: 3 clusters Score -630315.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -630443.625000 Penalty: 4246.075195 Iteration 3Q: 3 clusters Score -630443.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -630523.687500 Penalty: 4246.075195 Iteration 4Q: 3 clusters Score -630523.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -630582.687500 Penalty: 4246.075195 Iteration 5Q: 3 clusters Score -630582.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -630630.312500 Penalty: 4246.075195 Iteration 6Q: 3 clusters Score -630630.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -630676.812500 Penalty: 4246.075195 Iteration 7Q: 3 clusters Score -630676.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -630717.062500 Penalty: 4246.075195 Iteration 8Q: 3 clusters Score -630717.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -630748.125000 Penalty: 4246.075195 Iteration 9Q: 3 clusters Score -630748.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -630771.500000 Penalty: 4246.075195 Iteration 10Q: 3 clusters Score -630771.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -630795.125000 Penalty: 4246.075195 Iteration 11Q: 3 clusters Score -630795.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -630809.750000 Penalty: 4246.075195 Iteration 12Q: 3 clusters Score -630809.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -630828.250000 Penalty: 4246.075195 Iteration 13Q: 3 clusters Score -630828.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -630854.500000 Penalty: 4246.075195 Iteration 14Q: 3 clusters Score -630854.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -630891.125000 Penalty: 4246.075195 Iteration 15Q: 3 clusters Score -630891.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -630931.500000 Penalty: 4246.075195 Iteration 16Q: 3 clusters Score -630931.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -630980.937500 Penalty: 4246.075195 Iteration 17Q: 3 clusters Score -630980.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -631025.062500 Penalty: 4246.075195 Iteration 18Q: 3 clusters Score -631025.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -631063.625000 Penalty: 4246.075195 Iteration 19Q: 3 clusters Score -631063.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -631095.687500 Penalty: 4246.075195 Iteration 20F: 3 clusters Score -631095.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -631123.062500 Penalty: 4246.075195 Iteration 21Q: 3 clusters Score -631123.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -631155.687500 Penalty: 4246.075195 Iteration 22Q: 3 clusters Score -631155.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -631190.187500 Penalty: 4246.075195 Iteration 23Q: 3 clusters Score -631190.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -631216.500000 Penalty: 4246.075195 Iteration 24Q: 3 clusters Score -631216.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -631241.312500 Penalty: 4246.075195 Iteration 25Q: 3 clusters Score -631241.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -631262.812500 Penalty: 4246.075195 Iteration 26Q: 3 clusters Score -631262.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -631289.250000 Penalty: 4246.075195 Iteration 27Q: 3 clusters Score -631289.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -631322.000000 Penalty: 4246.075195 Iteration 28Q: 3 clusters Score -631322 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -631350.500000 Penalty: 4246.075195 Iteration 29Q: 3 clusters Score -631350.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -631375.750000 Penalty: 4246.075195 Iteration 30Q: 3 clusters Score -631375.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -631399.562500 Penalty: 4246.075195 Iteration 31Q: 3 clusters Score -631399.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -631422.062500 Penalty: 4246.075195 Iteration 32Q: 3 clusters Score -631422.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -631450.625000 Penalty: 4246.075195 Iteration 33Q: 3 clusters Score -631450.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -631480.375000 Penalty: 4246.075195 Iteration 34Q: 3 clusters Score -631480.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -631520.125000 Penalty: 4246.075195 Iteration 35Q: 3 clusters Score -631520.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -631556.375000 Penalty: 4246.075195 Iteration 36Q: 3 clusters Score -631556.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -631591.125000 Penalty: 4246.075195 Iteration 37Q: 3 clusters Score -631591.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -631615.687500 Penalty: 4246.075195 Iteration 38Q: 3 clusters Score -631615.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -631633.437500 Penalty: 4246.075195 Iteration 39Q: 3 clusters Score -631633.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -631647.937500 Penalty: 4246.075195 Iteration 40F: 3 clusters Score -631647.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -631663.187500 Penalty: 4246.075195 Iteration 41Q: 3 clusters Score -631663.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -631669.562500 Penalty: 4246.075195 Iteration 42Q: 3 clusters Score -631669.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -631678.125000 Penalty: 4246.075195 Iteration 43Q: 3 clusters Score -631678.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -631687.500000 Penalty: 4246.075195 Iteration 44Q: 3 clusters Score -631687.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -631688.375000 Penalty: 4246.075195 Iteration 45Q: 3 clusters Score -631688.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -631690.000000 Penalty: 4246.075195 Iteration 46Q: 3 clusters Score -631690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -631692.500000 Penalty: 4246.075195 Iteration 47Q: 3 clusters Score -631692.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -631693.062500 Penalty: 4246.075195 Iteration 48Q: 3 clusters Score -631693.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -631693.375000 Penalty: 4246.075195 Iteration 49Q: 3 clusters Score -631693.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -631693.687500 Penalty: 4246.075195 Iteration 50Q: 3 clusters Score -631693.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -631694.250000 Penalty: 4246.075195 Iteration 51Q: 3 clusters Score -631694.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -631694.250000 Penalty: 4246.075195 Iteration 52F: 3 clusters Score -631694.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (54761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54761 members Entering Unmasked Estep Score: -6657848.000000 Penalty: 2705.861816 Iteration 0F: 2 clusters Score -6657848 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27497 members Mstep: Class 2 contains 27264 members Entering Unmasked Estep Score: -6621190.500000 Penalty: 5411.723633 Iteration 0F: 3 clusters Score -6621190 nChanged 25423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27700 members Mstep: Class 2 contains 27061 members Entering Unmasked Estep Score: -6634610.500000 Penalty: 5411.723633 Iteration 1F: 3 clusters Score -6634610 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27766 members Mstep: Class 2 contains 26995 members Entering Unmasked Estep Score: -6635204.500000 Penalty: 5411.723633 Iteration 2Q: 3 clusters Score -6635204 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27772 members Mstep: Class 2 contains 26989 members Entering Unmasked Estep Score: -6635881.000000 Penalty: 5411.723633 Iteration 3Q: 3 clusters Score -6635881 nChanged 2271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27685 members Mstep: Class 2 contains 27076 members Entering Unmasked Estep Score: -6636725.000000 Penalty: 5411.723633 Iteration 4Q: 3 clusters Score -6636725 nChanged 2592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27415 members Mstep: Class 2 contains 27346 members Entering Unmasked Estep Score: -6637831.500000 Penalty: 5411.723633 Iteration 5Q: 3 clusters Score -6637832 nChanged 2884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27077 members Mstep: Class 2 contains 27684 members Entering Unmasked Estep Score: -6639337.000000 Penalty: 5411.723633 Iteration 6F: 3 clusters Score -6639337 nChanged 3191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26738 members Mstep: Class 2 contains 28023 members Entering Unmasked Estep Score: -6641116.000000 Penalty: 5411.723633 Iteration 7F: 3 clusters Score -6641116 nChanged 3321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26467 members Mstep: Class 2 contains 28294 members Entering Unmasked Estep Score: -6642924.000000 Penalty: 5411.723633 Iteration 8F: 3 clusters Score -6642924 nChanged 3074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26299 members Mstep: Class 2 contains 28462 members Entering Unmasked Estep Score: -6644434.000000 Penalty: 5411.723633 Iteration 9F: 3 clusters Score -6644434 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26176 members Mstep: Class 2 contains 28585 members Entering Unmasked Estep Score: -6645420.000000 Penalty: 5411.723633 Iteration 10Q: 3 clusters Score -6645420 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26149 members Mstep: Class 2 contains 28612 members Entering Unmasked Estep Score: -6645973.500000 Penalty: 5411.723633 Iteration 11Q: 3 clusters Score -6645974 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26186 members Mstep: Class 2 contains 28575 members Entering Unmasked Estep Score: -6646329.000000 Penalty: 5411.723633 Iteration 12Q: 3 clusters Score -6646329 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26346 members Mstep: Class 2 contains 28415 members Entering Unmasked Estep Score: -6646501.000000 Penalty: 5411.723633 Iteration 13Q: 3 clusters Score -6646501 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26525 members Mstep: Class 2 contains 28236 members Entering Unmasked Estep Score: -6646584.500000 Penalty: 5411.723633 Iteration 14Q: 3 clusters Score -6646584 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26717 members Mstep: Class 2 contains 28044 members Entering Unmasked Estep Score: -6646642.000000 Penalty: 5411.723633 Iteration 15Q: 3 clusters Score -6646642 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26904 members Mstep: Class 2 contains 27857 members Entering Unmasked Estep Score: -6646681.000000 Penalty: 5411.723633 Iteration 16Q: 3 clusters Score -6646681 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27113 members Mstep: Class 2 contains 27648 members Entering Unmasked Estep Score: -6646725.000000 Penalty: 5411.723633 Iteration 17Q: 3 clusters Score -6646725 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27347 members Mstep: Class 2 contains 27414 members Entering Unmasked Estep Score: -6646762.500000 Penalty: 5411.723633 Iteration 18Q: 3 clusters Score -6646762 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27596 members Mstep: Class 2 contains 27165 members Entering Unmasked Estep Score: -6646823.500000 Penalty: 5411.723633 Iteration 19Q: 3 clusters Score -6646824 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27857 members Mstep: Class 2 contains 26904 members Entering Unmasked Estep Score: -6646819.500000 Penalty: 5411.723633 Iteration 20F: 3 clusters Score -6646820 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28135 members Mstep: Class 2 contains 26626 members Entering Unmasked Estep Score: -6646849.500000 Penalty: 5411.723633 Iteration 21Q: 3 clusters Score -6646850 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28410 members Mstep: Class 2 contains 26351 members Entering Unmasked Estep Score: -6646872.000000 Penalty: 5411.723633 Iteration 22Q: 3 clusters Score -6646872 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28717 members Mstep: Class 2 contains 26044 members Entering Unmasked Estep Score: -6646880.500000 Penalty: 5411.723633 Iteration 23Q: 3 clusters Score -6646880 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29072 members Mstep: Class 2 contains 25689 members Entering Unmasked Estep Score: -6646909.500000 Penalty: 5411.723633 Iteration 24Q: 3 clusters Score -6646910 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29475 members Mstep: Class 2 contains 25286 members Entering Unmasked Estep Score: -6646954.500000 Penalty: 5411.723633 Iteration 25Q: 3 clusters Score -6646954 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29949 members Mstep: Class 2 contains 24812 members Entering Unmasked Estep Score: -6647028.000000 Penalty: 5411.723633 Iteration 26Q: 3 clusters Score -6647028 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30505 members Mstep: Class 2 contains 24256 members Entering Unmasked Estep Score: -6647118.500000 Penalty: 5411.723633 Iteration 27Q: 3 clusters Score -6647118 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31136 members Mstep: Class 2 contains 23625 members Entering Unmasked Estep Score: -6647179.500000 Penalty: 5411.723633 Iteration 28Q: 3 clusters Score -6647180 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31848 members Mstep: Class 2 contains 22913 members Entering Unmasked Estep Score: -6647291.500000 Penalty: 5411.723633 Iteration 29Q: 3 clusters Score -6647292 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32681 members Mstep: Class 2 contains 22080 members Entering Unmasked Estep Score: -6647477.000000 Penalty: 5411.723633 Iteration 30Q: 3 clusters Score -6647477 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33672 members Mstep: Class 2 contains 21089 members Entering Unmasked Estep Score: -6647729.500000 Penalty: 5411.723633 Iteration 31Q: 3 clusters Score -6647730 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34819 members Mstep: Class 2 contains 19942 members Entering Unmasked Estep Score: -6648012.500000 Penalty: 5411.723633 Iteration 32Q: 3 clusters Score -6648012 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36088 members Mstep: Class 2 contains 18673 members Entering Unmasked Estep Score: -6648342.000000 Penalty: 5411.723633 Iteration 33Q: 3 clusters Score -6648342 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37462 members Mstep: Class 2 contains 17299 members Entering Unmasked Estep Score: -6648748.000000 Penalty: 5411.723633 Iteration 34Q: 3 clusters Score -6648748 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38959 members Mstep: Class 2 contains 15802 members Entering Unmasked Estep Score: -6649250.000000 Penalty: 5411.723633 Iteration 35Q: 3 clusters Score -6649250 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40571 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -6649778.000000 Penalty: 5411.723633 Iteration 36Q: 3 clusters Score -6649778 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42261 members Mstep: Class 2 contains 12500 members Entering Unmasked Estep Score: -6650439.000000 Penalty: 5411.723633 Iteration 37Q: 3 clusters Score -6650439 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43957 members Mstep: Class 2 contains 10804 members Entering Unmasked Estep Score: -6651092.000000 Penalty: 5411.723633 Iteration 38Q: 3 clusters Score -6651092 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45607 members Mstep: Class 2 contains 9154 members Entering Unmasked Estep Score: -6651782.500000 Penalty: 5411.723633 Iteration 39Q: 3 clusters Score -6651782 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47156 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -6652512.500000 Penalty: 5411.723633 Iteration 40F: 3 clusters Score -6652512 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48517 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -6653118.000000 Penalty: 5411.723633 Iteration 41Q: 3 clusters Score -6653118 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49689 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -6653641.500000 Penalty: 5411.723633 Iteration 42Q: 3 clusters Score -6653642 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50662 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -6654075.000000 Penalty: 5411.723633 Iteration 43Q: 3 clusters Score -6654075 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51394 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -6654427.000000 Penalty: 5411.723633 Iteration 44Q: 3 clusters Score -6654427 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51941 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -6654682.000000 Penalty: 5411.723633 Iteration 45Q: 3 clusters Score -6654682 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52352 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -6654897.000000 Penalty: 5411.723633 Iteration 46Q: 3 clusters Score -6654897 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52671 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -6655043.500000 Penalty: 5411.723633 Iteration 47Q: 3 clusters Score -6655044 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52903 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -6655149.500000 Penalty: 5411.723633 Iteration 48Q: 3 clusters Score -6655150 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53094 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -6655223.000000 Penalty: 5411.723633 Iteration 49Q: 3 clusters Score -6655223 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53218 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -6655301.000000 Penalty: 5411.723633 Iteration 50Q: 3 clusters Score -6655301 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53317 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -6655332.000000 Penalty: 5411.723633 Iteration 51Q: 3 clusters Score -6655332 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53406 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -6655404.000000 Penalty: 5411.723633 Iteration 52Q: 3 clusters Score -6655404 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53465 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -6655420.500000 Penalty: 5411.723633 Iteration 53Q: 3 clusters Score -6655420 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53513 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -6655447.000000 Penalty: 5411.723633 Iteration 54Q: 3 clusters Score -6655447 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53567 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -6655463.500000 Penalty: 5411.723633 Iteration 55Q: 3 clusters Score -6655464 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53604 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -6655503.500000 Penalty: 5411.723633 Iteration 56Q: 3 clusters Score -6655504 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53644 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -6655519.500000 Penalty: 5411.723633 Iteration 57Q: 3 clusters Score -6655520 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53675 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -6655534.000000 Penalty: 5411.723633 Iteration 58Q: 3 clusters Score -6655534 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53700 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -6655556.500000 Penalty: 5411.723633 Iteration 59Q: 3 clusters Score -6655556 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53722 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -6655569.500000 Penalty: 5411.723633 Iteration 60F: 3 clusters Score -6655570 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53745 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -6655583.000000 Penalty: 5411.723633 Iteration 61Q: 3 clusters Score -6655583 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53761 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -6655595.000000 Penalty: 5411.723633 Iteration 62Q: 3 clusters Score -6655595 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53774 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -6655608.500000 Penalty: 5411.723633 Iteration 63Q: 3 clusters Score -6655608 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53780 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -6655616.500000 Penalty: 5411.723633 Iteration 64Q: 3 clusters Score -6655616 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53784 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -6655621.000000 Penalty: 5411.723633 Iteration 65Q: 3 clusters Score -6655621 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53791 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -6655632.000000 Penalty: 5411.723633 Iteration 66Q: 3 clusters Score -6655632 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53793 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -6655629.000000 Penalty: 5411.723633 Iteration 67Q: 3 clusters Score -6655629 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53796 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -6655630.000000 Penalty: 5411.723633 Iteration 68Q: 3 clusters Score -6655630 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53805 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -6655632.500000 Penalty: 5411.723633 Iteration 69Q: 3 clusters Score -6655632 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53813 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -6655643.000000 Penalty: 5411.723633 Iteration 70Q: 3 clusters Score -6655643 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53819 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -6655638.000000 Penalty: 5411.723633 Iteration 71Q: 3 clusters Score -6655638 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53824 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -6655638.000000 Penalty: 5411.723633 Iteration 72Q: 3 clusters Score -6655638 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53824 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -6655639.500000 Penalty: 5411.723633 Iteration 73Q: 3 clusters Score -6655640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53825 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -6655647.000000 Penalty: 5411.723633 Iteration 74Q: 3 clusters Score -6655647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53827 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -6655645.500000 Penalty: 5411.723633 Iteration 75Q: 3 clusters Score -6655646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53826 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -6655648.000000 Penalty: 5411.723633 Iteration 76Q: 3 clusters Score -6655648 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53826 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -6655648.000000 Penalty: 5411.723633 Iteration 77F: 3 clusters Score -6655648 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Entering Unmasked Estep Score: -197715.140625 Penalty: 1840.452026 Iteration 0F: 2 clusters Score -197715.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -195319.078125 Penalty: 3680.904053 Iteration 0F: 3 clusters Score -195319.1 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -195717.578125 Penalty: 3680.904053 Iteration 1F: 3 clusters Score -195717.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -195866.468750 Penalty: 3680.904053 Iteration 2F: 3 clusters Score -195866.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -195940.703125 Penalty: 3680.904053 Iteration 3Q: 3 clusters Score -195940.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -195997.875000 Penalty: 3680.904053 Iteration 4Q: 3 clusters Score -195997.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -196034.609375 Penalty: 3680.904053 Iteration 5Q: 3 clusters Score -196034.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -196062.718750 Penalty: 3680.904053 Iteration 6Q: 3 clusters Score -196062.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -196077.109375 Penalty: 3680.904053 Iteration 7Q: 3 clusters Score -196077.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -196090.328125 Penalty: 3680.904053 Iteration 8Q: 3 clusters Score -196090.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -196101.625000 Penalty: 3680.904053 Iteration 9Q: 3 clusters Score -196101.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -196109.343750 Penalty: 3680.904053 Iteration 10Q: 3 clusters Score -196109.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -196115.078125 Penalty: 3680.904053 Iteration 11Q: 3 clusters Score -196115.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -196120.375000 Penalty: 3680.904053 Iteration 12Q: 3 clusters Score -196120.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -196134.359375 Penalty: 3680.904053 Iteration 13Q: 3 clusters Score -196134.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -196149.687500 Penalty: 3680.904053 Iteration 14Q: 3 clusters Score -196149.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -196155.562500 Penalty: 3680.904053 Iteration 15Q: 3 clusters Score -196155.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -196158.968750 Penalty: 3680.904053 Iteration 16Q: 3 clusters Score -196159 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -196161.390625 Penalty: 3680.904053 Iteration 17Q: 3 clusters Score -196161.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -196165.796875 Penalty: 3680.904053 Iteration 18Q: 3 clusters Score -196165.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -196167.625000 Penalty: 3680.904053 Iteration 19Q: 3 clusters Score -196167.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -196168.046875 Penalty: 3680.904053 Iteration 20F: 3 clusters Score -196168 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (99667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99667 members Entering Unmasked Estep Score: -12087037.000000 Penalty: 2854.378418 Iteration 0F: 2 clusters Score -1.208704e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49812 members Mstep: Class 2 contains 49855 members Entering Unmasked Estep Score: -12019975.000000 Penalty: 5708.756836 Iteration 0F: 3 clusters Score -1.201998e+07 nChanged 47428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48492 members Mstep: Class 2 contains 51175 members Entering Unmasked Estep Score: -12047162.000000 Penalty: 5708.756836 Iteration 1F: 3 clusters Score -1.204716e+07 nChanged 3329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47687 members Mstep: Class 2 contains 51980 members Entering Unmasked Estep Score: -12048027.000000 Penalty: 5708.756836 Iteration 2Q: 3 clusters Score -1.204803e+07 nChanged 3379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46544 members Mstep: Class 2 contains 53123 members Entering Unmasked Estep Score: -12048912.000000 Penalty: 5708.756836 Iteration 3Q: 3 clusters Score -1.204891e+07 nChanged 3576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44870 members Mstep: Class 2 contains 54797 members Entering Unmasked Estep Score: -12050023.000000 Penalty: 5708.756836 Iteration 4Q: 3 clusters Score -1.205002e+07 nChanged 4137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42423 members Mstep: Class 2 contains 57244 members Entering Unmasked Estep Score: -12051587.000000 Penalty: 5708.756836 Iteration 5Q: 3 clusters Score -1.205159e+07 nChanged 4699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39128 members Mstep: Class 2 contains 60539 members Entering Unmasked Estep Score: -12053833.000000 Penalty: 5708.756836 Iteration 6Q: 3 clusters Score -1.205383e+07 nChanged 5474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34782 members Mstep: Class 2 contains 64885 members Entering Unmasked Estep Score: -12057033.000000 Penalty: 5708.756836 Iteration 7F: 3 clusters Score -1.205703e+07 nChanged 6138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29512 members Mstep: Class 2 contains 70155 members Entering Unmasked Estep Score: -12061210.000000 Penalty: 5708.756836 Iteration 8F: 3 clusters Score -1.206121e+07 nChanged 6204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23936 members Mstep: Class 2 contains 75731 members Entering Unmasked Estep Score: -12065873.000000 Penalty: 5708.756836 Iteration 9F: 3 clusters Score -1.206587e+07 nChanged 5772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18584 members Mstep: Class 2 contains 81083 members Entering Unmasked Estep Score: -12070423.000000 Penalty: 5708.756836 Iteration 10F: 3 clusters Score -1.207042e+07 nChanged 4825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13935 members Mstep: Class 2 contains 85732 members Entering Unmasked Estep Score: -12074174.000000 Penalty: 5708.756836 Iteration 11Q: 3 clusters Score -1.207417e+07 nChanged 3874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10137 members Mstep: Class 2 contains 89530 members Entering Unmasked Estep Score: -12077144.000000 Penalty: 5708.756836 Iteration 12Q: 3 clusters Score -1.207714e+07 nChanged 3053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 92555 members Entering Unmasked Estep Score: -12079467.000000 Penalty: 5708.756836 Iteration 13Q: 3 clusters Score -1.207947e+07 nChanged 2263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 94796 members Entering Unmasked Estep Score: -12081219.000000 Penalty: 5708.756836 Iteration 14Q: 3 clusters Score -1.208122e+07 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 96413 members Entering Unmasked Estep Score: -12082474.000000 Penalty: 5708.756836 Iteration 15Q: 3 clusters Score -1.208247e+07 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 97440 members Entering Unmasked Estep Score: -12083247.000000 Penalty: 5708.756836 Iteration 16Q: 3 clusters Score -1.208325e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 98092 members Entering Unmasked Estep Score: -12083749.000000 Penalty: 5708.756836 Iteration 17Q: 3 clusters Score -1.208375e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 98505 members Entering Unmasked Estep Score: -12084083.000000 Penalty: 5708.756836 Iteration 18Q: 3 clusters Score -1.208408e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 98730 members Entering Unmasked Estep Score: -12084266.000000 Penalty: 5708.756836 Iteration 19Q: 3 clusters Score -1.208427e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 98861 members Entering Unmasked Estep Score: -12084371.000000 Penalty: 5708.756836 Iteration 20F: 3 clusters Score -1.208437e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 98939 members Entering Unmasked Estep Score: -12084455.000000 Penalty: 5708.756836 Iteration 21Q: 3 clusters Score -1.208446e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 98992 members Entering Unmasked Estep Score: -12084493.000000 Penalty: 5708.756836 Iteration 22Q: 3 clusters Score -1.208449e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 99032 members Entering Unmasked Estep Score: -12084557.000000 Penalty: 5708.756836 Iteration 23Q: 3 clusters Score -1.208456e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 99054 members Entering Unmasked Estep Score: -12084565.000000 Penalty: 5708.756836 Iteration 24Q: 3 clusters Score -1.208456e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 99076 members Entering Unmasked Estep Score: -12084583.000000 Penalty: 5708.756836 Iteration 25Q: 3 clusters Score -1.208458e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 99090 members Entering Unmasked Estep Score: -12084598.000000 Penalty: 5708.756836 Iteration 26Q: 3 clusters Score -1.20846e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 99103 members Entering Unmasked Estep Score: -12084605.000000 Penalty: 5708.756836 Iteration 27Q: 3 clusters Score -1.20846e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 99106 members Entering Unmasked Estep Score: -12084627.000000 Penalty: 5708.756836 Iteration 28Q: 3 clusters Score -1.208463e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 99112 members Entering Unmasked Estep Score: -12084656.000000 Penalty: 5708.756836 Iteration 29Q: 3 clusters Score -1.208466e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 99119 members Entering Unmasked Estep Score: -12084659.000000 Penalty: 5708.756836 Iteration 30Q: 3 clusters Score -1.208466e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 99122 members Entering Unmasked Estep Score: -12084666.000000 Penalty: 5708.756836 Iteration 31Q: 3 clusters Score -1.208467e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 99124 members Entering Unmasked Estep Score: -12084679.000000 Penalty: 5708.756836 Iteration 32Q: 3 clusters Score -1.208468e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 99127 members Entering Unmasked Estep Score: -12084681.000000 Penalty: 5708.756836 Iteration 33Q: 3 clusters Score -1.208468e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 99131 members Entering Unmasked Estep Score: -12084683.000000 Penalty: 5708.756836 Iteration 34Q: 3 clusters Score -1.208468e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 99131 members Entering Unmasked Estep Score: -12084677.000000 Penalty: 5708.756836 Iteration 35Q: 3 clusters Score -1.208468e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 99133 members Entering Unmasked Estep Score: -12084685.000000 Penalty: 5708.756836 Iteration 36Q: 3 clusters Score -1.208468e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 99134 members Entering Unmasked Estep Score: -12084683.000000 Penalty: 5708.756836 Iteration 37Q: 3 clusters Score -1.208468e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 99134 members Entering Unmasked Estep Score: -12084683.000000 Penalty: 5708.756836 Iteration 38F: 3 clusters Score -1.208468e+07 nChanged 0 --- Evaluating fit on full set of 851668 points --- Entering Unmasked Estep Score: -100587208.000000 Penalty: 60955.707031 22->19 Clusters: Score -100587208.000000, best is -100617008.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 283889 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12704 members Mstep: Class 2 contains 12807 members Mstep: Class 3 contains 13034 members Mstep: Class 4 contains 12736 members Mstep: Class 5 contains 12863 members Mstep: Class 6 contains 12976 members Mstep: Class 7 contains 12807 members Mstep: Class 8 contains 13151 members Mstep: Class 9 contains 12815 members Mstep: Class 10 contains 12965 members Mstep: Class 11 contains 12892 members Mstep: Class 12 contains 13216 members Mstep: Class 13 contains 13121 members Mstep: Class 14 contains 12827 members Mstep: Class 15 contains 12801 members Mstep: Class 16 contains 12749 members Mstep: Class 17 contains 12802 members Mstep: Class 18 contains 12999 members Mstep: Class 19 contains 12698 members Mstep: Class 20 contains 13035 members Mstep: Class 21 contains 12900 members Mstep: Class 22 contains 12991 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 953.677979 but Gain 3113.972656 Score: -32148582.000000 Penalty: 65393.410156 Iteration 0F: 22 clusters Score -3.214858e+07 nChanged 268359 Entering Unmasked Mstep Mstep: Class 0 contains 119 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 5386 members Mstep: Class 3 contains 19317 members Mstep: Class 4 contains 16210 members Mstep: Class 6 contains 26518 members Mstep: Class 7 contains 22488 members Mstep: Class 8 contains 27930 members Mstep: Class 9 contains 8663 members Mstep: Class 10 contains 5887 members Mstep: Class 11 contains 13111 members Mstep: Class 12 contains 13389 members Mstep: Class 13 contains 18287 members Mstep: Class 14 contains 15157 members Mstep: Class 15 contains 10588 members Mstep: Class 16 contains 11612 members Mstep: Class 17 contains 13587 members Mstep: Class 18 contains 7448 members Mstep: Class 19 contains 10913 members Mstep: Class 20 contains 6532 members Mstep: Class 21 contains 12883 members Mstep: Class 22 contains 13441 members Entering Unmasked Estep ConsiderDeletion Score: -32775618.000000 Penalty: 65393.410156 Iteration 1F: 22 clusters Score -3.277562e+07 nChanged 105349 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 5398 members Mstep: Class 3 contains 20765 members Mstep: Class 4 contains 16175 members Mstep: Class 6 contains 30212 members Mstep: Class 7 contains 28390 members Mstep: Class 8 contains 33714 members Mstep: Class 9 contains 7491 members Mstep: Class 10 contains 3715 members Mstep: Class 11 contains 9762 members Mstep: Class 12 contains 8099 members Mstep: Class 13 contains 17869 members Mstep: Class 14 contains 16416 members Mstep: Class 15 contains 12705 members Mstep: Class 16 contains 11406 members Mstep: Class 17 contains 11324 members Mstep: Class 18 contains 5246 members Mstep: Class 19 contains 9838 members Mstep: Class 20 contains 5327 members Mstep: Class 21 contains 12318 members Mstep: Class 22 contains 13958 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 2498.875244 but Gain 3113.972656 Score: -33002226.000000 Penalty: 62279.437500 Iteration 2F: 21 clusters Score -3.300223e+07 nChanged 84974 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 5387 members Mstep: Class 3 contains 19806 members Mstep: Class 4 contains 14235 members Mstep: Class 6 contains 31424 members Mstep: Class 7 contains 29194 members Mstep: Class 8 contains 39986 members Mstep: Class 9 contains 7677 members Mstep: Class 11 contains 6553 members Mstep: Class 12 contains 5427 members Mstep: Class 13 contains 16744 members Mstep: Class 14 contains 15797 members Mstep: Class 15 contains 15488 members Mstep: Class 16 contains 10761 members Mstep: Class 17 contains 12792 members Mstep: Class 18 contains 3186 members Mstep: Class 19 contains 9884 members Mstep: Class 20 contains 4694 members Mstep: Class 21 contains 15724 members Mstep: Class 22 contains 15962 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 2044.592896 but Gain 3113.972656 Score: -33146618.000000 Penalty: 59165.464844 Iteration 3F: 20 clusters Score -3.314662e+07 nChanged 68191 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 4992 members Mstep: Class 3 contains 18786 members Mstep: Class 4 contains 11408 members Mstep: Class 6 contains 32416 members Mstep: Class 7 contains 26228 members Mstep: Class 8 contains 46319 members Mstep: Class 9 contains 8789 members Mstep: Class 11 contains 4294 members Mstep: Class 12 contains 4070 members Mstep: Class 13 contains 14750 members Mstep: Class 14 contains 13509 members Mstep: Class 15 contains 16318 members Mstep: Class 16 contains 9874 members Mstep: Class 17 contains 15411 members Mstep: Class 19 contains 10704 members Mstep: Class 20 contains 4056 members Mstep: Class 21 contains 23097 members Mstep: Class 22 contains 16110 members Entering Unmasked Estep ConsiderDeletion Score: -33248580.000000 Penalty: 59165.464844 Iteration 4F: 20 clusters Score -3.324858e+07 nChanged 53576 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 4742 members Mstep: Class 3 contains 17936 members Mstep: Class 4 contains 9313 members Mstep: Class 6 contains 34483 members Mstep: Class 7 contains 22686 members Mstep: Class 8 contains 49433 members Mstep: Class 9 contains 10020 members Mstep: Class 11 contains 3273 members Mstep: Class 12 contains 3038 members Mstep: Class 13 contains 11071 members Mstep: Class 14 contains 10770 members Mstep: Class 15 contains 16265 members Mstep: Class 16 contains 8978 members Mstep: Class 17 contains 17001 members Mstep: Class 19 contains 12163 members Mstep: Class 20 contains 3374 members Mstep: Class 21 contains 33125 members Mstep: Class 22 contains 13964 members Entering Unmasked Estep ConsiderDeletion Score: -33314538.000000 Penalty: 59165.464844 Iteration 5F: 20 clusters Score -3.331454e+07 nChanged 43262 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 4694 members Mstep: Class 3 contains 16827 members Mstep: Class 4 contains 8508 members Mstep: Class 6 contains 40251 members Mstep: Class 7 contains 19958 members Mstep: Class 8 contains 49362 members Mstep: Class 9 contains 11323 members Mstep: Class 11 contains 2980 members Mstep: Class 12 contains 2097 members Mstep: Class 13 contains 7345 members Mstep: Class 14 contains 8237 members Mstep: Class 15 contains 15703 members Mstep: Class 16 contains 8041 members Mstep: Class 17 contains 17600 members Mstep: Class 19 contains 13109 members Mstep: Class 20 contains 2847 members Mstep: Class 21 contains 41986 members Mstep: Class 22 contains 10944 members Entering Unmasked Estep ConsiderDeletion Score: -33362266.000000 Penalty: 59165.464844 Iteration 6F: 20 clusters Score -3.336227e+07 nChanged 34127 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 4557 members Mstep: Class 3 contains 15307 members Mstep: Class 4 contains 8034 members Mstep: Class 6 contains 48408 members Mstep: Class 7 contains 17910 members Mstep: Class 8 contains 48606 members Mstep: Class 9 contains 12487 members Mstep: Class 11 contains 3015 members Mstep: Class 12 contains 1399 members Mstep: Class 13 contains 4596 members Mstep: Class 14 contains 5929 members Mstep: Class 15 contains 14980 members Mstep: Class 16 contains 6924 members Mstep: Class 17 contains 17624 members Mstep: Class 19 contains 13458 members Mstep: Class 20 contains 2587 members Mstep: Class 21 contains 47934 members Mstep: Class 22 contains 7976 members Entering Unmasked Estep ConsiderDeletion Score: -33395964.000000 Penalty: 59165.464844 Iteration 7F: 20 clusters Score -3.339596e+07 nChanged 25040 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 4378 members Mstep: Class 3 contains 13733 members Mstep: Class 4 contains 7718 members Mstep: Class 6 contains 55615 members Mstep: Class 7 contains 16537 members Mstep: Class 8 contains 49629 members Mstep: Class 9 contains 13368 members Mstep: Class 11 contains 3132 members Mstep: Class 12 contains 996 members Mstep: Class 13 contains 2949 members Mstep: Class 14 contains 3842 members Mstep: Class 15 contains 14220 members Mstep: Class 16 contains 5911 members Mstep: Class 17 contains 17458 members Mstep: Class 19 contains 13474 members Mstep: Class 20 contains 2432 members Mstep: Class 21 contains 50625 members Mstep: Class 22 contains 5552 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 2543.633057 but Gain 3113.968750 Score: -33416918.000000 Penalty: 56051.496094 Iteration 8F: 19 clusters Score -3.341692e+07 nChanged 20666 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 4193 members Mstep: Class 3 contains 12601 members Mstep: Class 4 contains 7427 members Mstep: Class 6 contains 61924 members Mstep: Class 7 contains 15545 members Mstep: Class 8 contains 51290 members Mstep: Class 9 contains 14148 members Mstep: Class 11 contains 3228 members Mstep: Class 12 contains 781 members Mstep: Class 13 contains 2145 members Mstep: Class 15 contains 13860 members Mstep: Class 16 contains 5402 members Mstep: Class 17 contains 17288 members Mstep: Class 19 contains 13397 members Mstep: Class 20 contains 2368 members Mstep: Class 21 contains 51992 members Mstep: Class 22 contains 3824 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 2371.567383 but Gain 3113.972656 Score: -33434466.000000 Penalty: 52937.523438 Iteration 9F: 18 clusters Score -3.343447e+07 nChanged 14624 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 4098 members Mstep: Class 3 contains 11748 members Mstep: Class 4 contains 7241 members Mstep: Class 6 contains 65908 members Mstep: Class 7 contains 14800 members Mstep: Class 8 contains 52382 members Mstep: Class 9 contains 14784 members Mstep: Class 11 contains 3303 members Mstep: Class 12 contains 683 members Mstep: Class 15 contains 13047 members Mstep: Class 16 contains 4858 members Mstep: Class 17 contains 16909 members Mstep: Class 19 contains 13365 members Mstep: Class 20 contains 2361 members Mstep: Class 21 contains 53037 members Mstep: Class 22 contains 2684 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 2482.579834 but Gain 3113.972656 Score: -33445604.000000 Penalty: 49823.550781 Iteration 10F: 17 clusters Score -3.34456e+07 nChanged 11865 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 3965 members Mstep: Class 3 contains 11243 members Mstep: Class 4 contains 7111 members Mstep: Class 6 contains 68640 members Mstep: Class 7 contains 14275 members Mstep: Class 8 contains 52994 members Mstep: Class 9 contains 15358 members Mstep: Class 11 contains 3357 members Mstep: Class 12 contains 647 members Mstep: Class 15 contains 12307 members Mstep: Class 16 contains 4531 members Mstep: Class 17 contains 16524 members Mstep: Class 19 contains 13510 members Mstep: Class 20 contains 2470 members Mstep: Class 21 contains 54124 members Entering Unmasked Estep ConsiderDeletion Score: -33453604.000000 Penalty: 49823.550781 Iteration 11Q: 17 clusters Score -3.34536e+07 nChanged 7752 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 3803 members Mstep: Class 3 contains 10917 members Mstep: Class 4 contains 7010 members Mstep: Class 6 contains 69972 members Mstep: Class 7 contains 13824 members Mstep: Class 8 contains 52944 members Mstep: Class 9 contains 15314 members Mstep: Class 11 contains 3366 members Mstep: Class 12 contains 629 members Mstep: Class 15 contains 11577 members Mstep: Class 16 contains 4388 members Mstep: Class 17 contains 16147 members Mstep: Class 19 contains 13549 members Mstep: Class 20 contains 2657 members Mstep: Class 21 contains 54824 members Entering Unmasked Estep ConsiderDeletion Score: -33457048.000000 Penalty: 49823.550781 Iteration 12Q: 17 clusters Score -3.345705e+07 nChanged 6492 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 3662 members Mstep: Class 3 contains 10728 members Mstep: Class 4 contains 6943 members Mstep: Class 6 contains 70933 members Mstep: Class 7 contains 13513 members Mstep: Class 8 contains 52615 members Mstep: Class 9 contains 15282 members Mstep: Class 11 contains 3361 members Mstep: Class 12 contains 627 members Mstep: Class 15 contains 10933 members Mstep: Class 16 contains 4433 members Mstep: Class 17 contains 15700 members Mstep: Class 19 contains 13627 members Mstep: Class 20 contains 2879 members Mstep: Class 21 contains 55528 members Entering Unmasked Estep ConsiderDeletion Score: -33459574.000000 Penalty: 49823.550781 Iteration 13Q: 17 clusters Score -3.345957e+07 nChanged 5627 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3528 members Mstep: Class 3 contains 10569 members Mstep: Class 4 contains 6920 members Mstep: Class 6 contains 71635 members Mstep: Class 7 contains 13281 members Mstep: Class 8 contains 52113 members Mstep: Class 9 contains 15281 members Mstep: Class 11 contains 3348 members Mstep: Class 12 contains 622 members Mstep: Class 15 contains 10307 members Mstep: Class 16 contains 4658 members Mstep: Class 17 contains 15252 members Mstep: Class 19 contains 13678 members Mstep: Class 20 contains 3103 members Mstep: Class 21 contains 56301 members Entering Unmasked Estep ConsiderDeletion Score: -33461652.000000 Penalty: 49823.550781 Iteration 14Q: 17 clusters Score -3.346165e+07 nChanged 5060 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 3392 members Mstep: Class 3 contains 10477 members Mstep: Class 4 contains 6871 members Mstep: Class 6 contains 72223 members Mstep: Class 7 contains 13133 members Mstep: Class 8 contains 51468 members Mstep: Class 9 contains 15268 members Mstep: Class 11 contains 3345 members Mstep: Class 12 contains 615 members Mstep: Class 15 contains 9762 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 14776 members Mstep: Class 19 contains 13752 members Mstep: Class 20 contains 3290 members Mstep: Class 21 contains 57073 members Entering Unmasked Estep ConsiderDeletion Score: -33463404.000000 Penalty: 49823.550781 Iteration 15Q: 17 clusters Score -3.34634e+07 nChanged 4647 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3241 members Mstep: Class 3 contains 10388 members Mstep: Class 4 contains 6813 members Mstep: Class 6 contains 72642 members Mstep: Class 7 contains 13026 members Mstep: Class 8 contains 50710 members Mstep: Class 9 contains 15274 members Mstep: Class 11 contains 3318 members Mstep: Class 12 contains 617 members Mstep: Class 15 contains 9258 members Mstep: Class 16 contains 5370 members Mstep: Class 17 contains 14354 members Mstep: Class 19 contains 13858 members Mstep: Class 20 contains 3463 members Mstep: Class 21 contains 57907 members Entering Unmasked Estep ConsiderDeletion Score: -33465172.000000 Penalty: 49823.550781 Iteration 16Q: 17 clusters Score -3.346517e+07 nChanged 4249 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 3087 members Mstep: Class 3 contains 10283 members Mstep: Class 4 contains 6786 members Mstep: Class 6 contains 72954 members Mstep: Class 7 contains 12965 members Mstep: Class 8 contains 49761 members Mstep: Class 9 contains 15360 members Mstep: Class 11 contains 3300 members Mstep: Class 12 contains 617 members Mstep: Class 15 contains 8753 members Mstep: Class 16 contains 5761 members Mstep: Class 17 contains 14013 members Mstep: Class 19 contains 13916 members Mstep: Class 20 contains 3598 members Mstep: Class 21 contains 58916 members Entering Unmasked Estep ConsiderDeletion Score: -33466714.000000 Penalty: 49823.550781 Iteration 17Q: 17 clusters Score -3.346671e+07 nChanged 3972 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 3000 members Mstep: Class 3 contains 10203 members Mstep: Class 4 contains 6761 members Mstep: Class 6 contains 73218 members Mstep: Class 7 contains 12923 members Mstep: Class 8 contains 48684 members Mstep: Class 9 contains 15366 members Mstep: Class 11 contains 3282 members Mstep: Class 12 contains 615 members Mstep: Class 15 contains 8287 members Mstep: Class 16 contains 6164 members Mstep: Class 17 contains 13702 members Mstep: Class 19 contains 13992 members Mstep: Class 20 contains 3722 members Mstep: Class 21 contains 59989 members Entering Unmasked Estep ConsiderDeletion Score: -33468054.000000 Penalty: 49823.550781 Iteration 18Q: 17 clusters Score -3.346805e+07 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 2944 members Mstep: Class 3 contains 10119 members Mstep: Class 4 contains 6750 members Mstep: Class 6 contains 73421 members Mstep: Class 7 contains 12934 members Mstep: Class 8 contains 47547 members Mstep: Class 9 contains 15341 members Mstep: Class 11 contains 3267 members Mstep: Class 12 contains 611 members Mstep: Class 15 contains 7871 members Mstep: Class 16 contains 6566 members Mstep: Class 17 contains 13426 members Mstep: Class 19 contains 13999 members Mstep: Class 20 contains 3834 members Mstep: Class 21 contains 61137 members Entering Unmasked Estep ConsiderDeletion Score: -33469322.000000 Penalty: 49823.550781 Iteration 19Q: 17 clusters Score -3.346932e+07 nChanged 3622 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 2894 members Mstep: Class 3 contains 10029 members Mstep: Class 4 contains 6742 members Mstep: Class 6 contains 73596 members Mstep: Class 7 contains 12969 members Mstep: Class 8 contains 46349 members Mstep: Class 9 contains 15321 members Mstep: Class 11 contains 3261 members Mstep: Class 12 contains 611 members Mstep: Class 15 contains 7509 members Mstep: Class 16 contains 6947 members Mstep: Class 17 contains 13180 members Mstep: Class 19 contains 13963 members Mstep: Class 20 contains 3936 members Mstep: Class 21 contains 62340 members Entering Unmasked Estep ConsiderDeletion Score: -33470550.000000 Penalty: 49823.550781 Iteration 20F: 17 clusters Score -3.347055e+07 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 2816 members Mstep: Class 3 contains 9942 members Mstep: Class 4 contains 6742 members Mstep: Class 6 contains 73737 members Mstep: Class 7 contains 13013 members Mstep: Class 8 contains 45060 members Mstep: Class 9 contains 15340 members Mstep: Class 11 contains 3254 members Mstep: Class 12 contains 608 members Mstep: Class 15 contains 7132 members Mstep: Class 16 contains 7388 members Mstep: Class 17 contains 12922 members Mstep: Class 19 contains 13872 members Mstep: Class 20 contains 4054 members Mstep: Class 21 contains 63663 members Entering Unmasked Estep ConsiderDeletion Score: -33472030.000000 Penalty: 49823.550781 Iteration 21Q: 17 clusters Score -3.347203e+07 nChanged 3836 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 2776 members Mstep: Class 3 contains 9854 members Mstep: Class 4 contains 6770 members Mstep: Class 6 contains 73884 members Mstep: Class 7 contains 13074 members Mstep: Class 8 contains 43649 members Mstep: Class 9 contains 15282 members Mstep: Class 11 contains 3236 members Mstep: Class 12 contains 601 members Mstep: Class 15 contains 6748 members Mstep: Class 16 contains 7852 members Mstep: Class 17 contains 12689 members Mstep: Class 19 contains 13736 members Mstep: Class 20 contains 4181 members Mstep: Class 21 contains 65130 members Entering Unmasked Estep ConsiderDeletion Score: -33473692.000000 Penalty: 49823.550781 Iteration 22Q: 17 clusters Score -3.347369e+07 nChanged 3824 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 2743 members Mstep: Class 3 contains 9764 members Mstep: Class 4 contains 6787 members Mstep: Class 6 contains 74049 members Mstep: Class 7 contains 13139 members Mstep: Class 8 contains 42233 members Mstep: Class 9 contains 15165 members Mstep: Class 11 contains 3207 members Mstep: Class 12 contains 594 members Mstep: Class 15 contains 6388 members Mstep: Class 16 contains 8307 members Mstep: Class 17 contains 12501 members Mstep: Class 19 contains 13545 members Mstep: Class 20 contains 4306 members Mstep: Class 21 contains 66659 members Entering Unmasked Estep ConsiderDeletion Score: -33475426.000000 Penalty: 49823.550781 Iteration 23Q: 17 clusters Score -3.347543e+07 nChanged 3772 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 2728 members Mstep: Class 3 contains 9643 members Mstep: Class 4 contains 6833 members Mstep: Class 6 contains 74191 members Mstep: Class 7 contains 13198 members Mstep: Class 8 contains 40809 members Mstep: Class 9 contains 15051 members Mstep: Class 11 contains 3164 members Mstep: Class 12 contains 593 members Mstep: Class 15 contains 6077 members Mstep: Class 16 contains 8735 members Mstep: Class 17 contains 12334 members Mstep: Class 19 contains 13319 members Mstep: Class 20 contains 4414 members Mstep: Class 21 contains 68241 members Entering Unmasked Estep ConsiderDeletion Score: -33476904.000000 Penalty: 49823.550781 Iteration 24Q: 17 clusters Score -3.34769e+07 nChanged 3710 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 2710 members Mstep: Class 3 contains 9495 members Mstep: Class 4 contains 6886 members Mstep: Class 6 contains 74299 members Mstep: Class 7 contains 13289 members Mstep: Class 8 contains 39397 members Mstep: Class 9 contains 14940 members Mstep: Class 11 contains 3135 members Mstep: Class 12 contains 587 members Mstep: Class 15 contains 5755 members Mstep: Class 16 contains 9215 members Mstep: Class 17 contains 12177 members Mstep: Class 19 contains 13071 members Mstep: Class 20 contains 4516 members Mstep: Class 21 contains 69804 members Entering Unmasked Estep ConsiderDeletion Score: -33478322.000000 Penalty: 49823.550781 Iteration 25Q: 17 clusters Score -3.347832e+07 nChanged 3558 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 2734 members Mstep: Class 3 contains 9322 members Mstep: Class 4 contains 6942 members Mstep: Class 6 contains 74379 members Mstep: Class 7 contains 13391 members Mstep: Class 8 contains 37891 members Mstep: Class 9 contains 14841 members Mstep: Class 11 contains 3112 members Mstep: Class 12 contains 587 members Mstep: Class 15 contains 5448 members Mstep: Class 16 contains 9679 members Mstep: Class 17 contains 12037 members Mstep: Class 19 contains 12811 members Mstep: Class 20 contains 4618 members Mstep: Class 21 contains 71428 members Entering Unmasked Estep ConsiderDeletion Score: -33479480.000000 Penalty: 49823.550781 Iteration 26Q: 17 clusters Score -3.347948e+07 nChanged 3461 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 2752 members Mstep: Class 3 contains 9147 members Mstep: Class 4 contains 7003 members Mstep: Class 6 contains 74421 members Mstep: Class 7 contains 13454 members Mstep: Class 8 contains 36301 members Mstep: Class 9 contains 14780 members Mstep: Class 11 contains 3107 members Mstep: Class 12 contains 586 members Mstep: Class 15 contains 5169 members Mstep: Class 16 contains 10112 members Mstep: Class 17 contains 11922 members Mstep: Class 19 contains 12564 members Mstep: Class 20 contains 4704 members Mstep: Class 21 contains 73149 members Entering Unmasked Estep ConsiderDeletion Score: -33480514.000000 Penalty: 49823.550781 Iteration 27Q: 17 clusters Score -3.348051e+07 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 2751 members Mstep: Class 3 contains 8967 members Mstep: Class 4 contains 7076 members Mstep: Class 6 contains 74448 members Mstep: Class 7 contains 13496 members Mstep: Class 8 contains 34699 members Mstep: Class 9 contains 14754 members Mstep: Class 11 contains 3104 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 4920 members Mstep: Class 16 contains 10508 members Mstep: Class 17 contains 11821 members Mstep: Class 19 contains 12335 members Mstep: Class 20 contains 4789 members Mstep: Class 21 contains 74862 members Entering Unmasked Estep ConsiderDeletion Score: -33481282.000000 Penalty: 49823.550781 Iteration 28Q: 17 clusters Score -3.348128e+07 nChanged 2959 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 2754 members Mstep: Class 3 contains 8803 members Mstep: Class 4 contains 7144 members Mstep: Class 6 contains 74449 members Mstep: Class 7 contains 13517 members Mstep: Class 8 contains 33120 members Mstep: Class 9 contains 14713 members Mstep: Class 11 contains 3105 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 4717 members Mstep: Class 16 contains 10886 members Mstep: Class 17 contains 11703 members Mstep: Class 19 contains 12145 members Mstep: Class 20 contains 4872 members Mstep: Class 21 contains 76558 members Entering Unmasked Estep ConsiderDeletion Score: -33481966.000000 Penalty: 49823.550781 Iteration 29Q: 17 clusters Score -3.348197e+07 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 2751 members Mstep: Class 3 contains 8629 members Mstep: Class 4 contains 7226 members Mstep: Class 6 contains 74429 members Mstep: Class 7 contains 13516 members Mstep: Class 8 contains 31611 members Mstep: Class 9 contains 14674 members Mstep: Class 11 contains 3098 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 4548 members Mstep: Class 16 contains 11206 members Mstep: Class 17 contains 11611 members Mstep: Class 19 contains 11985 members Mstep: Class 20 contains 4947 members Mstep: Class 21 contains 78231 members Entering Unmasked Estep ConsiderDeletion Score: -33482670.000000 Penalty: 49823.550781 Iteration 30Q: 17 clusters Score -3.348267e+07 nChanged 2728 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 2748 members Mstep: Class 3 contains 8458 members Mstep: Class 4 contains 7321 members Mstep: Class 6 contains 74403 members Mstep: Class 7 contains 13488 members Mstep: Class 8 contains 30056 members Mstep: Class 9 contains 14620 members Mstep: Class 11 contains 3088 members Mstep: Class 12 contains 587 members Mstep: Class 15 contains 4404 members Mstep: Class 16 contains 11504 members Mstep: Class 17 contains 11525 members Mstep: Class 19 contains 11881 members Mstep: Class 20 contains 5012 members Mstep: Class 21 contains 79937 members Entering Unmasked Estep ConsiderDeletion Score: -33483306.000000 Penalty: 49823.550781 Iteration 31Q: 17 clusters Score -3.348331e+07 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 2744 members Mstep: Class 3 contains 8294 members Mstep: Class 4 contains 7408 members Mstep: Class 6 contains 74388 members Mstep: Class 7 contains 13465 members Mstep: Class 8 contains 28489 members Mstep: Class 9 contains 14589 members Mstep: Class 11 contains 3080 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 4286 members Mstep: Class 16 contains 11769 members Mstep: Class 17 contains 11435 members Mstep: Class 19 contains 11780 members Mstep: Class 20 contains 5056 members Mstep: Class 21 contains 81644 members Entering Unmasked Estep ConsiderDeletion Score: -33484038.000000 Penalty: 49823.550781 Iteration 32Q: 17 clusters Score -3.348404e+07 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 8141 members Mstep: Class 4 contains 7492 members Mstep: Class 6 contains 74385 members Mstep: Class 7 contains 13459 members Mstep: Class 8 contains 26812 members Mstep: Class 9 contains 14574 members Mstep: Class 11 contains 3080 members Mstep: Class 12 contains 589 members Mstep: Class 15 contains 4165 members Mstep: Class 16 contains 12026 members Mstep: Class 17 contains 11354 members Mstep: Class 19 contains 11678 members Mstep: Class 20 contains 5084 members Mstep: Class 21 contains 83416 members Entering Unmasked Estep ConsiderDeletion Score: -33484556.000000 Penalty: 49823.550781 Iteration 33Q: 17 clusters Score -3.348456e+07 nChanged 2548 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 8017 members Mstep: Class 4 contains 7562 members Mstep: Class 6 contains 74372 members Mstep: Class 7 contains 13459 members Mstep: Class 8 contains 25150 members Mstep: Class 9 contains 14585 members Mstep: Class 11 contains 3087 members Mstep: Class 12 contains 590 members Mstep: Class 15 contains 4057 members Mstep: Class 16 contains 12251 members Mstep: Class 17 contains 11297 members Mstep: Class 19 contains 11580 members Mstep: Class 20 contains 5106 members Mstep: Class 21 contains 85133 members Entering Unmasked Estep ConsiderDeletion Score: -33485246.000000 Penalty: 49823.550781 Iteration 34Q: 17 clusters Score -3.348525e+07 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 7882 members Mstep: Class 4 contains 7643 members Mstep: Class 6 contains 74370 members Mstep: Class 7 contains 13446 members Mstep: Class 8 contains 23557 members Mstep: Class 9 contains 14592 members Mstep: Class 11 contains 3088 members Mstep: Class 12 contains 589 members Mstep: Class 15 contains 3970 members Mstep: Class 16 contains 12441 members Mstep: Class 17 contains 11254 members Mstep: Class 19 contains 11482 members Mstep: Class 20 contains 5132 members Mstep: Class 21 contains 86799 members Entering Unmasked Estep ConsiderDeletion Score: -33486040.000000 Penalty: 49823.550781 Iteration 35Q: 17 clusters Score -3.348604e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 2727 members Mstep: Class 3 contains 7768 members Mstep: Class 4 contains 7712 members Mstep: Class 6 contains 74366 members Mstep: Class 7 contains 13428 members Mstep: Class 8 contains 22073 members Mstep: Class 9 contains 14574 members Mstep: Class 11 contains 3098 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 3903 members Mstep: Class 16 contains 12611 members Mstep: Class 17 contains 11211 members Mstep: Class 19 contains 11408 members Mstep: Class 20 contains 5155 members Mstep: Class 21 contains 88343 members Entering Unmasked Estep ConsiderDeletion Score: -33486596.000000 Penalty: 49823.550781 Iteration 36Q: 17 clusters Score -3.34866e+07 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 2715 members Mstep: Class 3 contains 7675 members Mstep: Class 4 contains 7777 members Mstep: Class 6 contains 74379 members Mstep: Class 7 contains 13411 members Mstep: Class 8 contains 20657 members Mstep: Class 9 contains 14549 members Mstep: Class 11 contains 3109 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 3846 members Mstep: Class 16 contains 12747 members Mstep: Class 17 contains 11165 members Mstep: Class 19 contains 11341 members Mstep: Class 20 contains 5172 members Mstep: Class 21 contains 89809 members Entering Unmasked Estep ConsiderDeletion Score: -33487104.000000 Penalty: 49823.550781 Iteration 37Q: 17 clusters Score -3.34871e+07 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 2701 members Mstep: Class 3 contains 7578 members Mstep: Class 4 contains 7831 members Mstep: Class 6 contains 74382 members Mstep: Class 7 contains 13393 members Mstep: Class 8 contains 19309 members Mstep: Class 9 contains 14551 members Mstep: Class 11 contains 3112 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 3800 members Mstep: Class 16 contains 12877 members Mstep: Class 17 contains 11123 members Mstep: Class 19 contains 11273 members Mstep: Class 20 contains 5187 members Mstep: Class 21 contains 91208 members Entering Unmasked Estep ConsiderDeletion Score: -33487470.000000 Penalty: 49823.550781 Iteration 38Q: 17 clusters Score -3.348747e+07 nChanged 1938 Entering ConstructFrom: Score: -33487470.000000 Penalty: 49823.550781 Entering ConstructFrom: Trying to split cluster 1 (4975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Entering Unmasked Estep Score: -592844.187500 Penalty: 2111.020752 Iteration 0F: 2 clusters Score -592844.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -588354.000000 Penalty: 4222.041504 Iteration 0F: 3 clusters Score -588354 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -589475.000000 Penalty: 4222.041504 Iteration 1F: 3 clusters Score -589475 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -589773.375000 Penalty: 4222.041504 Iteration 2F: 3 clusters Score -589773.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -590032.062500 Penalty: 4222.041504 Iteration 3F: 3 clusters Score -590032.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -590255.687500 Penalty: 4222.041504 Iteration 4F: 3 clusters Score -590255.7 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -590447.437500 Penalty: 4222.041504 Iteration 5F: 3 clusters Score -590447.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -590606.937500 Penalty: 4222.041504 Iteration 6Q: 3 clusters Score -590606.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -590722.500000 Penalty: 4222.041504 Iteration 7Q: 3 clusters Score -590722.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -590820.687500 Penalty: 4222.041504 Iteration 8Q: 3 clusters Score -590820.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -590912.375000 Penalty: 4222.041504 Iteration 9Q: 3 clusters Score -590912.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -590977.937500 Penalty: 4222.041504 Iteration 10Q: 3 clusters Score -590977.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -591035.687500 Penalty: 4222.041504 Iteration 11Q: 3 clusters Score -591035.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -591087.250000 Penalty: 4222.041504 Iteration 12Q: 3 clusters Score -591087.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -591126.687500 Penalty: 4222.041504 Iteration 13Q: 3 clusters Score -591126.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -591163.187500 Penalty: 4222.041504 Iteration 14Q: 3 clusters Score -591163.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -591187.625000 Penalty: 4222.041504 Iteration 15Q: 3 clusters Score -591187.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -591208.687500 Penalty: 4222.041504 Iteration 16Q: 3 clusters Score -591208.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -591220.812500 Penalty: 4222.041504 Iteration 17Q: 3 clusters Score -591220.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -591226.687500 Penalty: 4222.041504 Iteration 18Q: 3 clusters Score -591226.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -591231.000000 Penalty: 4222.041504 Iteration 19Q: 3 clusters Score -591231 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -591233.312500 Penalty: 4222.041504 Iteration 20F: 3 clusters Score -591233.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -591235.250000 Penalty: 4222.041504 Iteration 21Q: 3 clusters Score -591235.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -591237.437500 Penalty: 4222.041504 Iteration 22Q: 3 clusters Score -591237.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -591244.562500 Penalty: 4222.041504 Iteration 23Q: 3 clusters Score -591244.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -591246.187500 Penalty: 4222.041504 Iteration 24Q: 3 clusters Score -591246.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -591251.312500 Penalty: 4222.041504 Iteration 25Q: 3 clusters Score -591251.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -591252.812500 Penalty: 4222.041504 Iteration 26Q: 3 clusters Score -591252.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -591255.250000 Penalty: 4222.041504 Iteration 27Q: 3 clusters Score -591255.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -591255.875000 Penalty: 4222.041504 Iteration 28Q: 3 clusters Score -591255.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -591259.000000 Penalty: 4222.041504 Iteration 29Q: 3 clusters Score -591259 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -591259.000000 Penalty: 4222.041504 Iteration 30F: 3 clusters Score -591259 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Entering Unmasked Estep Score: -296194.031250 Penalty: 1958.621704 Iteration 0F: 2 clusters Score -296194 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -293123.781250 Penalty: 3917.243408 Iteration 0F: 3 clusters Score -293123.8 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -293765.562500 Penalty: 3917.243408 Iteration 1F: 3 clusters Score -293765.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -293919.000000 Penalty: 3917.243408 Iteration 2F: 3 clusters Score -293919 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -294007.406250 Penalty: 3917.243408 Iteration 3Q: 3 clusters Score -294007.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -294075.875000 Penalty: 3917.243408 Iteration 4Q: 3 clusters Score -294075.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -294132.718750 Penalty: 3917.243408 Iteration 5Q: 3 clusters Score -294132.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -294170.968750 Penalty: 3917.243408 Iteration 6Q: 3 clusters Score -294171 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -294193.812500 Penalty: 3917.243408 Iteration 7Q: 3 clusters Score -294193.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -294213.656250 Penalty: 3917.243408 Iteration 8Q: 3 clusters Score -294213.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -294232.250000 Penalty: 3917.243408 Iteration 9Q: 3 clusters Score -294232.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -294249.156250 Penalty: 3917.243408 Iteration 10Q: 3 clusters Score -294249.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -294257.593750 Penalty: 3917.243408 Iteration 11Q: 3 clusters Score -294257.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -294267.250000 Penalty: 3917.243408 Iteration 12Q: 3 clusters Score -294267.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -294274.593750 Penalty: 3917.243408 Iteration 13Q: 3 clusters Score -294274.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -294285.343750 Penalty: 3917.243408 Iteration 14Q: 3 clusters Score -294285.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -294297.500000 Penalty: 3917.243408 Iteration 15Q: 3 clusters Score -294297.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -294306.500000 Penalty: 3917.243408 Iteration 16Q: 3 clusters Score -294306.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -294315.156250 Penalty: 3917.243408 Iteration 17Q: 3 clusters Score -294315.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -294320.187500 Penalty: 3917.243408 Iteration 18Q: 3 clusters Score -294320.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -294326.343750 Penalty: 3917.243408 Iteration 19Q: 3 clusters Score -294326.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -294329.437500 Penalty: 3917.243408 Iteration 20F: 3 clusters Score -294329.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -294332.875000 Penalty: 3917.243408 Iteration 21Q: 3 clusters Score -294332.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -294337.187500 Penalty: 3917.243408 Iteration 22Q: 3 clusters Score -294337.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -294341.312500 Penalty: 3917.243408 Iteration 23Q: 3 clusters Score -294341.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -294345.375000 Penalty: 3917.243408 Iteration 24Q: 3 clusters Score -294345.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -294354.000000 Penalty: 3917.243408 Iteration 25Q: 3 clusters Score -294354 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -294362.406250 Penalty: 3917.243408 Iteration 26Q: 3 clusters Score -294362.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -294369.593750 Penalty: 3917.243408 Iteration 27Q: 3 clusters Score -294369.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -294374.437500 Penalty: 3917.243408 Iteration 28Q: 3 clusters Score -294374.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -294378.375000 Penalty: 3917.243408 Iteration 29Q: 3 clusters Score -294378.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -294382.187500 Penalty: 3917.243408 Iteration 30Q: 3 clusters Score -294382.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -294388.000000 Penalty: 3917.243408 Iteration 31Q: 3 clusters Score -294388 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -294393.500000 Penalty: 3917.243408 Iteration 32Q: 3 clusters Score -294393.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -294397.593750 Penalty: 3917.243408 Iteration 33Q: 3 clusters Score -294397.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -294403.562500 Penalty: 3917.243408 Iteration 34Q: 3 clusters Score -294403.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -294409.593750 Penalty: 3917.243408 Iteration 35Q: 3 clusters Score -294409.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -294419.093750 Penalty: 3917.243408 Iteration 36Q: 3 clusters Score -294419.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -294429.250000 Penalty: 3917.243408 Iteration 37Q: 3 clusters Score -294429.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -294439.531250 Penalty: 3917.243408 Iteration 38Q: 3 clusters Score -294439.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -294451.156250 Penalty: 3917.243408 Iteration 39Q: 3 clusters Score -294451.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -294463.687500 Penalty: 3917.243408 Iteration 40F: 3 clusters Score -294463.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -294472.781250 Penalty: 3917.243408 Iteration 41Q: 3 clusters Score -294472.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -294482.843750 Penalty: 3917.243408 Iteration 42Q: 3 clusters Score -294482.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -294489.968750 Penalty: 3917.243408 Iteration 43Q: 3 clusters Score -294490 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -294495.968750 Penalty: 3917.243408 Iteration 44Q: 3 clusters Score -294496 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -294501.937500 Penalty: 3917.243408 Iteration 45Q: 3 clusters Score -294501.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -294504.531250 Penalty: 3917.243408 Iteration 46Q: 3 clusters Score -294504.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -294504.343750 Penalty: 3917.243408 Iteration 47Q: 3 clusters Score -294504.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -294504.343750 Penalty: 3917.243408 Iteration 48F: 3 clusters Score -294504.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Entering Unmasked Estep Score: -888057.000000 Penalty: 2211.659424 Iteration 0F: 2 clusters Score -888057 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -882034.125000 Penalty: 4423.318848 Iteration 0F: 3 clusters Score -882034.1 nChanged 3042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -883700.125000 Penalty: 4423.318848 Iteration 1F: 3 clusters Score -883700.1 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -883975.812500 Penalty: 4423.318848 Iteration 2F: 3 clusters Score -883975.8 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -884132.562500 Penalty: 4423.318848 Iteration 3Q: 3 clusters Score -884132.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -884242.312500 Penalty: 4423.318848 Iteration 4Q: 3 clusters Score -884242.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -884338.500000 Penalty: 4423.318848 Iteration 5Q: 3 clusters Score -884338.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -884420.187500 Penalty: 4423.318848 Iteration 6Q: 3 clusters Score -884420.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -884485.625000 Penalty: 4423.318848 Iteration 7Q: 3 clusters Score -884485.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -884549.687500 Penalty: 4423.318848 Iteration 8Q: 3 clusters Score -884549.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -884604.125000 Penalty: 4423.318848 Iteration 9Q: 3 clusters Score -884604.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -884650.937500 Penalty: 4423.318848 Iteration 10Q: 3 clusters Score -884650.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -884699.187500 Penalty: 4423.318848 Iteration 11Q: 3 clusters Score -884699.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -884744.500000 Penalty: 4423.318848 Iteration 12Q: 3 clusters Score -884744.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -884803.125000 Penalty: 4423.318848 Iteration 13Q: 3 clusters Score -884803.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -884875.937500 Penalty: 4423.318848 Iteration 14Q: 3 clusters Score -884875.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -884951.875000 Penalty: 4423.318848 Iteration 15Q: 3 clusters Score -884951.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -885038.500000 Penalty: 4423.318848 Iteration 16Q: 3 clusters Score -885038.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -885121.750000 Penalty: 4423.318848 Iteration 17Q: 3 clusters Score -885121.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -885216.000000 Penalty: 4423.318848 Iteration 18Q: 3 clusters Score -885216 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -885326.937500 Penalty: 4423.318848 Iteration 19Q: 3 clusters Score -885326.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -885454.375000 Penalty: 4423.318848 Iteration 20F: 3 clusters Score -885454.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -885593.937500 Penalty: 4423.318848 Iteration 21Q: 3 clusters Score -885593.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -885735.062500 Penalty: 4423.318848 Iteration 22Q: 3 clusters Score -885735.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -885879.937500 Penalty: 4423.318848 Iteration 23Q: 3 clusters Score -885879.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -886013.562500 Penalty: 4423.318848 Iteration 24Q: 3 clusters Score -886013.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -886111.000000 Penalty: 4423.318848 Iteration 25Q: 3 clusters Score -886111 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -886190.125000 Penalty: 4423.318848 Iteration 26Q: 3 clusters Score -886190.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -886259.687500 Penalty: 4423.318848 Iteration 27Q: 3 clusters Score -886259.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -886331.000000 Penalty: 4423.318848 Iteration 28Q: 3 clusters Score -886331 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -886395.375000 Penalty: 4423.318848 Iteration 29Q: 3 clusters Score -886395.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -886432.375000 Penalty: 4423.318848 Iteration 30Q: 3 clusters Score -886432.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -886471.875000 Penalty: 4423.318848 Iteration 31Q: 3 clusters Score -886471.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -886508.437500 Penalty: 4423.318848 Iteration 32Q: 3 clusters Score -886508.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -886538.187500 Penalty: 4423.318848 Iteration 33Q: 3 clusters Score -886538.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -886568.875000 Penalty: 4423.318848 Iteration 34Q: 3 clusters Score -886568.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -886595.437500 Penalty: 4423.318848 Iteration 35Q: 3 clusters Score -886595.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -886624.062500 Penalty: 4423.318848 Iteration 36Q: 3 clusters Score -886624.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -886658.187500 Penalty: 4423.318848 Iteration 37Q: 3 clusters Score -886658.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -886680.687500 Penalty: 4423.318848 Iteration 38Q: 3 clusters Score -886680.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -886706.250000 Penalty: 4423.318848 Iteration 39Q: 3 clusters Score -886706.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -886728.687500 Penalty: 4423.318848 Iteration 40F: 3 clusters Score -886728.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -886749.187500 Penalty: 4423.318848 Iteration 41Q: 3 clusters Score -886749.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -886757.812500 Penalty: 4423.318848 Iteration 42Q: 3 clusters Score -886757.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -886767.437500 Penalty: 4423.318848 Iteration 43Q: 3 clusters Score -886767.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -886781.312500 Penalty: 4423.318848 Iteration 44Q: 3 clusters Score -886781.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -886792.937500 Penalty: 4423.318848 Iteration 45Q: 3 clusters Score -886792.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -886809.750000 Penalty: 4423.318848 Iteration 46Q: 3 clusters Score -886809.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -886828.687500 Penalty: 4423.318848 Iteration 47Q: 3 clusters Score -886828.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -886852.750000 Penalty: 4423.318848 Iteration 48Q: 3 clusters Score -886852.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -886876.125000 Penalty: 4423.318848 Iteration 49Q: 3 clusters Score -886876.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -886908.000000 Penalty: 4423.318848 Iteration 50Q: 3 clusters Score -886908 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -886938.187500 Penalty: 4423.318848 Iteration 51Q: 3 clusters Score -886938.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -886961.250000 Penalty: 4423.318848 Iteration 52Q: 3 clusters Score -886961.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -886972.625000 Penalty: 4423.318848 Iteration 53Q: 3 clusters Score -886972.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -886986.875000 Penalty: 4423.318848 Iteration 54Q: 3 clusters Score -886986.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -886995.500000 Penalty: 4423.318848 Iteration 55Q: 3 clusters Score -886995.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -887006.625000 Penalty: 4423.318848 Iteration 56Q: 3 clusters Score -887006.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -887014.250000 Penalty: 4423.318848 Iteration 57Q: 3 clusters Score -887014.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -887021.437500 Penalty: 4423.318848 Iteration 58Q: 3 clusters Score -887021.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -887023.312500 Penalty: 4423.318848 Iteration 59Q: 3 clusters Score -887023.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -887025.437500 Penalty: 4423.318848 Iteration 60F: 3 clusters Score -887025.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -887026.312500 Penalty: 4423.318848 Iteration 61Q: 3 clusters Score -887026.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -887026.937500 Penalty: 4423.318848 Iteration 62Q: 3 clusters Score -887026.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -887026.187500 Penalty: 4423.318848 Iteration 63Q: 3 clusters Score -887026.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -887026.187500 Penalty: 4423.318848 Iteration 64F: 3 clusters Score -887026.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (7886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Entering Unmasked Estep Score: -964064.375000 Penalty: 2225.265381 Iteration 0F: 2 clusters Score -964064.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -957702.375000 Penalty: 4450.530762 Iteration 0F: 3 clusters Score -957702.4 nChanged 3153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -959433.625000 Penalty: 4450.530762 Iteration 1F: 3 clusters Score -959433.6 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -959684.000000 Penalty: 4450.530762 Iteration 2F: 3 clusters Score -959684 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -959836.687500 Penalty: 4450.530762 Iteration 3Q: 3 clusters Score -959836.7 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -959948.875000 Penalty: 4450.530762 Iteration 4Q: 3 clusters Score -959948.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -960020.250000 Penalty: 4450.530762 Iteration 5Q: 3 clusters Score -960020.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -960077.437500 Penalty: 4450.530762 Iteration 6Q: 3 clusters Score -960077.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -960129.187500 Penalty: 4450.530762 Iteration 7Q: 3 clusters Score -960129.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -960175.312500 Penalty: 4450.530762 Iteration 8Q: 3 clusters Score -960175.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -960204.937500 Penalty: 4450.530762 Iteration 9Q: 3 clusters Score -960204.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -960233.562500 Penalty: 4450.530762 Iteration 10Q: 3 clusters Score -960233.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -960262.500000 Penalty: 4450.530762 Iteration 11Q: 3 clusters Score -960262.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -960281.625000 Penalty: 4450.530762 Iteration 12Q: 3 clusters Score -960281.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -960304.625000 Penalty: 4450.530762 Iteration 13Q: 3 clusters Score -960304.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -960329.187500 Penalty: 4450.530762 Iteration 14Q: 3 clusters Score -960329.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -960361.062500 Penalty: 4450.530762 Iteration 15Q: 3 clusters Score -960361.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -960380.312500 Penalty: 4450.530762 Iteration 16Q: 3 clusters Score -960380.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -960408.937500 Penalty: 4450.530762 Iteration 17Q: 3 clusters Score -960408.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -960434.250000 Penalty: 4450.530762 Iteration 18Q: 3 clusters Score -960434.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -960461.625000 Penalty: 4450.530762 Iteration 19Q: 3 clusters Score -960461.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -960493.937500 Penalty: 4450.530762 Iteration 20F: 3 clusters Score -960493.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -960531.000000 Penalty: 4450.530762 Iteration 21Q: 3 clusters Score -960531 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -960566.250000 Penalty: 4450.530762 Iteration 22Q: 3 clusters Score -960566.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -960600.937500 Penalty: 4450.530762 Iteration 23Q: 3 clusters Score -960600.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -960636.437500 Penalty: 4450.530762 Iteration 24Q: 3 clusters Score -960636.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -960672.812500 Penalty: 4450.530762 Iteration 25Q: 3 clusters Score -960672.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -960701.250000 Penalty: 4450.530762 Iteration 26Q: 3 clusters Score -960701.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -960733.625000 Penalty: 4450.530762 Iteration 27Q: 3 clusters Score -960733.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -960769.312500 Penalty: 4450.530762 Iteration 28Q: 3 clusters Score -960769.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -960798.625000 Penalty: 4450.530762 Iteration 29Q: 3 clusters Score -960798.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -960845.125000 Penalty: 4450.530762 Iteration 30Q: 3 clusters Score -960845.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -960891.750000 Penalty: 4450.530762 Iteration 31Q: 3 clusters Score -960891.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -960928.312500 Penalty: 4450.530762 Iteration 32Q: 3 clusters Score -960928.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -960960.875000 Penalty: 4450.530762 Iteration 33Q: 3 clusters Score -960960.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -960995.562500 Penalty: 4450.530762 Iteration 34Q: 3 clusters Score -960995.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -961044.687500 Penalty: 4450.530762 Iteration 35Q: 3 clusters Score -961044.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -961099.562500 Penalty: 4450.530762 Iteration 36Q: 3 clusters Score -961099.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -961154.000000 Penalty: 4450.530762 Iteration 37Q: 3 clusters Score -961154 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -961217.000000 Penalty: 4450.530762 Iteration 38Q: 3 clusters Score -961217 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -961280.937500 Penalty: 4450.530762 Iteration 39Q: 3 clusters Score -961280.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -961353.375000 Penalty: 4450.530762 Iteration 40F: 3 clusters Score -961353.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -961422.000000 Penalty: 4450.530762 Iteration 41Q: 3 clusters Score -961422 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -961504.187500 Penalty: 4450.530762 Iteration 42Q: 3 clusters Score -961504.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -961599.437500 Penalty: 4450.530762 Iteration 43Q: 3 clusters Score -961599.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -961690.312500 Penalty: 4450.530762 Iteration 44Q: 3 clusters Score -961690.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -961778.187500 Penalty: 4450.530762 Iteration 45Q: 3 clusters Score -961778.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -961852.937500 Penalty: 4450.530762 Iteration 46Q: 3 clusters Score -961852.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -961920.000000 Penalty: 4450.530762 Iteration 47Q: 3 clusters Score -961920 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -961986.062500 Penalty: 4450.530762 Iteration 48Q: 3 clusters Score -961986.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -962055.625000 Penalty: 4450.530762 Iteration 49Q: 3 clusters Score -962055.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -962125.375000 Penalty: 4450.530762 Iteration 50Q: 3 clusters Score -962125.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -962189.375000 Penalty: 4450.530762 Iteration 51Q: 3 clusters Score -962189.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -962254.187500 Penalty: 4450.530762 Iteration 52Q: 3 clusters Score -962254.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -962312.312500 Penalty: 4450.530762 Iteration 53Q: 3 clusters Score -962312.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -962345.375000 Penalty: 4450.530762 Iteration 54Q: 3 clusters Score -962345.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -962376.812500 Penalty: 4450.530762 Iteration 55Q: 3 clusters Score -962376.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -962392.062500 Penalty: 4450.530762 Iteration 56Q: 3 clusters Score -962392.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -962401.687500 Penalty: 4450.530762 Iteration 57Q: 3 clusters Score -962401.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -962412.500000 Penalty: 4450.530762 Iteration 58Q: 3 clusters Score -962412.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -962418.937500 Penalty: 4450.530762 Iteration 59Q: 3 clusters Score -962418.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -962425.062500 Penalty: 4450.530762 Iteration 60F: 3 clusters Score -962425.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -962429.937500 Penalty: 4450.530762 Iteration 61Q: 3 clusters Score -962429.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -962436.937500 Penalty: 4450.530762 Iteration 62Q: 3 clusters Score -962436.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -962439.937500 Penalty: 4450.530762 Iteration 63Q: 3 clusters Score -962439.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -962440.625000 Penalty: 4450.530762 Iteration 64Q: 3 clusters Score -962440.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -962440.625000 Penalty: 4450.530762 Iteration 65F: 3 clusters Score -962440.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (74399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74399 members Entering Unmasked Estep Score: -8997259.000000 Penalty: 2781.864990 Iteration 0F: 2 clusters Score -8997259 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37289 members Mstep: Class 2 contains 37110 members Entering Unmasked Estep Score: -8947607.000000 Penalty: 5563.729980 Iteration 0F: 3 clusters Score -8947607 nChanged 34832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38047 members Mstep: Class 2 contains 36352 members Entering Unmasked Estep Score: -8967473.000000 Penalty: 5563.729980 Iteration 1F: 3 clusters Score -8967473 nChanged 3043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38562 members Mstep: Class 2 contains 35837 members Entering Unmasked Estep Score: -8968369.000000 Penalty: 5563.729980 Iteration 2Q: 3 clusters Score -8968369 nChanged 3273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39353 members Mstep: Class 2 contains 35046 members Entering Unmasked Estep Score: -8969694.000000 Penalty: 5563.729980 Iteration 3Q: 3 clusters Score -8969694 nChanged 3806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40625 members Mstep: Class 2 contains 33774 members Entering Unmasked Estep Score: -8971815.000000 Penalty: 5563.729980 Iteration 4F: 3 clusters Score -8971815 nChanged 4653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42600 members Mstep: Class 2 contains 31799 members Entering Unmasked Estep Score: -8975036.000000 Penalty: 5563.729980 Iteration 5F: 3 clusters Score -8975036 nChanged 5673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45345 members Mstep: Class 2 contains 29054 members Entering Unmasked Estep Score: -8980262.000000 Penalty: 5563.729980 Iteration 6F: 3 clusters Score -8980262 nChanged 6517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48600 members Mstep: Class 2 contains 25799 members Entering Unmasked Estep Score: -8987678.000000 Penalty: 5563.729980 Iteration 7F: 3 clusters Score -8987678 nChanged 6084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51202 members Mstep: Class 2 contains 23197 members Entering Unmasked Estep Score: -8995488.000000 Penalty: 5563.729980 Iteration 8F: 3 clusters Score -8995488 nChanged 4645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52683 members Mstep: Class 2 contains 21716 members Entering Unmasked Estep Score: -9001672.000000 Penalty: 5563.729980 Iteration 9F: 3 clusters Score -9001672 nChanged 3188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53631 members Mstep: Class 2 contains 20768 members Entering Unmasked Estep Score: -9006376.000000 Penalty: 5563.729980 Iteration 10Q: 3 clusters Score -9006376 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54364 members Mstep: Class 2 contains 20035 members Entering Unmasked Estep Score: -9010109.000000 Penalty: 5563.729980 Iteration 11Q: 3 clusters Score -9010109 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54785 members Mstep: Class 2 contains 19614 members Entering Unmasked Estep Score: -9011554.000000 Penalty: 5563.729980 Iteration 12Q: 3 clusters Score -9011554 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54982 members Mstep: Class 2 contains 19417 members Entering Unmasked Estep Score: -9011733.000000 Penalty: 5563.729980 Iteration 13Q: 3 clusters Score -9011733 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55083 members Mstep: Class 2 contains 19316 members Entering Unmasked Estep Score: -9011745.000000 Penalty: 5563.729980 Iteration 14Q: 3 clusters Score -9011745 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55125 members Mstep: Class 2 contains 19274 members Entering Unmasked Estep Score: -9011727.000000 Penalty: 5563.729980 Iteration 15Q: 3 clusters Score -9011727 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55148 members Mstep: Class 2 contains 19251 members Entering Unmasked Estep Score: -9011713.000000 Penalty: 5563.729980 Iteration 16Q: 3 clusters Score -9011713 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55159 members Mstep: Class 2 contains 19240 members Entering Unmasked Estep Score: -9011712.000000 Penalty: 5563.729980 Iteration 17Q: 3 clusters Score -9011712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55162 members Mstep: Class 2 contains 19237 members Entering Unmasked Estep Score: -9011714.000000 Penalty: 5563.729980 Iteration 18Q: 3 clusters Score -9011714 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55163 members Mstep: Class 2 contains 19236 members Entering Unmasked Estep Score: -9011709.000000 Penalty: 5563.729980 Iteration 19Q: 3 clusters Score -9011709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55164 members Mstep: Class 2 contains 19235 members Entering Unmasked Estep Score: -9011712.000000 Penalty: 5563.729980 Iteration 20F: 3 clusters Score -9011712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55165 members Mstep: Class 2 contains 19234 members Entering Unmasked Estep Score: -9011711.000000 Penalty: 5563.729980 Iteration 21Q: 3 clusters Score -9011711 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55166 members Mstep: Class 2 contains 19233 members Entering Unmasked Estep Score: -9011712.000000 Penalty: 5563.729980 Iteration 22Q: 3 clusters Score -9011712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55167 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -9011712.000000 Penalty: 5563.729980 Iteration 23Q: 3 clusters Score -9011712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55167 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -9011712.000000 Penalty: 5563.729980 Iteration 24F: 3 clusters Score -9011712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 2691 members Mstep: Class 3 contains 7465 members Mstep: Class 4 contains 7886 members Mstep: Class 5 contains 19232 members Mstep: Class 6 contains 55167 members Mstep: Class 7 contains 13388 members Mstep: Class 8 contains 18070 members Mstep: Class 9 contains 14528 members Mstep: Class 11 contains 3125 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 3760 members Mstep: Class 16 contains 13007 members Mstep: Class 17 contains 11082 members Mstep: Class 19 contains 11221 members Mstep: Class 20 contains 5193 members Mstep: Class 21 contains 92475 members Entering Unmasked Estep Score: -33501748.000000 Penalty: 52937.523438 Splitting cluster 6 changes total score from -33487470.000000 to -33501748.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 7 (13388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13388 members Entering Unmasked Estep Score: -1598853.375000 Penalty: 2356.524414 Iteration 0F: 2 clusters Score -1598853 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -1588995.375000 Penalty: 4713.048828 Iteration 0F: 3 clusters Score -1588995 nChanged 5800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -1592261.375000 Penalty: 4713.048828 Iteration 1F: 3 clusters Score -1592261 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -1592892.375000 Penalty: 4713.048828 Iteration 2F: 3 clusters Score -1592892 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -1593538.375000 Penalty: 4713.048828 Iteration 3F: 3 clusters Score -1593538 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -1594039.625000 Penalty: 4713.048828 Iteration 4F: 3 clusters Score -1594040 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -1594470.500000 Penalty: 4713.048828 Iteration 5F: 3 clusters Score -1594470 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -1594829.875000 Penalty: 4713.048828 Iteration 6Q: 3 clusters Score -1594830 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -1595145.000000 Penalty: 4713.048828 Iteration 7Q: 3 clusters Score -1595145 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1595419.500000 Penalty: 4713.048828 Iteration 8Q: 3 clusters Score -1595420 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -1595679.875000 Penalty: 4713.048828 Iteration 9Q: 3 clusters Score -1595680 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -1595951.250000 Penalty: 4713.048828 Iteration 10Q: 3 clusters Score -1595951 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -1596202.750000 Penalty: 4713.048828 Iteration 11Q: 3 clusters Score -1596203 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -1596475.750000 Penalty: 4713.048828 Iteration 12Q: 3 clusters Score -1596476 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -1596763.375000 Penalty: 4713.048828 Iteration 13Q: 3 clusters Score -1596763 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -1597062.625000 Penalty: 4713.048828 Iteration 14Q: 3 clusters Score -1597063 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -1597401.750000 Penalty: 4713.048828 Iteration 15Q: 3 clusters Score -1597402 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -1597793.250000 Penalty: 4713.048828 Iteration 16Q: 3 clusters Score -1597793 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -1598241.125000 Penalty: 4713.048828 Iteration 17Q: 3 clusters Score -1598241 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -1598675.500000 Penalty: 4713.048828 Iteration 18Q: 3 clusters Score -1598676 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 7307 members Entering Unmasked Estep Score: -1599030.125000 Penalty: 4713.048828 Iteration 19Q: 3 clusters Score -1599030 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -1599210.500000 Penalty: 4713.048828 Iteration 20F: 3 clusters Score -1599210 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -1599329.875000 Penalty: 4713.048828 Iteration 21Q: 3 clusters Score -1599330 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -1599403.375000 Penalty: 4713.048828 Iteration 22Q: 3 clusters Score -1599403 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -1599441.625000 Penalty: 4713.048828 Iteration 23Q: 3 clusters Score -1599442 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -1599455.500000 Penalty: 4713.048828 Iteration 24Q: 3 clusters Score -1599456 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -1599473.125000 Penalty: 4713.048828 Iteration 25Q: 3 clusters Score -1599473 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1599480.250000 Penalty: 4713.048828 Iteration 26Q: 3 clusters Score -1599480 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -1599482.875000 Penalty: 4713.048828 Iteration 27Q: 3 clusters Score -1599483 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1599488.250000 Penalty: 4713.048828 Iteration 28Q: 3 clusters Score -1599488 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -1599490.250000 Penalty: 4713.048828 Iteration 29Q: 3 clusters Score -1599490 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -1599492.875000 Penalty: 4713.048828 Iteration 30Q: 3 clusters Score -1599493 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -1599495.875000 Penalty: 4713.048828 Iteration 31Q: 3 clusters Score -1599496 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -1599493.750000 Penalty: 4713.048828 Iteration 32Q: 3 clusters Score -1599494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -1599491.375000 Penalty: 4713.048828 Iteration 33Q: 3 clusters Score -1599491 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1599490.875000 Penalty: 4713.048828 Iteration 34Q: 3 clusters Score -1599491 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1599492.125000 Penalty: 4713.048828 Iteration 35Q: 3 clusters Score -1599492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -1599495.250000 Penalty: 4713.048828 Iteration 36Q: 3 clusters Score -1599495 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1599493.375000 Penalty: 4713.048828 Iteration 37Q: 3 clusters Score -1599493 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -1599493.000000 Penalty: 4713.048828 Iteration 38Q: 3 clusters Score -1599493 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -1599492.750000 Penalty: 4713.048828 Iteration 39Q: 3 clusters Score -1599493 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -1599492.750000 Penalty: 4713.048828 Iteration 40F: 3 clusters Score -1599493 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 2691 members Mstep: Class 3 contains 7465 members Mstep: Class 4 contains 7886 members Mstep: Class 5 contains 19232 members Mstep: Class 6 contains 55167 members Mstep: Class 7 contains 6506 members Mstep: Class 8 contains 18070 members Mstep: Class 9 contains 14528 members Mstep: Class 10 contains 6882 members Mstep: Class 11 contains 3125 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 3760 members Mstep: Class 16 contains 13007 members Mstep: Class 17 contains 11082 members Mstep: Class 19 contains 11221 members Mstep: Class 20 contains 5193 members Mstep: Class 21 contains 92475 members Entering Unmasked Estep Score: -33501614.000000 Penalty: 56051.496094 Splitting cluster 7 changes total score from -33487470.000000 to -33501614.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 8 (18070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18070 members Entering Unmasked Estep Score: -2174792.500000 Penalty: 2430.898193 Iteration 0F: 2 clusters Score -2174792 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -2162031.500000 Penalty: 4861.796387 Iteration 0F: 3 clusters Score -2162032 nChanged 7778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -2166170.250000 Penalty: 4861.796387 Iteration 1F: 3 clusters Score -2166170 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -2166682.250000 Penalty: 4861.796387 Iteration 2F: 3 clusters Score -2166682 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -2167157.750000 Penalty: 4861.796387 Iteration 3F: 3 clusters Score -2167158 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -2167590.250000 Penalty: 4861.796387 Iteration 4Q: 3 clusters Score -2167590 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -2167925.250000 Penalty: 4861.796387 Iteration 5Q: 3 clusters Score -2167925 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -2168151.750000 Penalty: 4861.796387 Iteration 6Q: 3 clusters Score -2168152 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -2168340.250000 Penalty: 4861.796387 Iteration 7Q: 3 clusters Score -2168340 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 10326 members Entering Unmasked Estep Score: -2168523.000000 Penalty: 4861.796387 Iteration 8Q: 3 clusters Score -2168523 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 10415 members Entering Unmasked Estep Score: -2168706.250000 Penalty: 4861.796387 Iteration 9Q: 3 clusters Score -2168706 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -2168902.000000 Penalty: 4861.796387 Iteration 10Q: 3 clusters Score -2168902 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 10674 members Entering Unmasked Estep Score: -2169131.500000 Penalty: 4861.796387 Iteration 11Q: 3 clusters Score -2169132 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -2169381.500000 Penalty: 4861.796387 Iteration 12Q: 3 clusters Score -2169382 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -2169651.000000 Penalty: 4861.796387 Iteration 13Q: 3 clusters Score -2169651 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 11220 members Entering Unmasked Estep Score: -2169977.500000 Penalty: 4861.796387 Iteration 14Q: 3 clusters Score -2169978 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 11351 members Entering Unmasked Estep Score: -2170290.500000 Penalty: 4861.796387 Iteration 15Q: 3 clusters Score -2170290 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 11435 members Entering Unmasked Estep Score: -2170653.750000 Penalty: 4861.796387 Iteration 16Q: 3 clusters Score -2170654 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 11502 members Entering Unmasked Estep Score: -2170969.250000 Penalty: 4861.796387 Iteration 17Q: 3 clusters Score -2170969 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 11550 members Entering Unmasked Estep Score: -2171207.000000 Penalty: 4861.796387 Iteration 18Q: 3 clusters Score -2171207 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -2171354.750000 Penalty: 4861.796387 Iteration 19Q: 3 clusters Score -2171355 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -2171488.500000 Penalty: 4861.796387 Iteration 20F: 3 clusters Score -2171488 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -2171587.750000 Penalty: 4861.796387 Iteration 21Q: 3 clusters Score -2171588 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -2171675.250000 Penalty: 4861.796387 Iteration 22Q: 3 clusters Score -2171675 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -2171771.250000 Penalty: 4861.796387 Iteration 23Q: 3 clusters Score -2171771 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -2171861.500000 Penalty: 4861.796387 Iteration 24Q: 3 clusters Score -2171862 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -2171927.000000 Penalty: 4861.796387 Iteration 25Q: 3 clusters Score -2171927 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -2171996.250000 Penalty: 4861.796387 Iteration 26Q: 3 clusters Score -2171996 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 11666 members Entering Unmasked Estep Score: -2172057.500000 Penalty: 4861.796387 Iteration 27Q: 3 clusters Score -2172058 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -2172113.000000 Penalty: 4861.796387 Iteration 28Q: 3 clusters Score -2172113 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 11598 members Entering Unmasked Estep Score: -2172173.500000 Penalty: 4861.796387 Iteration 29Q: 3 clusters Score -2172174 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -2172234.750000 Penalty: 4861.796387 Iteration 30Q: 3 clusters Score -2172235 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -2172270.500000 Penalty: 4861.796387 Iteration 31Q: 3 clusters Score -2172270 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 11427 members Entering Unmasked Estep Score: -2172308.250000 Penalty: 4861.796387 Iteration 32Q: 3 clusters Score -2172308 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -2172337.250000 Penalty: 4861.796387 Iteration 33Q: 3 clusters Score -2172337 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 11312 members Entering Unmasked Estep Score: -2172382.000000 Penalty: 4861.796387 Iteration 34Q: 3 clusters Score -2172382 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 11265 members Entering Unmasked Estep Score: -2172393.000000 Penalty: 4861.796387 Iteration 35Q: 3 clusters Score -2172393 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -2172421.500000 Penalty: 4861.796387 Iteration 36Q: 3 clusters Score -2172422 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 11147 members Entering Unmasked Estep Score: -2172434.500000 Penalty: 4861.796387 Iteration 37Q: 3 clusters Score -2172434 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -2172443.250000 Penalty: 4861.796387 Iteration 38Q: 3 clusters Score -2172443 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 11029 members Entering Unmasked Estep Score: -2172462.500000 Penalty: 4861.796387 Iteration 39Q: 3 clusters Score -2172462 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 10967 members Entering Unmasked Estep Score: -2172489.750000 Penalty: 4861.796387 Iteration 40F: 3 clusters Score -2172490 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -2172496.750000 Penalty: 4861.796387 Iteration 41Q: 3 clusters Score -2172497 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -2172512.750000 Penalty: 4861.796387 Iteration 42Q: 3 clusters Score -2172513 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -2172529.500000 Penalty: 4861.796387 Iteration 43Q: 3 clusters Score -2172530 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -2172531.000000 Penalty: 4861.796387 Iteration 44Q: 3 clusters Score -2172531 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 10711 members Entering Unmasked Estep Score: -2172544.750000 Penalty: 4861.796387 Iteration 45Q: 3 clusters Score -2172545 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -2172549.250000 Penalty: 4861.796387 Iteration 46Q: 3 clusters Score -2172549 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 10639 members Entering Unmasked Estep Score: -2172556.250000 Penalty: 4861.796387 Iteration 47Q: 3 clusters Score -2172556 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -2172557.000000 Penalty: 4861.796387 Iteration 48Q: 3 clusters Score -2172557 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 10594 members Entering Unmasked Estep Score: -2172553.000000 Penalty: 4861.796387 Iteration 49Q: 3 clusters Score -2172553 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -2172558.500000 Penalty: 4861.796387 Iteration 50Q: 3 clusters Score -2172558 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -2172558.000000 Penalty: 4861.796387 Iteration 51Q: 3 clusters Score -2172558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -2172561.750000 Penalty: 4861.796387 Iteration 52Q: 3 clusters Score -2172562 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -2172563.000000 Penalty: 4861.796387 Iteration 53Q: 3 clusters Score -2172563 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -2172565.250000 Penalty: 4861.796387 Iteration 54Q: 3 clusters Score -2172565 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 10530 members Entering Unmasked Estep Score: -2172567.500000 Penalty: 4861.796387 Iteration 55Q: 3 clusters Score -2172568 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 10518 members Entering Unmasked Estep Score: -2172571.000000 Penalty: 4861.796387 Iteration 56Q: 3 clusters Score -2172571 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7564 members Mstep: Class 2 contains 10506 members Entering Unmasked Estep Score: -2172574.250000 Penalty: 4861.796387 Iteration 57Q: 3 clusters Score -2172574 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -2172573.000000 Penalty: 4861.796387 Iteration 58Q: 3 clusters Score -2172573 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 10481 members Entering Unmasked Estep Score: -2172574.000000 Penalty: 4861.796387 Iteration 59Q: 3 clusters Score -2172574 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -2172574.250000 Penalty: 4861.796387 Iteration 60F: 3 clusters Score -2172574 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -2172576.250000 Penalty: 4861.796387 Iteration 61Q: 3 clusters Score -2172576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -2172575.750000 Penalty: 4861.796387 Iteration 62Q: 3 clusters Score -2172576 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 10455 members Entering Unmasked Estep Score: -2172578.500000 Penalty: 4861.796387 Iteration 63Q: 3 clusters Score -2172578 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 10450 members Entering Unmasked Estep Score: -2172580.750000 Penalty: 4861.796387 Iteration 64Q: 3 clusters Score -2172581 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 10444 members Entering Unmasked Estep Score: -2172578.250000 Penalty: 4861.796387 Iteration 65Q: 3 clusters Score -2172578 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 10438 members Entering Unmasked Estep Score: -2172570.250000 Penalty: 4861.796387 Iteration 66Q: 3 clusters Score -2172570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7634 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -2172574.500000 Penalty: 4861.796387 Iteration 67Q: 3 clusters Score -2172574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7634 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -2172574.500000 Penalty: 4861.796387 Iteration 68F: 3 clusters Score -2172574 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14528 members Entering Unmasked Estep Score: -1599837.375000 Penalty: 2376.790527 Iteration 0F: 2 clusters Score -1599837 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 7269 members Entering Unmasked Estep Score: -1589281.375000 Penalty: 4753.581055 Iteration 0F: 3 clusters Score -1589281 nChanged 6277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -1592946.250000 Penalty: 4753.581055 Iteration 1F: 3 clusters Score -1592946 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -1593654.000000 Penalty: 4753.581055 Iteration 2F: 3 clusters Score -1593654 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1594272.750000 Penalty: 4753.581055 Iteration 3F: 3 clusters Score -1594273 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 7593 members Entering Unmasked Estep Score: -1594774.750000 Penalty: 4753.581055 Iteration 4F: 3 clusters Score -1594775 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -1595182.750000 Penalty: 4753.581055 Iteration 5F: 3 clusters Score -1595183 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -1595524.625000 Penalty: 4753.581055 Iteration 6Q: 3 clusters Score -1595525 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -1595821.875000 Penalty: 4753.581055 Iteration 7Q: 3 clusters Score -1595822 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -1596097.375000 Penalty: 4753.581055 Iteration 8Q: 3 clusters Score -1596097 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 8498 members Entering Unmasked Estep Score: -1596329.375000 Penalty: 4753.581055 Iteration 9Q: 3 clusters Score -1596329 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -1596558.875000 Penalty: 4753.581055 Iteration 10Q: 3 clusters Score -1596559 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -1596766.625000 Penalty: 4753.581055 Iteration 11Q: 3 clusters Score -1596767 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -1596957.750000 Penalty: 4753.581055 Iteration 12Q: 3 clusters Score -1596958 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -1597135.750000 Penalty: 4753.581055 Iteration 13Q: 3 clusters Score -1597136 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 9354 members Entering Unmasked Estep Score: -1597286.625000 Penalty: 4753.581055 Iteration 14Q: 3 clusters Score -1597287 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -1597438.250000 Penalty: 4753.581055 Iteration 15Q: 3 clusters Score -1597438 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -1597569.000000 Penalty: 4753.581055 Iteration 16Q: 3 clusters Score -1597569 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -1597668.000000 Penalty: 4753.581055 Iteration 17Q: 3 clusters Score -1597668 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 9888 members Entering Unmasked Estep Score: -1597756.625000 Penalty: 4753.581055 Iteration 18Q: 3 clusters Score -1597757 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -1597831.500000 Penalty: 4753.581055 Iteration 19Q: 3 clusters Score -1597832 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -1597911.875000 Penalty: 4753.581055 Iteration 20F: 3 clusters Score -1597912 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -1598021.500000 Penalty: 4753.581055 Iteration 21Q: 3 clusters Score -1598022 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -1598133.375000 Penalty: 4753.581055 Iteration 22Q: 3 clusters Score -1598133 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -1598211.375000 Penalty: 4753.581055 Iteration 23Q: 3 clusters Score -1598211 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -1598274.000000 Penalty: 4753.581055 Iteration 24Q: 3 clusters Score -1598274 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -1598317.875000 Penalty: 4753.581055 Iteration 25Q: 3 clusters Score -1598318 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 10655 members Entering Unmasked Estep Score: -1598359.250000 Penalty: 4753.581055 Iteration 26Q: 3 clusters Score -1598359 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -1598391.750000 Penalty: 4753.581055 Iteration 27Q: 3 clusters Score -1598392 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 10809 members Entering Unmasked Estep Score: -1598415.750000 Penalty: 4753.581055 Iteration 28Q: 3 clusters Score -1598416 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -1598441.125000 Penalty: 4753.581055 Iteration 29Q: 3 clusters Score -1598441 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -1598459.375000 Penalty: 4753.581055 Iteration 30Q: 3 clusters Score -1598459 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 11015 members Entering Unmasked Estep Score: -1598489.750000 Penalty: 4753.581055 Iteration 31Q: 3 clusters Score -1598490 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 11092 members Entering Unmasked Estep Score: -1598513.250000 Penalty: 4753.581055 Iteration 32Q: 3 clusters Score -1598513 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -1598539.500000 Penalty: 4753.581055 Iteration 33Q: 3 clusters Score -1598540 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -1598558.875000 Penalty: 4753.581055 Iteration 34Q: 3 clusters Score -1598559 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -1598585.750000 Penalty: 4753.581055 Iteration 35Q: 3 clusters Score -1598586 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -1598600.750000 Penalty: 4753.581055 Iteration 36Q: 3 clusters Score -1598601 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 11419 members Entering Unmasked Estep Score: -1598621.250000 Penalty: 4753.581055 Iteration 37Q: 3 clusters Score -1598621 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -1598632.000000 Penalty: 4753.581055 Iteration 38Q: 3 clusters Score -1598632 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 11495 members Entering Unmasked Estep Score: -1598641.875000 Penalty: 4753.581055 Iteration 39Q: 3 clusters Score -1598642 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -1598648.750000 Penalty: 4753.581055 Iteration 40F: 3 clusters Score -1598649 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -1598650.625000 Penalty: 4753.581055 Iteration 41Q: 3 clusters Score -1598651 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 11569 members Entering Unmasked Estep Score: -1598659.875000 Penalty: 4753.581055 Iteration 42Q: 3 clusters Score -1598660 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 11601 members Entering Unmasked Estep Score: -1598669.500000 Penalty: 4753.581055 Iteration 43Q: 3 clusters Score -1598670 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1598679.000000 Penalty: 4753.581055 Iteration 44Q: 3 clusters Score -1598679 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 11682 members Entering Unmasked Estep Score: -1598685.375000 Penalty: 4753.581055 Iteration 45Q: 3 clusters Score -1598685 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -1598696.875000 Penalty: 4753.581055 Iteration 46Q: 3 clusters Score -1598697 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 11759 members Entering Unmasked Estep Score: -1598707.000000 Penalty: 4753.581055 Iteration 47Q: 3 clusters Score -1598707 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 11786 members Entering Unmasked Estep Score: -1598709.125000 Penalty: 4753.581055 Iteration 48Q: 3 clusters Score -1598709 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -1598714.750000 Penalty: 4753.581055 Iteration 49Q: 3 clusters Score -1598715 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -1598725.750000 Penalty: 4753.581055 Iteration 50Q: 3 clusters Score -1598726 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 11884 members Entering Unmasked Estep Score: -1598734.000000 Penalty: 4753.581055 Iteration 51Q: 3 clusters Score -1598734 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 11916 members Entering Unmasked Estep Score: -1598747.375000 Penalty: 4753.581055 Iteration 52Q: 3 clusters Score -1598747 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -1598759.750000 Penalty: 4753.581055 Iteration 53Q: 3 clusters Score -1598760 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 11964 members Entering Unmasked Estep Score: -1598761.500000 Penalty: 4753.581055 Iteration 54Q: 3 clusters Score -1598762 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 11981 members Entering Unmasked Estep Score: -1598765.750000 Penalty: 4753.581055 Iteration 55Q: 3 clusters Score -1598766 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 11998 members Entering Unmasked Estep Score: -1598764.750000 Penalty: 4753.581055 Iteration 56Q: 3 clusters Score -1598765 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 12019 members Entering Unmasked Estep Score: -1598769.250000 Penalty: 4753.581055 Iteration 57Q: 3 clusters Score -1598769 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 12035 members Entering Unmasked Estep Score: -1598771.250000 Penalty: 4753.581055 Iteration 58Q: 3 clusters Score -1598771 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 12052 members Entering Unmasked Estep Score: -1598773.250000 Penalty: 4753.581055 Iteration 59Q: 3 clusters Score -1598773 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -1598775.625000 Penalty: 4753.581055 Iteration 60F: 3 clusters Score -1598776 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -1598780.375000 Penalty: 4753.581055 Iteration 61Q: 3 clusters Score -1598780 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -1598785.250000 Penalty: 4753.581055 Iteration 62Q: 3 clusters Score -1598785 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 12112 members Entering Unmasked Estep Score: -1598789.625000 Penalty: 4753.581055 Iteration 63Q: 3 clusters Score -1598790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -1598789.500000 Penalty: 4753.581055 Iteration 64Q: 3 clusters Score -1598790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -1598790.875000 Penalty: 4753.581055 Iteration 65Q: 3 clusters Score -1598791 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -1598792.375000 Penalty: 4753.581055 Iteration 66Q: 3 clusters Score -1598792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 12128 members Entering Unmasked Estep Score: -1598794.625000 Penalty: 4753.581055 Iteration 67Q: 3 clusters Score -1598795 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -1598794.125000 Penalty: 4753.581055 Iteration 68Q: 3 clusters Score -1598794 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -1598794.875000 Penalty: 4753.581055 Iteration 69Q: 3 clusters Score -1598795 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -1598791.375000 Penalty: 4753.581055 Iteration 70Q: 3 clusters Score -1598791 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 12136 members Entering Unmasked Estep Score: -1598791.875000 Penalty: 4753.581055 Iteration 71Q: 3 clusters Score -1598792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 12137 members Entering Unmasked Estep Score: -1598791.500000 Penalty: 4753.581055 Iteration 72Q: 3 clusters Score -1598792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 12137 members Entering Unmasked Estep Score: -1598791.500000 Penalty: 4753.581055 Iteration 73F: 3 clusters Score -1598792 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3125 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Entering Unmasked Estep Score: -366518.093750 Penalty: 1995.703003 Iteration 0F: 2 clusters Score -366518.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -363130.000000 Penalty: 3991.406006 Iteration 0F: 3 clusters Score -363130 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -363805.906250 Penalty: 3991.406006 Iteration 1F: 3 clusters Score -363805.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -363975.906250 Penalty: 3991.406006 Iteration 2F: 3 clusters Score -363975.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -364067.750000 Penalty: 3991.406006 Iteration 3F: 3 clusters Score -364067.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -364122.156250 Penalty: 3991.406006 Iteration 4Q: 3 clusters Score -364122.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -364166.843750 Penalty: 3991.406006 Iteration 5Q: 3 clusters Score -364166.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -364196.875000 Penalty: 3991.406006 Iteration 6Q: 3 clusters Score -364196.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -364220.593750 Penalty: 3991.406006 Iteration 7Q: 3 clusters Score -364220.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -364234.062500 Penalty: 3991.406006 Iteration 8Q: 3 clusters Score -364234.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -364249.937500 Penalty: 3991.406006 Iteration 9Q: 3 clusters Score -364249.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -364262.281250 Penalty: 3991.406006 Iteration 10Q: 3 clusters Score -364262.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -364269.687500 Penalty: 3991.406006 Iteration 11Q: 3 clusters Score -364269.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -364274.718750 Penalty: 3991.406006 Iteration 12Q: 3 clusters Score -364274.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -364277.093750 Penalty: 3991.406006 Iteration 13Q: 3 clusters Score -364277.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -364280.531250 Penalty: 3991.406006 Iteration 14Q: 3 clusters Score -364280.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -364284.031250 Penalty: 3991.406006 Iteration 15Q: 3 clusters Score -364284 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -364288.062500 Penalty: 3991.406006 Iteration 16Q: 3 clusters Score -364288.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -364289.687500 Penalty: 3991.406006 Iteration 17Q: 3 clusters Score -364289.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -364292.406250 Penalty: 3991.406006 Iteration 18Q: 3 clusters Score -364292.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -364296.312500 Penalty: 3991.406006 Iteration 19Q: 3 clusters Score -364296.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -364299.187500 Penalty: 3991.406006 Iteration 20F: 3 clusters Score -364299.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -364302.375000 Penalty: 3991.406006 Iteration 21Q: 3 clusters Score -364302.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -364305.562500 Penalty: 3991.406006 Iteration 22Q: 3 clusters Score -364305.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -364308.250000 Penalty: 3991.406006 Iteration 23Q: 3 clusters Score -364308.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -364311.750000 Penalty: 3991.406006 Iteration 24Q: 3 clusters Score -364311.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -364312.250000 Penalty: 3991.406006 Iteration 25Q: 3 clusters Score -364312.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -364312.250000 Penalty: 3991.406006 Iteration 26F: 3 clusters Score -364312.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Entering Unmasked Estep Score: -61947.546875 Penalty: 1581.428345 Iteration 0F: 2 clusters Score -61947.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -60372.601562 Penalty: 3162.856689 Iteration 0F: 3 clusters Score -60372.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -60570.093750 Penalty: 3162.856689 Iteration 1F: 3 clusters Score -60570.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -60615.445312 Penalty: 3162.856689 Iteration 2Q: 3 clusters Score -60615.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -60640.335938 Penalty: 3162.856689 Iteration 3Q: 3 clusters Score -60640.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -60660.800781 Penalty: 3162.856689 Iteration 4Q: 3 clusters Score -60660.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -60668.492188 Penalty: 3162.856689 Iteration 5Q: 3 clusters Score -60668.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -60672.308594 Penalty: 3162.856689 Iteration 6Q: 3 clusters Score -60672.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -60677.457031 Penalty: 3162.856689 Iteration 7Q: 3 clusters Score -60677.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -60679.066406 Penalty: 3162.856689 Iteration 8Q: 3 clusters Score -60679.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -60688.105469 Penalty: 3162.856689 Iteration 9Q: 3 clusters Score -60688.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60690.878906 Penalty: 3162.856689 Iteration 10Q: 3 clusters Score -60690.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -60692.125000 Penalty: 3162.856689 Iteration 11Q: 3 clusters Score -60692.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -60692.125000 Penalty: 3162.856689 Iteration 12F: 3 clusters Score -60692.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Entering Unmasked Estep Score: -445473.718750 Penalty: 2041.579102 Iteration 0F: 2 clusters Score -445473.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -441747.968750 Penalty: 4083.158203 Iteration 0F: 3 clusters Score -441748 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -442502.937500 Penalty: 4083.158203 Iteration 1F: 3 clusters Score -442502.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -442676.406250 Penalty: 4083.158203 Iteration 2F: 3 clusters Score -442676.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -442774.156250 Penalty: 4083.158203 Iteration 3Q: 3 clusters Score -442774.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -442821.656250 Penalty: 4083.158203 Iteration 4Q: 3 clusters Score -442821.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -442869.250000 Penalty: 4083.158203 Iteration 5Q: 3 clusters Score -442869.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -442924.468750 Penalty: 4083.158203 Iteration 6Q: 3 clusters Score -442924.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -442970.187500 Penalty: 4083.158203 Iteration 7Q: 3 clusters Score -442970.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -443002.937500 Penalty: 4083.158203 Iteration 8Q: 3 clusters Score -443002.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -443034.375000 Penalty: 4083.158203 Iteration 9Q: 3 clusters Score -443034.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -443053.500000 Penalty: 4083.158203 Iteration 10Q: 3 clusters Score -443053.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -443074.531250 Penalty: 4083.158203 Iteration 11Q: 3 clusters Score -443074.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -443102.906250 Penalty: 4083.158203 Iteration 12Q: 3 clusters Score -443102.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -443129.218750 Penalty: 4083.158203 Iteration 13Q: 3 clusters Score -443129.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -443148.187500 Penalty: 4083.158203 Iteration 14Q: 3 clusters Score -443148.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -443171.750000 Penalty: 4083.158203 Iteration 15Q: 3 clusters Score -443171.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -443189.687500 Penalty: 4083.158203 Iteration 16Q: 3 clusters Score -443189.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -443209.187500 Penalty: 4083.158203 Iteration 17Q: 3 clusters Score -443209.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -443226.312500 Penalty: 4083.158203 Iteration 18Q: 3 clusters Score -443226.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -443239.750000 Penalty: 4083.158203 Iteration 19Q: 3 clusters Score -443239.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -443253.343750 Penalty: 4083.158203 Iteration 20F: 3 clusters Score -443253.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -443271.312500 Penalty: 4083.158203 Iteration 21Q: 3 clusters Score -443271.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -443287.687500 Penalty: 4083.158203 Iteration 22Q: 3 clusters Score -443287.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -443310.187500 Penalty: 4083.158203 Iteration 23Q: 3 clusters Score -443310.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -443337.250000 Penalty: 4083.158203 Iteration 24Q: 3 clusters Score -443337.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -443362.125000 Penalty: 4083.158203 Iteration 25Q: 3 clusters Score -443362.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -443393.500000 Penalty: 4083.158203 Iteration 26Q: 3 clusters Score -443393.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -443425.468750 Penalty: 4083.158203 Iteration 27Q: 3 clusters Score -443425.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -443448.437500 Penalty: 4083.158203 Iteration 28Q: 3 clusters Score -443448.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -443466.718750 Penalty: 4083.158203 Iteration 29Q: 3 clusters Score -443466.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -443491.687500 Penalty: 4083.158203 Iteration 30Q: 3 clusters Score -443491.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -443511.593750 Penalty: 4083.158203 Iteration 31Q: 3 clusters Score -443511.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -443535.468750 Penalty: 4083.158203 Iteration 32Q: 3 clusters Score -443535.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -443556.812500 Penalty: 4083.158203 Iteration 33Q: 3 clusters Score -443556.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -443579.093750 Penalty: 4083.158203 Iteration 34Q: 3 clusters Score -443579.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -443600.281250 Penalty: 4083.158203 Iteration 35Q: 3 clusters Score -443600.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -443622.906250 Penalty: 4083.158203 Iteration 36Q: 3 clusters Score -443622.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -443642.843750 Penalty: 4083.158203 Iteration 37Q: 3 clusters Score -443642.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -443651.468750 Penalty: 4083.158203 Iteration 38Q: 3 clusters Score -443651.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -443658.406250 Penalty: 4083.158203 Iteration 39Q: 3 clusters Score -443658.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -443664.125000 Penalty: 4083.158203 Iteration 40F: 3 clusters Score -443664.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -443670.687500 Penalty: 4083.158203 Iteration 41Q: 3 clusters Score -443670.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -443676.406250 Penalty: 4083.158203 Iteration 42Q: 3 clusters Score -443676.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -443684.250000 Penalty: 4083.158203 Iteration 43Q: 3 clusters Score -443684.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -443693.187500 Penalty: 4083.158203 Iteration 44Q: 3 clusters Score -443693.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -443704.468750 Penalty: 4083.158203 Iteration 45Q: 3 clusters Score -443704.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -443715.468750 Penalty: 4083.158203 Iteration 46Q: 3 clusters Score -443715.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -443720.187500 Penalty: 4083.158203 Iteration 47Q: 3 clusters Score -443720.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -443723.687500 Penalty: 4083.158203 Iteration 48Q: 3 clusters Score -443723.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -443725.625000 Penalty: 4083.158203 Iteration 49Q: 3 clusters Score -443725.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -443729.562500 Penalty: 4083.158203 Iteration 50Q: 3 clusters Score -443729.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -443731.156250 Penalty: 4083.158203 Iteration 51Q: 3 clusters Score -443731.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -443732.406250 Penalty: 4083.158203 Iteration 52Q: 3 clusters Score -443732.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -443735.250000 Penalty: 4083.158203 Iteration 53Q: 3 clusters Score -443735.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -443738.968750 Penalty: 4083.158203 Iteration 54Q: 3 clusters Score -443739 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -443744.187500 Penalty: 4083.158203 Iteration 55Q: 3 clusters Score -443744.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -443746.562500 Penalty: 4083.158203 Iteration 56Q: 3 clusters Score -443746.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -443750.687500 Penalty: 4083.158203 Iteration 57Q: 3 clusters Score -443750.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -443752.718750 Penalty: 4083.158203 Iteration 58Q: 3 clusters Score -443752.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -443752.906250 Penalty: 4083.158203 Iteration 59Q: 3 clusters Score -443752.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -443752.906250 Penalty: 4083.158203 Iteration 60F: 3 clusters Score -443752.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (13007 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13007 members Entering Unmasked Estep Score: -1573132.125000 Penalty: 2349.364258 Iteration 0F: 2 clusters Score -1573132 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -1563493.500000 Penalty: 4698.728516 Iteration 0F: 3 clusters Score -1563494 nChanged 5599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -1566433.000000 Penalty: 4698.728516 Iteration 1F: 3 clusters Score -1566433 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -1566717.875000 Penalty: 4698.728516 Iteration 2F: 3 clusters Score -1566718 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -1566933.625000 Penalty: 4698.728516 Iteration 3Q: 3 clusters Score -1566934 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -1567108.500000 Penalty: 4698.728516 Iteration 4Q: 3 clusters Score -1567108 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -1567253.375000 Penalty: 4698.728516 Iteration 5Q: 3 clusters Score -1567253 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -1567372.750000 Penalty: 4698.728516 Iteration 6Q: 3 clusters Score -1567373 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -1567490.500000 Penalty: 4698.728516 Iteration 7Q: 3 clusters Score -1567490 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -1567629.000000 Penalty: 4698.728516 Iteration 8Q: 3 clusters Score -1567629 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -1567782.625000 Penalty: 4698.728516 Iteration 9Q: 3 clusters Score -1567783 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -1568026.625000 Penalty: 4698.728516 Iteration 10Q: 3 clusters Score -1568027 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -1568319.500000 Penalty: 4698.728516 Iteration 11Q: 3 clusters Score -1568320 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -1568672.000000 Penalty: 4698.728516 Iteration 12Q: 3 clusters Score -1568672 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -1569119.125000 Penalty: 4698.728516 Iteration 13Q: 3 clusters Score -1569119 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -1569568.875000 Penalty: 4698.728516 Iteration 14Q: 3 clusters Score -1569569 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -1569984.875000 Penalty: 4698.728516 Iteration 15Q: 3 clusters Score -1569985 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -1570291.875000 Penalty: 4698.728516 Iteration 16Q: 3 clusters Score -1570292 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -1570493.375000 Penalty: 4698.728516 Iteration 17Q: 3 clusters Score -1570493 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -1570584.500000 Penalty: 4698.728516 Iteration 18Q: 3 clusters Score -1570584 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7376 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -1570638.000000 Penalty: 4698.728516 Iteration 19Q: 3 clusters Score -1570638 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -1570680.625000 Penalty: 4698.728516 Iteration 20F: 3 clusters Score -1570681 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -1570732.875000 Penalty: 4698.728516 Iteration 21Q: 3 clusters Score -1570733 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -1570788.250000 Penalty: 4698.728516 Iteration 22Q: 3 clusters Score -1570788 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -1570840.375000 Penalty: 4698.728516 Iteration 23Q: 3 clusters Score -1570840 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -1570874.250000 Penalty: 4698.728516 Iteration 24Q: 3 clusters Score -1570874 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7264 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -1570908.000000 Penalty: 4698.728516 Iteration 25Q: 3 clusters Score -1570908 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -1570945.000000 Penalty: 4698.728516 Iteration 26Q: 3 clusters Score -1570945 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -1570982.000000 Penalty: 4698.728516 Iteration 27Q: 3 clusters Score -1570982 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -1571010.875000 Penalty: 4698.728516 Iteration 28Q: 3 clusters Score -1571011 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -1571047.125000 Penalty: 4698.728516 Iteration 29Q: 3 clusters Score -1571047 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1571074.000000 Penalty: 4698.728516 Iteration 30Q: 3 clusters Score -1571074 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -1571095.375000 Penalty: 4698.728516 Iteration 31Q: 3 clusters Score -1571095 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -1571113.125000 Penalty: 4698.728516 Iteration 32Q: 3 clusters Score -1571113 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -1571133.375000 Penalty: 4698.728516 Iteration 33Q: 3 clusters Score -1571133 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -1571142.000000 Penalty: 4698.728516 Iteration 34Q: 3 clusters Score -1571142 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -1571155.000000 Penalty: 4698.728516 Iteration 35Q: 3 clusters Score -1571155 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -1571165.000000 Penalty: 4698.728516 Iteration 36Q: 3 clusters Score -1571165 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -1571174.000000 Penalty: 4698.728516 Iteration 37Q: 3 clusters Score -1571174 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1571181.875000 Penalty: 4698.728516 Iteration 38Q: 3 clusters Score -1571182 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -1571188.625000 Penalty: 4698.728516 Iteration 39Q: 3 clusters Score -1571189 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -1571193.500000 Penalty: 4698.728516 Iteration 40F: 3 clusters Score -1571194 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -1571198.875000 Penalty: 4698.728516 Iteration 41Q: 3 clusters Score -1571199 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -1571203.000000 Penalty: 4698.728516 Iteration 42Q: 3 clusters Score -1571203 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1571204.875000 Penalty: 4698.728516 Iteration 43Q: 3 clusters Score -1571205 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -1571202.125000 Penalty: 4698.728516 Iteration 44Q: 3 clusters Score -1571202 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -1571206.625000 Penalty: 4698.728516 Iteration 45Q: 3 clusters Score -1571207 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1571207.250000 Penalty: 4698.728516 Iteration 46Q: 3 clusters Score -1571207 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -1571207.125000 Penalty: 4698.728516 Iteration 47Q: 3 clusters Score -1571207 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -1571207.875000 Penalty: 4698.728516 Iteration 48Q: 3 clusters Score -1571208 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -1571212.000000 Penalty: 4698.728516 Iteration 49Q: 3 clusters Score -1571212 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1571213.625000 Penalty: 4698.728516 Iteration 50Q: 3 clusters Score -1571214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1571214.875000 Penalty: 4698.728516 Iteration 51Q: 3 clusters Score -1571215 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -1571217.125000 Penalty: 4698.728516 Iteration 52Q: 3 clusters Score -1571217 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1571216.625000 Penalty: 4698.728516 Iteration 53Q: 3 clusters Score -1571217 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1571214.250000 Penalty: 4698.728516 Iteration 54Q: 3 clusters Score -1571214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1571216.625000 Penalty: 4698.728516 Iteration 55Q: 3 clusters Score -1571217 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -1571216.750000 Penalty: 4698.728516 Iteration 56Q: 3 clusters Score -1571217 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -1571215.375000 Penalty: 4698.728516 Iteration 57Q: 3 clusters Score -1571215 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -1571215.500000 Penalty: 4698.728516 Iteration 58Q: 3 clusters Score -1571216 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1571215.375000 Penalty: 4698.728516 Iteration 59Q: 3 clusters Score -1571215 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1571213.625000 Penalty: 4698.728516 Iteration 60F: 3 clusters Score -1571214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1571215.500000 Penalty: 4698.728516 Iteration 61Q: 3 clusters Score -1571216 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1571218.375000 Penalty: 4698.728516 Iteration 62Q: 3 clusters Score -1571218 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1571221.125000 Penalty: 4698.728516 Iteration 63Q: 3 clusters Score -1571221 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -1571216.750000 Penalty: 4698.728516 Iteration 64Q: 3 clusters Score -1571217 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1571222.875000 Penalty: 4698.728516 Iteration 65Q: 3 clusters Score -1571223 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1571227.000000 Penalty: 4698.728516 Iteration 66Q: 3 clusters Score -1571227 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1571225.750000 Penalty: 4698.728516 Iteration 67Q: 3 clusters Score -1571226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -1571225.000000 Penalty: 4698.728516 Iteration 68Q: 3 clusters Score -1571225 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1571226.000000 Penalty: 4698.728516 Iteration 69Q: 3 clusters Score -1571226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1571227.625000 Penalty: 4698.728516 Iteration 70Q: 3 clusters Score -1571228 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1571226.000000 Penalty: 4698.728516 Iteration 71Q: 3 clusters Score -1571226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1571224.375000 Penalty: 4698.728516 Iteration 72Q: 3 clusters Score -1571224 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -1571224.000000 Penalty: 4698.728516 Iteration 73Q: 3 clusters Score -1571224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -1571224.875000 Penalty: 4698.728516 Iteration 74Q: 3 clusters Score -1571225 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -1571225.625000 Penalty: 4698.728516 Iteration 75Q: 3 clusters Score -1571226 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -1571227.250000 Penalty: 4698.728516 Iteration 76Q: 3 clusters Score -1571227 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -1571227.250000 Penalty: 4698.728516 Iteration 77F: 3 clusters Score -1571227 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (11082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11082 members Entering Unmasked Estep Score: -1317230.000000 Penalty: 2309.643311 Iteration 0F: 2 clusters Score -1317230 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1308977.375000 Penalty: 4619.286621 Iteration 0F: 3 clusters Score -1308977 nChanged 4632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1311587.500000 Penalty: 4619.286621 Iteration 1F: 3 clusters Score -1311588 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -1312226.875000 Penalty: 4619.286621 Iteration 2F: 3 clusters Score -1312227 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1312962.500000 Penalty: 4619.286621 Iteration 3F: 3 clusters Score -1312962 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1313782.625000 Penalty: 4619.286621 Iteration 4F: 3 clusters Score -1313783 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1314543.375000 Penalty: 4619.286621 Iteration 5F: 3 clusters Score -1314543 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8200 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1315058.125000 Penalty: 4619.286621 Iteration 6F: 3 clusters Score -1315058 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -1315360.750000 Penalty: 4619.286621 Iteration 7Q: 3 clusters Score -1315361 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1315542.875000 Penalty: 4619.286621 Iteration 8Q: 3 clusters Score -1315543 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8754 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1315674.500000 Penalty: 4619.286621 Iteration 9Q: 3 clusters Score -1315674 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -1315784.125000 Penalty: 4619.286621 Iteration 10Q: 3 clusters Score -1315784 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1315858.250000 Penalty: 4619.286621 Iteration 11Q: 3 clusters Score -1315858 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -1315921.250000 Penalty: 4619.286621 Iteration 12Q: 3 clusters Score -1315921 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -1315985.500000 Penalty: 4619.286621 Iteration 13Q: 3 clusters Score -1315986 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -1316038.250000 Penalty: 4619.286621 Iteration 14Q: 3 clusters Score -1316038 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9417 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1316084.000000 Penalty: 4619.286621 Iteration 15Q: 3 clusters Score -1316084 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1316120.625000 Penalty: 4619.286621 Iteration 16Q: 3 clusters Score -1316121 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1316158.875000 Penalty: 4619.286621 Iteration 17Q: 3 clusters Score -1316159 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1316180.500000 Penalty: 4619.286621 Iteration 18Q: 3 clusters Score -1316180 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1316202.750000 Penalty: 4619.286621 Iteration 19Q: 3 clusters Score -1316203 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1316225.125000 Penalty: 4619.286621 Iteration 20F: 3 clusters Score -1316225 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1316253.000000 Penalty: 4619.286621 Iteration 21Q: 3 clusters Score -1316253 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1316274.000000 Penalty: 4619.286621 Iteration 22Q: 3 clusters Score -1316274 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -1316293.250000 Penalty: 4619.286621 Iteration 23Q: 3 clusters Score -1316293 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -1316310.500000 Penalty: 4619.286621 Iteration 24Q: 3 clusters Score -1316310 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1316322.500000 Penalty: 4619.286621 Iteration 25Q: 3 clusters Score -1316322 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -1316326.750000 Penalty: 4619.286621 Iteration 26Q: 3 clusters Score -1316327 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1316335.625000 Penalty: 4619.286621 Iteration 27Q: 3 clusters Score -1316336 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1316346.750000 Penalty: 4619.286621 Iteration 28Q: 3 clusters Score -1316347 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10001 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1316348.000000 Penalty: 4619.286621 Iteration 29Q: 3 clusters Score -1316348 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10014 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1316353.000000 Penalty: 4619.286621 Iteration 30Q: 3 clusters Score -1316353 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1316351.625000 Penalty: 4619.286621 Iteration 31Q: 3 clusters Score -1316352 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10030 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1316353.125000 Penalty: 4619.286621 Iteration 32Q: 3 clusters Score -1316353 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1316356.500000 Penalty: 4619.286621 Iteration 33Q: 3 clusters Score -1316356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1316360.000000 Penalty: 4619.286621 Iteration 34Q: 3 clusters Score -1316360 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1316362.375000 Penalty: 4619.286621 Iteration 35Q: 3 clusters Score -1316362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10055 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -1316363.125000 Penalty: 4619.286621 Iteration 36Q: 3 clusters Score -1316363 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10058 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1316364.125000 Penalty: 4619.286621 Iteration 37Q: 3 clusters Score -1316364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1316364.125000 Penalty: 4619.286621 Iteration 38Q: 3 clusters Score -1316364 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10067 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -1316364.625000 Penalty: 4619.286621 Iteration 39Q: 3 clusters Score -1316365 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1316367.875000 Penalty: 4619.286621 Iteration 40F: 3 clusters Score -1316368 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10079 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1316371.000000 Penalty: 4619.286621 Iteration 41Q: 3 clusters Score -1316371 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10082 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1316374.875000 Penalty: 4619.286621 Iteration 42Q: 3 clusters Score -1316375 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1316375.875000 Penalty: 4619.286621 Iteration 43Q: 3 clusters Score -1316376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1316374.250000 Penalty: 4619.286621 Iteration 44Q: 3 clusters Score -1316374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1316377.250000 Penalty: 4619.286621 Iteration 45Q: 3 clusters Score -1316377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1316375.625000 Penalty: 4619.286621 Iteration 46Q: 3 clusters Score -1316376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1316375.750000 Penalty: 4619.286621 Iteration 47Q: 3 clusters Score -1316376 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1316375.750000 Penalty: 4619.286621 Iteration 48F: 3 clusters Score -1316376 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11221 members Entering Unmasked Estep Score: -1362678.625000 Penalty: 2312.734619 Iteration 0F: 2 clusters Score -1362679 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1354285.875000 Penalty: 4625.469238 Iteration 0F: 3 clusters Score -1354286 nChanged 4714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1356727.875000 Penalty: 4625.469238 Iteration 1F: 3 clusters Score -1356728 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -1357013.750000 Penalty: 4625.469238 Iteration 2F: 3 clusters Score -1357014 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1357277.500000 Penalty: 4625.469238 Iteration 3Q: 3 clusters Score -1357278 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1357537.125000 Penalty: 4625.469238 Iteration 4Q: 3 clusters Score -1357537 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1357844.125000 Penalty: 4625.469238 Iteration 5Q: 3 clusters Score -1357844 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -1358187.625000 Penalty: 4625.469238 Iteration 6F: 3 clusters Score -1358188 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -1358493.625000 Penalty: 4625.469238 Iteration 7Q: 3 clusters Score -1358494 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -1358780.750000 Penalty: 4625.469238 Iteration 8Q: 3 clusters Score -1358781 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1359036.000000 Penalty: 4625.469238 Iteration 9Q: 3 clusters Score -1359036 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1359235.375000 Penalty: 4625.469238 Iteration 10Q: 3 clusters Score -1359235 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -1359403.750000 Penalty: 4625.469238 Iteration 11Q: 3 clusters Score -1359404 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -1359508.250000 Penalty: 4625.469238 Iteration 12Q: 3 clusters Score -1359508 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -1359585.875000 Penalty: 4625.469238 Iteration 13Q: 3 clusters Score -1359586 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -1359632.875000 Penalty: 4625.469238 Iteration 14Q: 3 clusters Score -1359633 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -1359668.625000 Penalty: 4625.469238 Iteration 15Q: 3 clusters Score -1359669 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -1359691.375000 Penalty: 4625.469238 Iteration 16Q: 3 clusters Score -1359691 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1359713.500000 Penalty: 4625.469238 Iteration 17Q: 3 clusters Score -1359714 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -1359729.875000 Penalty: 4625.469238 Iteration 18Q: 3 clusters Score -1359730 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1359742.875000 Penalty: 4625.469238 Iteration 19Q: 3 clusters Score -1359743 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1359752.125000 Penalty: 4625.469238 Iteration 20F: 3 clusters Score -1359752 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1359768.000000 Penalty: 4625.469238 Iteration 21Q: 3 clusters Score -1359768 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1359782.000000 Penalty: 4625.469238 Iteration 22Q: 3 clusters Score -1359782 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1359793.625000 Penalty: 4625.469238 Iteration 23Q: 3 clusters Score -1359794 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -1359807.000000 Penalty: 4625.469238 Iteration 24Q: 3 clusters Score -1359807 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -1359813.000000 Penalty: 4625.469238 Iteration 25Q: 3 clusters Score -1359813 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1359824.375000 Penalty: 4625.469238 Iteration 26Q: 3 clusters Score -1359824 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1359832.375000 Penalty: 4625.469238 Iteration 27Q: 3 clusters Score -1359832 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1359844.250000 Penalty: 4625.469238 Iteration 28Q: 3 clusters Score -1359844 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -1359850.375000 Penalty: 4625.469238 Iteration 29Q: 3 clusters Score -1359850 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -1359855.000000 Penalty: 4625.469238 Iteration 30Q: 3 clusters Score -1359855 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -1359867.500000 Penalty: 4625.469238 Iteration 31Q: 3 clusters Score -1359868 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1359874.375000 Penalty: 4625.469238 Iteration 32Q: 3 clusters Score -1359874 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -1359879.875000 Penalty: 4625.469238 Iteration 33Q: 3 clusters Score -1359880 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -1359884.000000 Penalty: 4625.469238 Iteration 34Q: 3 clusters Score -1359884 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1359889.875000 Penalty: 4625.469238 Iteration 35Q: 3 clusters Score -1359890 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -1359896.625000 Penalty: 4625.469238 Iteration 36Q: 3 clusters Score -1359897 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1359901.625000 Penalty: 4625.469238 Iteration 37Q: 3 clusters Score -1359902 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -1359917.125000 Penalty: 4625.469238 Iteration 38Q: 3 clusters Score -1359917 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1359925.250000 Penalty: 4625.469238 Iteration 39Q: 3 clusters Score -1359925 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -1359937.625000 Penalty: 4625.469238 Iteration 40F: 3 clusters Score -1359938 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -1359951.250000 Penalty: 4625.469238 Iteration 41Q: 3 clusters Score -1359951 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1359961.500000 Penalty: 4625.469238 Iteration 42Q: 3 clusters Score -1359962 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1359976.625000 Penalty: 4625.469238 Iteration 43Q: 3 clusters Score -1359977 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1359988.375000 Penalty: 4625.469238 Iteration 44Q: 3 clusters Score -1359988 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1360000.750000 Penalty: 4625.469238 Iteration 45Q: 3 clusters Score -1360001 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1360018.625000 Penalty: 4625.469238 Iteration 46Q: 3 clusters Score -1360019 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -1360029.000000 Penalty: 4625.469238 Iteration 47Q: 3 clusters Score -1360029 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1360044.375000 Penalty: 4625.469238 Iteration 48Q: 3 clusters Score -1360044 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -1360059.125000 Penalty: 4625.469238 Iteration 49Q: 3 clusters Score -1360059 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1360073.125000 Penalty: 4625.469238 Iteration 50Q: 3 clusters Score -1360073 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -1360094.750000 Penalty: 4625.469238 Iteration 51Q: 3 clusters Score -1360095 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1360112.875000 Penalty: 4625.469238 Iteration 52Q: 3 clusters Score -1360113 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1360132.250000 Penalty: 4625.469238 Iteration 53Q: 3 clusters Score -1360132 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1360154.000000 Penalty: 4625.469238 Iteration 54Q: 3 clusters Score -1360154 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -1360177.125000 Penalty: 4625.469238 Iteration 55Q: 3 clusters Score -1360177 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -1360198.375000 Penalty: 4625.469238 Iteration 56Q: 3 clusters Score -1360198 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1360221.000000 Penalty: 4625.469238 Iteration 57Q: 3 clusters Score -1360221 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1360242.750000 Penalty: 4625.469238 Iteration 58Q: 3 clusters Score -1360243 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -1360260.375000 Penalty: 4625.469238 Iteration 59Q: 3 clusters Score -1360260 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1360285.250000 Penalty: 4625.469238 Iteration 60F: 3 clusters Score -1360285 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1360311.875000 Penalty: 4625.469238 Iteration 61Q: 3 clusters Score -1360312 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1360347.750000 Penalty: 4625.469238 Iteration 62Q: 3 clusters Score -1360348 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -1360377.625000 Penalty: 4625.469238 Iteration 63Q: 3 clusters Score -1360378 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -1360407.750000 Penalty: 4625.469238 Iteration 64Q: 3 clusters Score -1360408 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1360451.750000 Penalty: 4625.469238 Iteration 65Q: 3 clusters Score -1360452 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1360477.875000 Penalty: 4625.469238 Iteration 66Q: 3 clusters Score -1360478 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -1360509.500000 Penalty: 4625.469238 Iteration 67Q: 3 clusters Score -1360510 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8810 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -1360554.250000 Penalty: 4625.469238 Iteration 68Q: 3 clusters Score -1360554 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -1360596.875000 Penalty: 4625.469238 Iteration 69Q: 3 clusters Score -1360597 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9004 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -1360627.125000 Penalty: 4625.469238 Iteration 70Q: 3 clusters Score -1360627 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1360664.875000 Penalty: 4625.469238 Iteration 71Q: 3 clusters Score -1360665 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -1360690.750000 Penalty: 4625.469238 Iteration 72Q: 3 clusters Score -1360691 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -1360724.750000 Penalty: 4625.469238 Iteration 73Q: 3 clusters Score -1360725 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -1360747.125000 Penalty: 4625.469238 Iteration 74Q: 3 clusters Score -1360747 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -1360765.000000 Penalty: 4625.469238 Iteration 75Q: 3 clusters Score -1360765 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1360784.500000 Penalty: 4625.469238 Iteration 76Q: 3 clusters Score -1360784 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9469 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -1360803.500000 Penalty: 4625.469238 Iteration 77Q: 3 clusters Score -1360804 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -1360814.875000 Penalty: 4625.469238 Iteration 78Q: 3 clusters Score -1360815 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -1360829.875000 Penalty: 4625.469238 Iteration 79Q: 3 clusters Score -1360830 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -1360841.125000 Penalty: 4625.469238 Iteration 80F: 3 clusters Score -1360841 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -1360852.875000 Penalty: 4625.469238 Iteration 81Q: 3 clusters Score -1360853 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -1360860.875000 Penalty: 4625.469238 Iteration 82Q: 3 clusters Score -1360861 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1360864.000000 Penalty: 4625.469238 Iteration 83Q: 3 clusters Score -1360864 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9655 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1360875.375000 Penalty: 4625.469238 Iteration 84Q: 3 clusters Score -1360875 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -1360883.000000 Penalty: 4625.469238 Iteration 85Q: 3 clusters Score -1360883 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9697 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -1360894.125000 Penalty: 4625.469238 Iteration 86Q: 3 clusters Score -1360894 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1360895.500000 Penalty: 4625.469238 Iteration 87Q: 3 clusters Score -1360896 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -1360900.375000 Penalty: 4625.469238 Iteration 88Q: 3 clusters Score -1360900 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -1360904.250000 Penalty: 4625.469238 Iteration 89Q: 3 clusters Score -1360904 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -1360911.375000 Penalty: 4625.469238 Iteration 90Q: 3 clusters Score -1360911 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1360914.375000 Penalty: 4625.469238 Iteration 91Q: 3 clusters Score -1360914 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1360919.625000 Penalty: 4625.469238 Iteration 92Q: 3 clusters Score -1360920 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1360921.250000 Penalty: 4625.469238 Iteration 93Q: 3 clusters Score -1360921 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1360924.625000 Penalty: 4625.469238 Iteration 94Q: 3 clusters Score -1360925 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1360928.500000 Penalty: 4625.469238 Iteration 95Q: 3 clusters Score -1360928 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1360925.875000 Penalty: 4625.469238 Iteration 96Q: 3 clusters Score -1360926 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1360932.125000 Penalty: 4625.469238 Iteration 97Q: 3 clusters Score -1360932 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -1360938.125000 Penalty: 4625.469238 Iteration 98Q: 3 clusters Score -1360938 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -1360940.875000 Penalty: 4625.469238 Iteration 99Q: 3 clusters Score -1360941 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1360943.625000 Penalty: 4625.469238 Iteration 100F: 3 clusters Score -1360944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1360943.625000 Penalty: 4625.469238 Iteration 101Q: 3 clusters Score -1360944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1360945.625000 Penalty: 4625.469238 Iteration 102Q: 3 clusters Score -1360946 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -1360947.750000 Penalty: 4625.469238 Iteration 103Q: 3 clusters Score -1360948 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9864 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -1360948.750000 Penalty: 4625.469238 Iteration 104Q: 3 clusters Score -1360949 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1360950.875000 Penalty: 4625.469238 Iteration 105Q: 3 clusters Score -1360951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9870 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -1360952.750000 Penalty: 4625.469238 Iteration 106Q: 3 clusters Score -1360953 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1360955.625000 Penalty: 4625.469238 Iteration 107Q: 3 clusters Score -1360956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9874 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1360957.125000 Penalty: 4625.469238 Iteration 108Q: 3 clusters Score -1360957 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9874 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1360957.125000 Penalty: 4625.469238 Iteration 109F: 3 clusters Score -1360957 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Entering Unmasked Estep Score: -620831.062500 Penalty: 2121.656738 Iteration 0F: 2 clusters Score -620831.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -616254.875000 Penalty: 4243.313477 Iteration 0F: 3 clusters Score -616254.9 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -617385.812500 Penalty: 4243.313477 Iteration 1F: 3 clusters Score -617385.8 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -617661.562500 Penalty: 4243.313477 Iteration 2F: 3 clusters Score -617661.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -617866.375000 Penalty: 4243.313477 Iteration 3F: 3 clusters Score -617866.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -618016.562500 Penalty: 4243.313477 Iteration 4Q: 3 clusters Score -618016.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -618129.375000 Penalty: 4243.313477 Iteration 5Q: 3 clusters Score -618129.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -618227.437500 Penalty: 4243.313477 Iteration 6Q: 3 clusters Score -618227.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -618298.750000 Penalty: 4243.313477 Iteration 7Q: 3 clusters Score -618298.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -618358.250000 Penalty: 4243.313477 Iteration 8Q: 3 clusters Score -618358.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -618404.125000 Penalty: 4243.313477 Iteration 9Q: 3 clusters Score -618404.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -618438.312500 Penalty: 4243.313477 Iteration 10Q: 3 clusters Score -618438.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -618469.062500 Penalty: 4243.313477 Iteration 11Q: 3 clusters Score -618469.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -618499.062500 Penalty: 4243.313477 Iteration 12Q: 3 clusters Score -618499.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -618526.312500 Penalty: 4243.313477 Iteration 13Q: 3 clusters Score -618526.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -618555.375000 Penalty: 4243.313477 Iteration 14Q: 3 clusters Score -618555.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -618579.312500 Penalty: 4243.313477 Iteration 15Q: 3 clusters Score -618579.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -618597.750000 Penalty: 4243.313477 Iteration 16Q: 3 clusters Score -618597.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -618615.187500 Penalty: 4243.313477 Iteration 17Q: 3 clusters Score -618615.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -618632.812500 Penalty: 4243.313477 Iteration 18Q: 3 clusters Score -618632.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -618651.875000 Penalty: 4243.313477 Iteration 19Q: 3 clusters Score -618651.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -618669.062500 Penalty: 4243.313477 Iteration 20F: 3 clusters Score -618669.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -618699.687500 Penalty: 4243.313477 Iteration 21Q: 3 clusters Score -618699.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -618725.750000 Penalty: 4243.313477 Iteration 22Q: 3 clusters Score -618725.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -618748.937500 Penalty: 4243.313477 Iteration 23Q: 3 clusters Score -618748.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -618772.875000 Penalty: 4243.313477 Iteration 24Q: 3 clusters Score -618772.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -618797.875000 Penalty: 4243.313477 Iteration 25Q: 3 clusters Score -618797.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -618824.625000 Penalty: 4243.313477 Iteration 26Q: 3 clusters Score -618824.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -618849.312500 Penalty: 4243.313477 Iteration 27Q: 3 clusters Score -618849.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -618869.250000 Penalty: 4243.313477 Iteration 28Q: 3 clusters Score -618869.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -618885.750000 Penalty: 4243.313477 Iteration 29Q: 3 clusters Score -618885.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -618898.375000 Penalty: 4243.313477 Iteration 30Q: 3 clusters Score -618898.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -618910.375000 Penalty: 4243.313477 Iteration 31Q: 3 clusters Score -618910.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -618925.000000 Penalty: 4243.313477 Iteration 32Q: 3 clusters Score -618925 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -618938.812500 Penalty: 4243.313477 Iteration 33Q: 3 clusters Score -618938.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -618949.000000 Penalty: 4243.313477 Iteration 34Q: 3 clusters Score -618949 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -618963.812500 Penalty: 4243.313477 Iteration 35Q: 3 clusters Score -618963.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -618972.687500 Penalty: 4243.313477 Iteration 36Q: 3 clusters Score -618972.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -618979.125000 Penalty: 4243.313477 Iteration 37Q: 3 clusters Score -618979.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -618982.125000 Penalty: 4243.313477 Iteration 38Q: 3 clusters Score -618982.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -618984.687500 Penalty: 4243.313477 Iteration 39Q: 3 clusters Score -618984.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -618989.250000 Penalty: 4243.313477 Iteration 40F: 3 clusters Score -618989.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -618991.625000 Penalty: 4243.313477 Iteration 41Q: 3 clusters Score -618991.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -618994.687500 Penalty: 4243.313477 Iteration 42Q: 3 clusters Score -618994.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -618997.687500 Penalty: 4243.313477 Iteration 43Q: 3 clusters Score -618997.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -618999.250000 Penalty: 4243.313477 Iteration 44Q: 3 clusters Score -618999.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -619002.812500 Penalty: 4243.313477 Iteration 45Q: 3 clusters Score -619002.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -619004.000000 Penalty: 4243.313477 Iteration 46Q: 3 clusters Score -619004 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -619008.937500 Penalty: 4243.313477 Iteration 47Q: 3 clusters Score -619008.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -619011.562500 Penalty: 4243.313477 Iteration 48Q: 3 clusters Score -619011.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -619011.937500 Penalty: 4243.313477 Iteration 49Q: 3 clusters Score -619011.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -619013.750000 Penalty: 4243.313477 Iteration 50Q: 3 clusters Score -619013.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -619014.625000 Penalty: 4243.313477 Iteration 51Q: 3 clusters Score -619014.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -619014.000000 Penalty: 4243.313477 Iteration 52Q: 3 clusters Score -619014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -619015.812500 Penalty: 4243.313477 Iteration 53Q: 3 clusters Score -619015.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -619015.812500 Penalty: 4243.313477 Iteration 54F: 3 clusters Score -619015.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (92475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92475 members Entering Unmasked Estep Score: -11234730.000000 Penalty: 2835.803955 Iteration 0F: 2 clusters Score -1.123473e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46252 members Mstep: Class 2 contains 46223 members Entering Unmasked Estep Score: -11173163.000000 Penalty: 5671.607910 Iteration 0F: 3 clusters Score -1.117316e+07 nChanged 43538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46516 members Mstep: Class 2 contains 45959 members Entering Unmasked Estep Score: -11197971.000000 Penalty: 5671.607910 Iteration 1F: 3 clusters Score -1.119797e+07 nChanged 3228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46574 members Mstep: Class 2 contains 45901 members Entering Unmasked Estep Score: -11198817.000000 Penalty: 5671.607910 Iteration 2Q: 3 clusters Score -1.119882e+07 nChanged 3354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46672 members Mstep: Class 2 contains 45803 members Entering Unmasked Estep Score: -11199836.000000 Penalty: 5671.607910 Iteration 3Q: 3 clusters Score -1.119984e+07 nChanged 3629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46945 members Mstep: Class 2 contains 45530 members Entering Unmasked Estep Score: -11200985.000000 Penalty: 5671.607910 Iteration 4Q: 3 clusters Score -1.120098e+07 nChanged 3841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47346 members Mstep: Class 2 contains 45129 members Entering Unmasked Estep Score: -11202406.000000 Penalty: 5671.607910 Iteration 5Q: 3 clusters Score -1.120241e+07 nChanged 4341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48105 members Mstep: Class 2 contains 44370 members Entering Unmasked Estep Score: -11204264.000000 Penalty: 5671.607910 Iteration 6Q: 3 clusters Score -1.120426e+07 nChanged 4610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49213 members Mstep: Class 2 contains 43262 members Entering Unmasked Estep Score: -11206594.000000 Penalty: 5671.607910 Iteration 7Q: 3 clusters Score -1.120659e+07 nChanged 4830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50583 members Mstep: Class 2 contains 41892 members Entering Unmasked Estep Score: -11209153.000000 Penalty: 5671.607910 Iteration 8F: 3 clusters Score -1.120915e+07 nChanged 4936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52175 members Mstep: Class 2 contains 40300 members Entering Unmasked Estep Score: -11212327.000000 Penalty: 5671.607910 Iteration 9F: 3 clusters Score -1.121233e+07 nChanged 4818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53831 members Mstep: Class 2 contains 38644 members Entering Unmasked Estep Score: -11215596.000000 Penalty: 5671.607910 Iteration 10F: 3 clusters Score -1.12156e+07 nChanged 4380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55405 members Mstep: Class 2 contains 37070 members Entering Unmasked Estep Score: -11218048.000000 Penalty: 5671.607910 Iteration 11Q: 3 clusters Score -1.121805e+07 nChanged 3330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56815 members Mstep: Class 2 contains 35660 members Entering Unmasked Estep Score: -11219471.000000 Penalty: 5671.607910 Iteration 12Q: 3 clusters Score -1.121947e+07 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58157 members Mstep: Class 2 contains 34318 members Entering Unmasked Estep Score: -11220168.000000 Penalty: 5671.607910 Iteration 13Q: 3 clusters Score -1.122017e+07 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59496 members Mstep: Class 2 contains 32979 members Entering Unmasked Estep Score: -11220650.000000 Penalty: 5671.607910 Iteration 14Q: 3 clusters Score -1.122065e+07 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60782 members Mstep: Class 2 contains 31693 members Entering Unmasked Estep Score: -11221031.000000 Penalty: 5671.607910 Iteration 15Q: 3 clusters Score -1.122103e+07 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62062 members Mstep: Class 2 contains 30413 members Entering Unmasked Estep Score: -11221412.000000 Penalty: 5671.607910 Iteration 16Q: 3 clusters Score -1.122141e+07 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63359 members Mstep: Class 2 contains 29116 members Entering Unmasked Estep Score: -11221790.000000 Penalty: 5671.607910 Iteration 17Q: 3 clusters Score -1.122179e+07 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64684 members Mstep: Class 2 contains 27791 members Entering Unmasked Estep Score: -11222126.000000 Penalty: 5671.607910 Iteration 18Q: 3 clusters Score -1.122213e+07 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66017 members Mstep: Class 2 contains 26458 members Entering Unmasked Estep Score: -11222500.000000 Penalty: 5671.607910 Iteration 19Q: 3 clusters Score -1.12225e+07 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67378 members Mstep: Class 2 contains 25097 members Entering Unmasked Estep Score: -11222957.000000 Penalty: 5671.607910 Iteration 20F: 3 clusters Score -1.122296e+07 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68762 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -11223429.000000 Penalty: 5671.607910 Iteration 21Q: 3 clusters Score -1.122343e+07 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70148 members Mstep: Class 2 contains 22327 members Entering Unmasked Estep Score: -11223887.000000 Penalty: 5671.607910 Iteration 22Q: 3 clusters Score -1.122389e+07 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71577 members Mstep: Class 2 contains 20898 members Entering Unmasked Estep Score: -11224390.000000 Penalty: 5671.607910 Iteration 23Q: 3 clusters Score -1.122439e+07 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72981 members Mstep: Class 2 contains 19494 members Entering Unmasked Estep Score: -11224886.000000 Penalty: 5671.607910 Iteration 24Q: 3 clusters Score -1.122489e+07 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74398 members Mstep: Class 2 contains 18077 members Entering Unmasked Estep Score: -11225454.000000 Penalty: 5671.607910 Iteration 25Q: 3 clusters Score -1.122545e+07 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75798 members Mstep: Class 2 contains 16677 members Entering Unmasked Estep Score: -11225991.000000 Penalty: 5671.607910 Iteration 26Q: 3 clusters Score -1.122599e+07 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77226 members Mstep: Class 2 contains 15249 members Entering Unmasked Estep Score: -11226533.000000 Penalty: 5671.607910 Iteration 27Q: 3 clusters Score -1.122653e+07 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78611 members Mstep: Class 2 contains 13864 members Entering Unmasked Estep Score: -11227146.000000 Penalty: 5671.607910 Iteration 28Q: 3 clusters Score -1.122715e+07 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79912 members Mstep: Class 2 contains 12563 members Entering Unmasked Estep Score: -11227677.000000 Penalty: 5671.607910 Iteration 29Q: 3 clusters Score -1.122768e+07 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81148 members Mstep: Class 2 contains 11327 members Entering Unmasked Estep Score: -11228245.000000 Penalty: 5671.607910 Iteration 30Q: 3 clusters Score -1.122824e+07 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82319 members Mstep: Class 2 contains 10156 members Entering Unmasked Estep Score: -11228822.000000 Penalty: 5671.607910 Iteration 31Q: 3 clusters Score -1.122882e+07 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83394 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -11229315.000000 Penalty: 5671.607910 Iteration 32Q: 3 clusters Score -1.122932e+07 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84378 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -11229659.000000 Penalty: 5671.607910 Iteration 33Q: 3 clusters Score -1.122966e+07 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85284 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -11230088.000000 Penalty: 5671.607910 Iteration 34Q: 3 clusters Score -1.123009e+07 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86146 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -11230472.000000 Penalty: 5671.607910 Iteration 35Q: 3 clusters Score -1.123047e+07 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86944 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -11230805.000000 Penalty: 5671.607910 Iteration 36Q: 3 clusters Score -1.12308e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87655 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -11231130.000000 Penalty: 5671.607910 Iteration 37Q: 3 clusters Score -1.123113e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88231 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -11231405.000000 Penalty: 5671.607910 Iteration 38Q: 3 clusters Score -1.12314e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88711 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -11231604.000000 Penalty: 5671.607910 Iteration 39Q: 3 clusters Score -1.12316e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89121 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -11231777.000000 Penalty: 5671.607910 Iteration 40F: 3 clusters Score -1.123178e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89458 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -11231911.000000 Penalty: 5671.607910 Iteration 41Q: 3 clusters Score -1.123191e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89739 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -11232068.000000 Penalty: 5671.607910 Iteration 42Q: 3 clusters Score -1.123207e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89971 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -11232158.000000 Penalty: 5671.607910 Iteration 43Q: 3 clusters Score -1.123216e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90151 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -11232242.000000 Penalty: 5671.607910 Iteration 44Q: 3 clusters Score -1.123224e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90295 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -11232304.000000 Penalty: 5671.607910 Iteration 45Q: 3 clusters Score -1.12323e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90401 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -11232347.000000 Penalty: 5671.607910 Iteration 46Q: 3 clusters Score -1.123235e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90476 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -11232346.000000 Penalty: 5671.607910 Iteration 47Q: 3 clusters Score -1.123235e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90541 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -11232360.000000 Penalty: 5671.607910 Iteration 48Q: 3 clusters Score -1.123236e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90604 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -11232404.000000 Penalty: 5671.607910 Iteration 49Q: 3 clusters Score -1.12324e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90659 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -11232412.000000 Penalty: 5671.607910 Iteration 50Q: 3 clusters Score -1.123241e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90710 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -11232419.000000 Penalty: 5671.607910 Iteration 51Q: 3 clusters Score -1.123242e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90753 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -11232447.000000 Penalty: 5671.607910 Iteration 52Q: 3 clusters Score -1.123245e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90785 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -11232461.000000 Penalty: 5671.607910 Iteration 53Q: 3 clusters Score -1.123246e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90809 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -11232464.000000 Penalty: 5671.607910 Iteration 54Q: 3 clusters Score -1.123246e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90832 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -11232479.000000 Penalty: 5671.607910 Iteration 55Q: 3 clusters Score -1.123248e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90852 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -11232502.000000 Penalty: 5671.607910 Iteration 56Q: 3 clusters Score -1.12325e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90868 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -11232503.000000 Penalty: 5671.607910 Iteration 57Q: 3 clusters Score -1.12325e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90890 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -11232511.000000 Penalty: 5671.607910 Iteration 58Q: 3 clusters Score -1.123251e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90903 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -11232514.000000 Penalty: 5671.607910 Iteration 59Q: 3 clusters Score -1.123251e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90921 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -11232506.000000 Penalty: 5671.607910 Iteration 60F: 3 clusters Score -1.123251e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90933 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -11232514.000000 Penalty: 5671.607910 Iteration 61Q: 3 clusters Score -1.123251e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90950 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -11232524.000000 Penalty: 5671.607910 Iteration 62Q: 3 clusters Score -1.123252e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90972 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -11232530.000000 Penalty: 5671.607910 Iteration 63Q: 3 clusters Score -1.123253e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90990 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -11232532.000000 Penalty: 5671.607910 Iteration 64Q: 3 clusters Score -1.123253e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91000 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -11232528.000000 Penalty: 5671.607910 Iteration 65Q: 3 clusters Score -1.123253e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91009 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -11232524.000000 Penalty: 5671.607910 Iteration 66Q: 3 clusters Score -1.123252e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91020 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -11232526.000000 Penalty: 5671.607910 Iteration 67Q: 3 clusters Score -1.123253e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91028 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -11232528.000000 Penalty: 5671.607910 Iteration 68Q: 3 clusters Score -1.123253e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91034 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -11232541.000000 Penalty: 5671.607910 Iteration 69Q: 3 clusters Score -1.123254e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91039 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -11232538.000000 Penalty: 5671.607910 Iteration 70Q: 3 clusters Score -1.123254e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91043 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -11232542.000000 Penalty: 5671.607910 Iteration 71Q: 3 clusters Score -1.123254e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91049 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -11232538.000000 Penalty: 5671.607910 Iteration 72Q: 3 clusters Score -1.123254e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91056 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -11232538.000000 Penalty: 5671.607910 Iteration 73Q: 3 clusters Score -1.123254e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91061 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -11232535.000000 Penalty: 5671.607910 Iteration 74Q: 3 clusters Score -1.123254e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91064 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -11232536.000000 Penalty: 5671.607910 Iteration 75Q: 3 clusters Score -1.123254e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91068 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -11232542.000000 Penalty: 5671.607910 Iteration 76Q: 3 clusters Score -1.123254e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91070 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -11232545.000000 Penalty: 5671.607910 Iteration 77Q: 3 clusters Score -1.123254e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91077 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -11232554.000000 Penalty: 5671.607910 Iteration 78Q: 3 clusters Score -1.123255e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91081 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -11232551.000000 Penalty: 5671.607910 Iteration 79Q: 3 clusters Score -1.123255e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91083 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -11232557.000000 Penalty: 5671.607910 Iteration 80F: 3 clusters Score -1.123256e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91087 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -11232548.000000 Penalty: 5671.607910 Iteration 81Q: 3 clusters Score -1.123255e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91087 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -11232549.000000 Penalty: 5671.607910 Iteration 82Q: 3 clusters Score -1.123255e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91089 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -11232555.000000 Penalty: 5671.607910 Iteration 83Q: 3 clusters Score -1.123256e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91095 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -11232553.000000 Penalty: 5671.607910 Iteration 84Q: 3 clusters Score -1.123255e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91103 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -11232556.000000 Penalty: 5671.607910 Iteration 85Q: 3 clusters Score -1.123256e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91113 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -11232564.000000 Penalty: 5671.607910 Iteration 86Q: 3 clusters Score -1.123256e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91119 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -11232569.000000 Penalty: 5671.607910 Iteration 87Q: 3 clusters Score -1.123257e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91126 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -11232586.000000 Penalty: 5671.607910 Iteration 88Q: 3 clusters Score -1.123259e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91131 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -11232583.000000 Penalty: 5671.607910 Iteration 89Q: 3 clusters Score -1.123258e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91138 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -11232579.000000 Penalty: 5671.607910 Iteration 90Q: 3 clusters Score -1.123258e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91144 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -11232582.000000 Penalty: 5671.607910 Iteration 91Q: 3 clusters Score -1.123258e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91146 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -11232597.000000 Penalty: 5671.607910 Iteration 92Q: 3 clusters Score -1.12326e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91150 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -11232599.000000 Penalty: 5671.607910 Iteration 93Q: 3 clusters Score -1.12326e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91156 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -11232598.000000 Penalty: 5671.607910 Iteration 94Q: 3 clusters Score -1.12326e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91159 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -11232597.000000 Penalty: 5671.607910 Iteration 95Q: 3 clusters Score -1.12326e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91162 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -11232594.000000 Penalty: 5671.607910 Iteration 96Q: 3 clusters Score -1.123259e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91166 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -11232597.000000 Penalty: 5671.607910 Iteration 97Q: 3 clusters Score -1.12326e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91166 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -11232597.000000 Penalty: 5671.607910 Iteration 98F: 3 clusters Score -1.12326e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 2691 members Mstep: Class 3 contains 7465 members Mstep: Class 4 contains 7886 members Mstep: Class 6 contains 55167 members Mstep: Class 7 contains 6506 members Mstep: Class 8 contains 18070 members Mstep: Class 9 contains 14528 members Mstep: Class 11 contains 3125 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 3760 members Mstep: Class 16 contains 13007 members Mstep: Class 17 contains 11082 members Mstep: Class 19 contains 11221 members Mstep: Class 20 contains 5193 members Mstep: Class 21 contains 92475 members Entering Unmasked Estep ConsiderDeletion Score: -33504890.000000 Penalty: 56051.496094 Iteration 39Q: 19 clusters Score -3.350489e+07 nChanged 6549 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 2681 members Mstep: Class 3 contains 7215 members Mstep: Class 4 contains 7881 members Mstep: Class 5 contains 20030 members Mstep: Class 6 contains 54928 members Mstep: Class 7 contains 6503 members Mstep: Class 8 contains 17033 members Mstep: Class 9 contains 14553 members Mstep: Class 10 contains 6912 members Mstep: Class 11 contains 3157 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 3741 members Mstep: Class 16 contains 12942 members Mstep: Class 17 contains 10529 members Mstep: Class 19 contains 11153 members Mstep: Class 20 contains 5158 members Mstep: Class 21 contains 93839 members Entering Unmasked Estep ConsiderDeletion Score: -33507100.000000 Penalty: 56051.496094 Iteration 40F: 19 clusters Score -3.35071e+07 nChanged 3355 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 2668 members Mstep: Class 3 contains 7006 members Mstep: Class 4 contains 7888 members Mstep: Class 5 contains 20643 members Mstep: Class 6 contains 54843 members Mstep: Class 7 contains 6548 members Mstep: Class 8 contains 16099 members Mstep: Class 9 contains 14549 members Mstep: Class 10 contains 6961 members Mstep: Class 11 contains 3174 members Mstep: Class 12 contains 589 members Mstep: Class 15 contains 3706 members Mstep: Class 16 contains 12867 members Mstep: Class 17 contains 10150 members Mstep: Class 19 contains 11105 members Mstep: Class 20 contains 5114 members Mstep: Class 21 contains 94891 members Entering Unmasked Estep ConsiderDeletion Score: -33508146.000000 Penalty: 56051.496094 Iteration 41Q: 19 clusters Score -3.350815e+07 nChanged 2520 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 2661 members Mstep: Class 3 contains 6809 members Mstep: Class 4 contains 7919 members Mstep: Class 5 contains 21182 members Mstep: Class 6 contains 54817 members Mstep: Class 7 contains 6589 members Mstep: Class 8 contains 15260 members Mstep: Class 9 contains 14528 members Mstep: Class 10 contains 6999 members Mstep: Class 11 contains 3193 members Mstep: Class 12 contains 588 members Mstep: Class 15 contains 3672 members Mstep: Class 16 contains 12787 members Mstep: Class 17 contains 9822 members Mstep: Class 19 contains 11065 members Mstep: Class 20 contains 5079 members Mstep: Class 21 contains 95783 members Entering Unmasked Estep ConsiderDeletion Score: -33509160.000000 Penalty: 56051.496094 Iteration 42Q: 19 clusters Score -3.350916e+07 nChanged 2151 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 2655 members Mstep: Class 3 contains 6619 members Mstep: Class 4 contains 7952 members Mstep: Class 5 contains 21740 members Mstep: Class 6 contains 54805 members Mstep: Class 7 contains 6633 members Mstep: Class 8 contains 14479 members Mstep: Class 9 contains 14515 members Mstep: Class 10 contains 7033 members Mstep: Class 11 contains 3206 members Mstep: Class 12 contains 586 members Mstep: Class 15 contains 3639 members Mstep: Class 16 contains 12674 members Mstep: Class 17 contains 9568 members Mstep: Class 19 contains 11017 members Mstep: Class 20 contains 5060 members Mstep: Class 21 contains 96531 members Entering Unmasked Estep ConsiderDeletion Score: -33509720.000000 Penalty: 56051.496094 Iteration 43Q: 19 clusters Score -3.350972e+07 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 2657 members Mstep: Class 3 contains 6447 members Mstep: Class 4 contains 7988 members Mstep: Class 5 contains 22216 members Mstep: Class 6 contains 54811 members Mstep: Class 7 contains 6676 members Mstep: Class 8 contains 13748 members Mstep: Class 9 contains 14491 members Mstep: Class 10 contains 7036 members Mstep: Class 11 contains 3226 members Mstep: Class 12 contains 585 members Mstep: Class 15 contains 3606 members Mstep: Class 16 contains 12574 members Mstep: Class 17 contains 9388 members Mstep: Class 19 contains 10984 members Mstep: Class 20 contains 5044 members Mstep: Class 21 contains 97187 members Entering Unmasked Estep ConsiderDeletion Score: -33510314.000000 Penalty: 56051.496094 Iteration 44Q: 19 clusters Score -3.351031e+07 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 2658 members Mstep: Class 3 contains 6273 members Mstep: Class 4 contains 8042 members Mstep: Class 5 contains 22677 members Mstep: Class 6 contains 54807 members Mstep: Class 7 contains 6724 members Mstep: Class 8 contains 13064 members Mstep: Class 9 contains 14476 members Mstep: Class 10 contains 7033 members Mstep: Class 11 contains 3227 members Mstep: Class 12 contains 585 members Mstep: Class 15 contains 3576 members Mstep: Class 16 contains 12463 members Mstep: Class 17 contains 9237 members Mstep: Class 19 contains 10950 members Mstep: Class 20 contains 5030 members Mstep: Class 21 contains 97797 members Entering Unmasked Estep ConsiderDeletion Score: -33510994.000000 Penalty: 56051.496094 Iteration 45Q: 19 clusters Score -3.351099e+07 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 2658 members Mstep: Class 3 contains 6117 members Mstep: Class 4 contains 8090 members Mstep: Class 5 contains 23087 members Mstep: Class 6 contains 54811 members Mstep: Class 7 contains 6759 members Mstep: Class 8 contains 12476 members Mstep: Class 9 contains 14458 members Mstep: Class 10 contains 7018 members Mstep: Class 11 contains 3225 members Mstep: Class 12 contains 585 members Mstep: Class 15 contains 3549 members Mstep: Class 16 contains 12356 members Mstep: Class 17 contains 9139 members Mstep: Class 19 contains 10923 members Mstep: Class 20 contains 5013 members Mstep: Class 21 contains 98311 members Entering Unmasked Estep ConsiderDeletion Score: -33511496.000000 Penalty: 56051.496094 Iteration 46Q: 19 clusters Score -3.35115e+07 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 2647 members Mstep: Class 3 contains 5984 members Mstep: Class 4 contains 8140 members Mstep: Class 5 contains 23467 members Mstep: Class 6 contains 54831 members Mstep: Class 7 contains 6771 members Mstep: Class 8 contains 11964 members Mstep: Class 9 contains 14434 members Mstep: Class 10 contains 7014 members Mstep: Class 11 contains 3222 members Mstep: Class 12 contains 585 members Mstep: Class 15 contains 3529 members Mstep: Class 16 contains 12244 members Mstep: Class 17 contains 9060 members Mstep: Class 19 contains 10902 members Mstep: Class 20 contains 4994 members Mstep: Class 21 contains 98750 members Entering Unmasked Estep ConsiderDeletion Score: -33511800.000000 Penalty: 56051.496094 Iteration 47Q: 19 clusters Score -3.35118e+07 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 2643 members Mstep: Class 3 contains 5846 members Mstep: Class 4 contains 8173 members Mstep: Class 5 contains 23804 members Mstep: Class 6 contains 54834 members Mstep: Class 7 contains 6772 members Mstep: Class 8 contains 11547 members Mstep: Class 9 contains 14412 members Mstep: Class 10 contains 7006 members Mstep: Class 11 contains 3220 members Mstep: Class 12 contains 585 members Mstep: Class 15 contains 3513 members Mstep: Class 16 contains 12173 members Mstep: Class 17 contains 8998 members Mstep: Class 19 contains 10879 members Mstep: Class 20 contains 4988 members Mstep: Class 21 contains 99100 members Entering Unmasked Estep ConsiderDeletion Score: -33512042.000000 Penalty: 56051.496094 Iteration 48Q: 19 clusters Score -3.351204e+07 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 5722 members Mstep: Class 4 contains 8215 members Mstep: Class 5 contains 24109 members Mstep: Class 6 contains 54840 members Mstep: Class 7 contains 6775 members Mstep: Class 8 contains 11155 members Mstep: Class 9 contains 14413 members Mstep: Class 10 contains 7000 members Mstep: Class 11 contains 3228 members Mstep: Class 12 contains 584 members Mstep: Class 15 contains 3499 members Mstep: Class 16 contains 12089 members Mstep: Class 17 contains 8951 members Mstep: Class 19 contains 10861 members Mstep: Class 20 contains 4976 members Mstep: Class 21 contains 99402 members Entering Unmasked Estep ConsiderDeletion Score: -33512314.000000 Penalty: 56051.496094 Iteration 49Q: 19 clusters Score -3.351231e+07 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 5596 members Mstep: Class 4 contains 8246 members Mstep: Class 5 contains 24368 members Mstep: Class 6 contains 54836 members Mstep: Class 7 contains 6773 members Mstep: Class 8 contains 10842 members Mstep: Class 9 contains 14409 members Mstep: Class 10 contains 6993 members Mstep: Class 11 contains 3231 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3492 members Mstep: Class 16 contains 12027 members Mstep: Class 17 contains 8922 members Mstep: Class 19 contains 10836 members Mstep: Class 20 contains 4960 members Mstep: Class 21 contains 99679 members Entering Unmasked Estep ConsiderDeletion Score: -33512592.000000 Penalty: 56051.496094 Iteration 50Q: 19 clusters Score -3.351259e+07 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 5483 members Mstep: Class 4 contains 8277 members Mstep: Class 5 contains 24635 members Mstep: Class 6 contains 54843 members Mstep: Class 7 contains 6774 members Mstep: Class 8 contains 10581 members Mstep: Class 9 contains 14401 members Mstep: Class 10 contains 6975 members Mstep: Class 11 contains 3237 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3487 members Mstep: Class 16 contains 11950 members Mstep: Class 17 contains 8895 members Mstep: Class 19 contains 10817 members Mstep: Class 20 contains 4938 members Mstep: Class 21 contains 99892 members Entering Unmasked Estep ConsiderDeletion Score: -33512736.000000 Penalty: 56051.496094 Iteration 51Q: 19 clusters Score -3.351274e+07 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 5377 members Mstep: Class 4 contains 8309 members Mstep: Class 5 contains 24862 members Mstep: Class 6 contains 54841 members Mstep: Class 7 contains 6778 members Mstep: Class 8 contains 10331 members Mstep: Class 9 contains 14413 members Mstep: Class 10 contains 6963 members Mstep: Class 11 contains 3249 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3477 members Mstep: Class 16 contains 11889 members Mstep: Class 17 contains 8882 members Mstep: Class 19 contains 10791 members Mstep: Class 20 contains 4918 members Mstep: Class 21 contains 100097 members Entering Unmasked Estep ConsiderDeletion Score: -33512932.000000 Penalty: 56051.496094 Iteration 52Q: 19 clusters Score -3.351293e+07 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 5267 members Mstep: Class 4 contains 8344 members Mstep: Class 5 contains 25067 members Mstep: Class 6 contains 54840 members Mstep: Class 7 contains 6780 members Mstep: Class 8 contains 10134 members Mstep: Class 9 contains 14415 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3262 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3475 members Mstep: Class 16 contains 11830 members Mstep: Class 17 contains 8873 members Mstep: Class 19 contains 10771 members Mstep: Class 20 contains 4904 members Mstep: Class 21 contains 100253 members Entering Unmasked Estep ConsiderDeletion Score: -33513028.000000 Penalty: 56051.496094 Iteration 53Q: 19 clusters Score -3.351303e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 5156 members Mstep: Class 4 contains 8385 members Mstep: Class 5 contains 25277 members Mstep: Class 6 contains 54848 members Mstep: Class 7 contains 6780 members Mstep: Class 8 contains 9975 members Mstep: Class 9 contains 14417 members Mstep: Class 10 contains 6945 members Mstep: Class 11 contains 3270 members Mstep: Class 12 contains 582 members Mstep: Class 15 contains 3474 members Mstep: Class 16 contains 11754 members Mstep: Class 17 contains 8861 members Mstep: Class 19 contains 10758 members Mstep: Class 20 contains 4889 members Mstep: Class 21 contains 100366 members Entering Unmasked Estep ConsiderDeletion Score: -33513102.000000 Penalty: 56051.496094 Iteration 54Q: 19 clusters Score -3.35131e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 5061 members Mstep: Class 4 contains 8416 members Mstep: Class 5 contains 25467 members Mstep: Class 6 contains 54854 members Mstep: Class 7 contains 6783 members Mstep: Class 8 contains 9847 members Mstep: Class 9 contains 14425 members Mstep: Class 10 contains 6939 members Mstep: Class 11 contains 3278 members Mstep: Class 12 contains 580 members Mstep: Class 15 contains 3474 members Mstep: Class 16 contains 11677 members Mstep: Class 17 contains 8850 members Mstep: Class 19 contains 10744 members Mstep: Class 20 contains 4879 members Mstep: Class 21 contains 100456 members Entering Unmasked Estep ConsiderDeletion Score: -33513178.000000 Penalty: 56051.496094 Iteration 55Q: 19 clusters Score -3.351318e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 4982 members Mstep: Class 4 contains 8446 members Mstep: Class 5 contains 25631 members Mstep: Class 6 contains 54855 members Mstep: Class 7 contains 6783 members Mstep: Class 8 contains 9760 members Mstep: Class 9 contains 14431 members Mstep: Class 10 contains 6934 members Mstep: Class 11 contains 3278 members Mstep: Class 12 contains 580 members Mstep: Class 15 contains 3469 members Mstep: Class 16 contains 11620 members Mstep: Class 17 contains 8842 members Mstep: Class 19 contains 10730 members Mstep: Class 20 contains 4870 members Mstep: Class 21 contains 100512 members Entering Unmasked Estep ConsiderDeletion Score: -33513270.000000 Penalty: 56051.496094 Iteration 56Q: 19 clusters Score -3.351327e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 2633 members Mstep: Class 3 contains 4929 members Mstep: Class 4 contains 8477 members Mstep: Class 5 contains 25766 members Mstep: Class 6 contains 54856 members Mstep: Class 7 contains 6782 members Mstep: Class 8 contains 9680 members Mstep: Class 9 contains 14423 members Mstep: Class 10 contains 6934 members Mstep: Class 11 contains 3283 members Mstep: Class 12 contains 580 members Mstep: Class 15 contains 3466 members Mstep: Class 16 contains 11564 members Mstep: Class 17 contains 8833 members Mstep: Class 19 contains 10714 members Mstep: Class 20 contains 4857 members Mstep: Class 21 contains 100570 members Entering Unmasked Estep ConsiderDeletion Score: -33513352.000000 Penalty: 56051.496094 Iteration 57Q: 19 clusters Score -3.351335e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 4867 members Mstep: Class 4 contains 8518 members Mstep: Class 5 contains 25897 members Mstep: Class 6 contains 54845 members Mstep: Class 7 contains 6784 members Mstep: Class 8 contains 9619 members Mstep: Class 9 contains 14433 members Mstep: Class 10 contains 6936 members Mstep: Class 11 contains 3285 members Mstep: Class 12 contains 580 members Mstep: Class 15 contains 3460 members Mstep: Class 16 contains 11508 members Mstep: Class 17 contains 8810 members Mstep: Class 19 contains 10707 members Mstep: Class 20 contains 4848 members Mstep: Class 21 contains 100604 members Entering Unmasked Estep ConsiderDeletion Score: -33513458.000000 Penalty: 56051.496094 Iteration 58Q: 19 clusters Score -3.351346e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 4808 members Mstep: Class 4 contains 8552 members Mstep: Class 5 contains 26029 members Mstep: Class 6 contains 54837 members Mstep: Class 7 contains 6786 members Mstep: Class 8 contains 9557 members Mstep: Class 9 contains 14440 members Mstep: Class 10 contains 6940 members Mstep: Class 11 contains 3281 members Mstep: Class 12 contains 580 members Mstep: Class 15 contains 3454 members Mstep: Class 16 contains 11453 members Mstep: Class 17 contains 8797 members Mstep: Class 19 contains 10704 members Mstep: Class 20 contains 4843 members Mstep: Class 21 contains 100632 members Entering Unmasked Estep ConsiderDeletion Score: -33513392.000000 Penalty: 56051.496094 Iteration 59Q: 19 clusters Score -3.351339e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 4762 members Mstep: Class 4 contains 8575 members Mstep: Class 5 contains 26136 members Mstep: Class 6 contains 54830 members Mstep: Class 7 contains 6786 members Mstep: Class 8 contains 9506 members Mstep: Class 9 contains 14437 members Mstep: Class 10 contains 6942 members Mstep: Class 11 contains 3280 members Mstep: Class 12 contains 580 members Mstep: Class 15 contains 3442 members Mstep: Class 16 contains 11414 members Mstep: Class 17 contains 8792 members Mstep: Class 19 contains 10701 members Mstep: Class 20 contains 4841 members Mstep: Class 21 contains 100661 members Entering Unmasked Estep ConsiderDeletion Score: -33513488.000000 Penalty: 56051.496094 Iteration 60F: 19 clusters Score -3.351349e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 4718 members Mstep: Class 4 contains 8599 members Mstep: Class 5 contains 26242 members Mstep: Class 6 contains 54824 members Mstep: Class 7 contains 6782 members Mstep: Class 8 contains 9456 members Mstep: Class 9 contains 14432 members Mstep: Class 10 contains 6943 members Mstep: Class 11 contains 3279 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3440 members Mstep: Class 16 contains 11372 members Mstep: Class 17 contains 8784 members Mstep: Class 19 contains 10701 members Mstep: Class 20 contains 4837 members Mstep: Class 21 contains 100692 members Entering Unmasked Estep ConsiderDeletion Score: -33513516.000000 Penalty: 56051.496094 Iteration 61Q: 19 clusters Score -3.351352e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 4673 members Mstep: Class 4 contains 8612 members Mstep: Class 5 contains 26350 members Mstep: Class 6 contains 54821 members Mstep: Class 7 contains 6780 members Mstep: Class 8 contains 9413 members Mstep: Class 9 contains 14433 members Mstep: Class 10 contains 6937 members Mstep: Class 11 contains 3283 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3445 members Mstep: Class 16 contains 11316 members Mstep: Class 17 contains 8778 members Mstep: Class 19 contains 10699 members Mstep: Class 20 contains 4834 members Mstep: Class 21 contains 100725 members Entering Unmasked Estep ConsiderDeletion Score: -33513522.000000 Penalty: 56051.496094 Iteration 62Q: 19 clusters Score -3.351352e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 4643 members Mstep: Class 4 contains 8627 members Mstep: Class 5 contains 26451 members Mstep: Class 6 contains 54821 members Mstep: Class 7 contains 6779 members Mstep: Class 8 contains 9373 members Mstep: Class 9 contains 14422 members Mstep: Class 10 contains 6941 members Mstep: Class 11 contains 3284 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3449 members Mstep: Class 16 contains 11269 members Mstep: Class 17 contains 8769 members Mstep: Class 19 contains 10693 members Mstep: Class 20 contains 4833 members Mstep: Class 21 contains 100744 members Entering Unmasked Estep ConsiderDeletion Score: -33513528.000000 Penalty: 56051.496094 Iteration 63Q: 19 clusters Score -3.351353e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4610 members Mstep: Class 4 contains 8640 members Mstep: Class 5 contains 26548 members Mstep: Class 6 contains 54817 members Mstep: Class 7 contains 6778 members Mstep: Class 8 contains 9338 members Mstep: Class 9 contains 14420 members Mstep: Class 10 contains 6941 members Mstep: Class 11 contains 3287 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3449 members Mstep: Class 16 contains 11226 members Mstep: Class 17 contains 8762 members Mstep: Class 19 contains 10690 members Mstep: Class 20 contains 4833 members Mstep: Class 21 contains 100756 members Entering Unmasked Estep ConsiderDeletion Score: -33513648.000000 Penalty: 56051.496094 Iteration 64Q: 19 clusters Score -3.351365e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 4588 members Mstep: Class 4 contains 8666 members Mstep: Class 5 contains 26627 members Mstep: Class 6 contains 54818 members Mstep: Class 7 contains 6774 members Mstep: Class 8 contains 9286 members Mstep: Class 9 contains 14422 members Mstep: Class 10 contains 6944 members Mstep: Class 11 contains 3286 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3449 members Mstep: Class 16 contains 11184 members Mstep: Class 17 contains 8757 members Mstep: Class 19 contains 10689 members Mstep: Class 20 contains 4830 members Mstep: Class 21 contains 100772 members Entering Unmasked Estep ConsiderDeletion Score: -33513622.000000 Penalty: 56051.496094 Iteration 65Q: 19 clusters Score -3.351362e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 4565 members Mstep: Class 4 contains 8692 members Mstep: Class 5 contains 26706 members Mstep: Class 6 contains 54814 members Mstep: Class 7 contains 6770 members Mstep: Class 8 contains 9231 members Mstep: Class 9 contains 14425 members Mstep: Class 10 contains 6943 members Mstep: Class 11 contains 3291 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3448 members Mstep: Class 16 contains 11142 members Mstep: Class 17 contains 8750 members Mstep: Class 19 contains 10685 members Mstep: Class 20 contains 4828 members Mstep: Class 21 contains 100802 members Entering Unmasked Estep ConsiderDeletion Score: -33513598.000000 Penalty: 56051.496094 Iteration 66Q: 19 clusters Score -3.35136e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 2639 members Mstep: Class 3 contains 4528 members Mstep: Class 4 contains 8715 members Mstep: Class 5 contains 26772 members Mstep: Class 6 contains 54809 members Mstep: Class 7 contains 6769 members Mstep: Class 8 contains 9200 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 6942 members Mstep: Class 11 contains 3293 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3446 members Mstep: Class 16 contains 11114 members Mstep: Class 17 contains 8747 members Mstep: Class 19 contains 10681 members Mstep: Class 20 contains 4824 members Mstep: Class 21 contains 100818 members Entering Unmasked Estep ConsiderDeletion Score: -33513626.000000 Penalty: 56051.496094 Iteration 67Q: 19 clusters Score -3.351363e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 2639 members Mstep: Class 3 contains 4502 members Mstep: Class 4 contains 8736 members Mstep: Class 5 contains 26837 members Mstep: Class 6 contains 54805 members Mstep: Class 7 contains 6768 members Mstep: Class 8 contains 9170 members Mstep: Class 9 contains 14425 members Mstep: Class 10 contains 6944 members Mstep: Class 11 contains 3294 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3442 members Mstep: Class 16 contains 11082 members Mstep: Class 17 contains 8743 members Mstep: Class 19 contains 10679 members Mstep: Class 20 contains 4821 members Mstep: Class 21 contains 100836 members Entering Unmasked Estep ConsiderDeletion Score: -33513628.000000 Penalty: 56051.496094 Iteration 68Q: 19 clusters Score -3.351363e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 4480 members Mstep: Class 4 contains 8758 members Mstep: Class 5 contains 26893 members Mstep: Class 6 contains 54800 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 9133 members Mstep: Class 9 contains 14427 members Mstep: Class 10 contains 6946 members Mstep: Class 11 contains 3299 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3439 members Mstep: Class 16 contains 11054 members Mstep: Class 17 contains 8741 members Mstep: Class 19 contains 10676 members Mstep: Class 20 contains 4816 members Mstep: Class 21 contains 100855 members Entering Unmasked Estep ConsiderDeletion Score: -33513646.000000 Penalty: 56051.496094 Iteration 69Q: 19 clusters Score -3.351365e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 4464 members Mstep: Class 4 contains 8777 members Mstep: Class 5 contains 26949 members Mstep: Class 6 contains 54790 members Mstep: Class 7 contains 6764 members Mstep: Class 8 contains 9097 members Mstep: Class 9 contains 14423 members Mstep: Class 10 contains 6954 members Mstep: Class 11 contains 3304 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3436 members Mstep: Class 16 contains 11030 members Mstep: Class 17 contains 8739 members Mstep: Class 19 contains 10674 members Mstep: Class 20 contains 4812 members Mstep: Class 21 contains 100870 members Entering Unmasked Estep ConsiderDeletion Score: -33513626.000000 Penalty: 56051.496094 Iteration 70Q: 19 clusters Score -3.351363e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 2639 members Mstep: Class 3 contains 4447 members Mstep: Class 4 contains 8794 members Mstep: Class 5 contains 26994 members Mstep: Class 6 contains 54783 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 9062 members Mstep: Class 9 contains 14427 members Mstep: Class 10 contains 6955 members Mstep: Class 11 contains 3306 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3437 members Mstep: Class 16 contains 10999 members Mstep: Class 17 contains 8737 members Mstep: Class 19 contains 10671 members Mstep: Class 20 contains 4811 members Mstep: Class 21 contains 100898 members Entering Unmasked Estep ConsiderDeletion Score: -33513656.000000 Penalty: 56051.496094 Iteration 71Q: 19 clusters Score -3.351366e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4435 members Mstep: Class 4 contains 8810 members Mstep: Class 5 contains 27027 members Mstep: Class 6 contains 54783 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 9029 members Mstep: Class 9 contains 14421 members Mstep: Class 10 contains 6959 members Mstep: Class 11 contains 3309 members Mstep: Class 12 contains 581 members Mstep: Class 15 contains 3436 members Mstep: Class 16 contains 10983 members Mstep: Class 17 contains 8731 members Mstep: Class 19 contains 10670 members Mstep: Class 20 contains 4809 members Mstep: Class 21 contains 100919 members Entering Unmasked Estep ConsiderDeletion Score: -33513696.000000 Penalty: 56051.496094 Iteration 72Q: 19 clusters Score -3.35137e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4415 members Mstep: Class 4 contains 8833 members Mstep: Class 5 contains 27049 members Mstep: Class 6 contains 54783 members Mstep: Class 7 contains 6763 members Mstep: Class 8 contains 8997 members Mstep: Class 9 contains 14418 members Mstep: Class 10 contains 6961 members Mstep: Class 11 contains 3306 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3435 members Mstep: Class 16 contains 10975 members Mstep: Class 17 contains 8725 members Mstep: Class 19 contains 10669 members Mstep: Class 20 contains 4808 members Mstep: Class 21 contains 100941 members Entering Unmasked Estep ConsiderDeletion Score: -33513688.000000 Penalty: 56051.496094 Iteration 73Q: 19 clusters Score -3.351369e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4384 members Mstep: Class 4 contains 8856 members Mstep: Class 5 contains 27073 members Mstep: Class 6 contains 54781 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 8961 members Mstep: Class 9 contains 14421 members Mstep: Class 10 contains 6961 members Mstep: Class 11 contains 3307 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3434 members Mstep: Class 16 contains 10967 members Mstep: Class 17 contains 8723 members Mstep: Class 19 contains 10669 members Mstep: Class 20 contains 4808 members Mstep: Class 21 contains 100967 members Entering Unmasked Estep ConsiderDeletion Score: -33513696.000000 Penalty: 56051.496094 Iteration 74Q: 19 clusters Score -3.35137e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4357 members Mstep: Class 4 contains 8880 members Mstep: Class 5 contains 27098 members Mstep: Class 6 contains 54782 members Mstep: Class 7 contains 6760 members Mstep: Class 8 contains 8900 members Mstep: Class 9 contains 14424 members Mstep: Class 10 contains 6961 members Mstep: Class 11 contains 3310 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3434 members Mstep: Class 16 contains 10959 members Mstep: Class 17 contains 8722 members Mstep: Class 19 contains 10669 members Mstep: Class 20 contains 4807 members Mstep: Class 21 contains 101004 members Entering Unmasked Estep ConsiderDeletion Score: -33513750.000000 Penalty: 56051.496094 Iteration 75Q: 19 clusters Score -3.351375e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 4325 members Mstep: Class 4 contains 8903 members Mstep: Class 5 contains 27122 members Mstep: Class 6 contains 54780 members Mstep: Class 7 contains 6759 members Mstep: Class 8 contains 8853 members Mstep: Class 9 contains 14426 members Mstep: Class 10 contains 6962 members Mstep: Class 11 contains 3316 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3435 members Mstep: Class 16 contains 10948 members Mstep: Class 17 contains 8721 members Mstep: Class 19 contains 10669 members Mstep: Class 20 contains 4807 members Mstep: Class 21 contains 101037 members Entering Unmasked Estep ConsiderDeletion Score: -33513760.000000 Penalty: 56051.496094 Iteration 76Q: 19 clusters Score -3.351376e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 4295 members Mstep: Class 4 contains 8924 members Mstep: Class 5 contains 27152 members Mstep: Class 6 contains 54777 members Mstep: Class 7 contains 6760 members Mstep: Class 8 contains 8818 members Mstep: Class 9 contains 14421 members Mstep: Class 10 contains 6963 members Mstep: Class 11 contains 3319 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3433 members Mstep: Class 16 contains 10938 members Mstep: Class 17 contains 8717 members Mstep: Class 19 contains 10667 members Mstep: Class 20 contains 4807 members Mstep: Class 21 contains 101071 members Entering Unmasked Estep ConsiderDeletion Score: -33513768.000000 Penalty: 56051.496094 Iteration 77Q: 19 clusters Score -3.351377e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 4272 members Mstep: Class 4 contains 8945 members Mstep: Class 5 contains 27179 members Mstep: Class 6 contains 54773 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 8775 members Mstep: Class 9 contains 14416 members Mstep: Class 10 contains 6964 members Mstep: Class 11 contains 3320 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3431 members Mstep: Class 16 contains 10927 members Mstep: Class 17 contains 8715 members Mstep: Class 19 contains 10667 members Mstep: Class 20 contains 4805 members Mstep: Class 21 contains 101112 members Entering Unmasked Estep ConsiderDeletion Score: -33513804.000000 Penalty: 56051.496094 Iteration 78Q: 19 clusters Score -3.35138e+07 nChanged 121 Entering ConstructFrom: Score: -33513804.000000 Penalty: 56051.496094 Entering ConstructFrom: Trying to split cluster 1 (5571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Entering Unmasked Estep Score: -665223.687500 Penalty: 2139.081787 Iteration 0F: 2 clusters Score -665223.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -660364.375000 Penalty: 4278.163574 Iteration 0F: 3 clusters Score -660364.4 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -661659.500000 Penalty: 4278.163574 Iteration 1F: 3 clusters Score -661659.5 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -661965.687500 Penalty: 4278.163574 Iteration 2F: 3 clusters Score -661965.7 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -662184.812500 Penalty: 4278.163574 Iteration 3F: 3 clusters Score -662184.8 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -662366.375000 Penalty: 4278.163574 Iteration 4F: 3 clusters Score -662366.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -662521.625000 Penalty: 4278.163574 Iteration 5Q: 3 clusters Score -662521.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -662687.375000 Penalty: 4278.163574 Iteration 6Q: 3 clusters Score -662687.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -662839.375000 Penalty: 4278.163574 Iteration 7Q: 3 clusters Score -662839.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -662988.750000 Penalty: 4278.163574 Iteration 8Q: 3 clusters Score -662988.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -663105.687500 Penalty: 4278.163574 Iteration 9Q: 3 clusters Score -663105.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -663196.937500 Penalty: 4278.163574 Iteration 10Q: 3 clusters Score -663196.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -663278.250000 Penalty: 4278.163574 Iteration 11Q: 3 clusters Score -663278.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -663343.187500 Penalty: 4278.163574 Iteration 12Q: 3 clusters Score -663343.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -663393.937500 Penalty: 4278.163574 Iteration 13Q: 3 clusters Score -663393.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -663437.625000 Penalty: 4278.163574 Iteration 14Q: 3 clusters Score -663437.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -663467.312500 Penalty: 4278.163574 Iteration 15Q: 3 clusters Score -663467.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -663504.250000 Penalty: 4278.163574 Iteration 16Q: 3 clusters Score -663504.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -663534.000000 Penalty: 4278.163574 Iteration 17Q: 3 clusters Score -663534 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -663554.875000 Penalty: 4278.163574 Iteration 18Q: 3 clusters Score -663554.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -663576.312500 Penalty: 4278.163574 Iteration 19Q: 3 clusters Score -663576.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -663598.062500 Penalty: 4278.163574 Iteration 20F: 3 clusters Score -663598.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -663622.562500 Penalty: 4278.163574 Iteration 21Q: 3 clusters Score -663622.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -663647.250000 Penalty: 4278.163574 Iteration 22Q: 3 clusters Score -663647.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -663661.437500 Penalty: 4278.163574 Iteration 23Q: 3 clusters Score -663661.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -663671.562500 Penalty: 4278.163574 Iteration 24Q: 3 clusters Score -663671.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -663685.625000 Penalty: 4278.163574 Iteration 25Q: 3 clusters Score -663685.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -663694.000000 Penalty: 4278.163574 Iteration 26Q: 3 clusters Score -663694 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -663705.187500 Penalty: 4278.163574 Iteration 27Q: 3 clusters Score -663705.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -663710.812500 Penalty: 4278.163574 Iteration 28Q: 3 clusters Score -663710.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -663716.250000 Penalty: 4278.163574 Iteration 29Q: 3 clusters Score -663716.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -663722.187500 Penalty: 4278.163574 Iteration 30Q: 3 clusters Score -663722.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -663726.250000 Penalty: 4278.163574 Iteration 31Q: 3 clusters Score -663726.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -663733.187500 Penalty: 4278.163574 Iteration 32Q: 3 clusters Score -663733.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -663740.187500 Penalty: 4278.163574 Iteration 33Q: 3 clusters Score -663740.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -663740.500000 Penalty: 4278.163574 Iteration 34Q: 3 clusters Score -663740.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -663746.250000 Penalty: 4278.163574 Iteration 35Q: 3 clusters Score -663746.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -663748.000000 Penalty: 4278.163574 Iteration 36Q: 3 clusters Score -663748 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -663753.125000 Penalty: 4278.163574 Iteration 37Q: 3 clusters Score -663753.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -663754.062500 Penalty: 4278.163574 Iteration 38Q: 3 clusters Score -663754.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -663757.125000 Penalty: 4278.163574 Iteration 39Q: 3 clusters Score -663757.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -663758.562500 Penalty: 4278.163574 Iteration 40F: 3 clusters Score -663758.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -663758.562500 Penalty: 4278.163574 Iteration 41Q: 3 clusters Score -663758.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -663759.937500 Penalty: 4278.163574 Iteration 42Q: 3 clusters Score -663759.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -663759.562500 Penalty: 4278.163574 Iteration 43Q: 3 clusters Score -663759.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -663760.125000 Penalty: 4278.163574 Iteration 44Q: 3 clusters Score -663760.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -663760.125000 Penalty: 4278.163574 Iteration 45F: 3 clusters Score -663760.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Entering Unmasked Estep Score: -290034.843750 Penalty: 1953.594482 Iteration 0F: 2 clusters Score -290034.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -287053.093750 Penalty: 3907.188965 Iteration 0F: 3 clusters Score -287053.1 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -287594.218750 Penalty: 3907.188965 Iteration 1F: 3 clusters Score -287594.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -287737.937500 Penalty: 3907.188965 Iteration 2F: 3 clusters Score -287737.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -287812.187500 Penalty: 3907.188965 Iteration 3Q: 3 clusters Score -287812.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -287867.656250 Penalty: 3907.188965 Iteration 4Q: 3 clusters Score -287867.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -287903.343750 Penalty: 3907.188965 Iteration 5Q: 3 clusters Score -287903.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -287949.250000 Penalty: 3907.188965 Iteration 6Q: 3 clusters Score -287949.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -288002.968750 Penalty: 3907.188965 Iteration 7Q: 3 clusters Score -288003 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -288040.843750 Penalty: 3907.188965 Iteration 8Q: 3 clusters Score -288040.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -288068.000000 Penalty: 3907.188965 Iteration 9Q: 3 clusters Score -288068 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -288088.187500 Penalty: 3907.188965 Iteration 10Q: 3 clusters Score -288088.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -288115.500000 Penalty: 3907.188965 Iteration 11Q: 3 clusters Score -288115.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -288138.656250 Penalty: 3907.188965 Iteration 12Q: 3 clusters Score -288138.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -288155.750000 Penalty: 3907.188965 Iteration 13Q: 3 clusters Score -288155.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -288170.968750 Penalty: 3907.188965 Iteration 14Q: 3 clusters Score -288171 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -288185.031250 Penalty: 3907.188965 Iteration 15Q: 3 clusters Score -288185 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -288201.218750 Penalty: 3907.188965 Iteration 16Q: 3 clusters Score -288201.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -288217.343750 Penalty: 3907.188965 Iteration 17Q: 3 clusters Score -288217.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -288232.562500 Penalty: 3907.188965 Iteration 18Q: 3 clusters Score -288232.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -288247.375000 Penalty: 3907.188965 Iteration 19Q: 3 clusters Score -288247.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -288262.718750 Penalty: 3907.188965 Iteration 20F: 3 clusters Score -288262.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -288293.781250 Penalty: 3907.188965 Iteration 21Q: 3 clusters Score -288293.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -288317.281250 Penalty: 3907.188965 Iteration 22Q: 3 clusters Score -288317.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -288341.437500 Penalty: 3907.188965 Iteration 23Q: 3 clusters Score -288341.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -288365.968750 Penalty: 3907.188965 Iteration 24Q: 3 clusters Score -288366 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -288379.343750 Penalty: 3907.188965 Iteration 25Q: 3 clusters Score -288379.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -288395.843750 Penalty: 3907.188965 Iteration 26Q: 3 clusters Score -288395.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -288412.312500 Penalty: 3907.188965 Iteration 27Q: 3 clusters Score -288412.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -288429.968750 Penalty: 3907.188965 Iteration 28Q: 3 clusters Score -288430 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -288451.250000 Penalty: 3907.188965 Iteration 29Q: 3 clusters Score -288451.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -288479.656250 Penalty: 3907.188965 Iteration 30Q: 3 clusters Score -288479.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -288496.875000 Penalty: 3907.188965 Iteration 31Q: 3 clusters Score -288496.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -288517.000000 Penalty: 3907.188965 Iteration 32Q: 3 clusters Score -288517 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -288532.625000 Penalty: 3907.188965 Iteration 33Q: 3 clusters Score -288532.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -288545.000000 Penalty: 3907.188965 Iteration 34Q: 3 clusters Score -288545 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -288562.156250 Penalty: 3907.188965 Iteration 35Q: 3 clusters Score -288562.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -288578.218750 Penalty: 3907.188965 Iteration 36Q: 3 clusters Score -288578.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -288583.843750 Penalty: 3907.188965 Iteration 37Q: 3 clusters Score -288583.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -288586.437500 Penalty: 3907.188965 Iteration 38Q: 3 clusters Score -288586.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -288587.781250 Penalty: 3907.188965 Iteration 39Q: 3 clusters Score -288587.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -288590.625000 Penalty: 3907.188965 Iteration 40F: 3 clusters Score -288590.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -288593.500000 Penalty: 3907.188965 Iteration 41Q: 3 clusters Score -288593.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -288596.812500 Penalty: 3907.188965 Iteration 42Q: 3 clusters Score -288596.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -288602.031250 Penalty: 3907.188965 Iteration 43Q: 3 clusters Score -288602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -288602.625000 Penalty: 3907.188965 Iteration 44Q: 3 clusters Score -288602.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -288603.937500 Penalty: 3907.188965 Iteration 45Q: 3 clusters Score -288603.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -288607.718750 Penalty: 3907.188965 Iteration 46Q: 3 clusters Score -288607.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -288609.343750 Penalty: 3907.188965 Iteration 47Q: 3 clusters Score -288609.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -288611.437500 Penalty: 3907.188965 Iteration 48Q: 3 clusters Score -288611.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -288612.843750 Penalty: 3907.188965 Iteration 49Q: 3 clusters Score -288612.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -288613.968750 Penalty: 3907.188965 Iteration 50Q: 3 clusters Score -288614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -288615.687500 Penalty: 3907.188965 Iteration 51Q: 3 clusters Score -288615.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -288615.687500 Penalty: 3907.188965 Iteration 52F: 3 clusters Score -288615.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Entering Unmasked Estep Score: -501784.437500 Penalty: 2071.842285 Iteration 0F: 2 clusters Score -501784.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -497735.750000 Penalty: 4143.684570 Iteration 0F: 3 clusters Score -497735.8 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -498642.218750 Penalty: 4143.684570 Iteration 1F: 3 clusters Score -498642.2 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -498883.843750 Penalty: 4143.684570 Iteration 2F: 3 clusters Score -498883.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -499020.062500 Penalty: 4143.684570 Iteration 3F: 3 clusters Score -499020.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -499109.468750 Penalty: 4143.684570 Iteration 4Q: 3 clusters Score -499109.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -499174.968750 Penalty: 4143.684570 Iteration 5Q: 3 clusters Score -499175 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -499227.406250 Penalty: 4143.684570 Iteration 6Q: 3 clusters Score -499227.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -499270.593750 Penalty: 4143.684570 Iteration 7Q: 3 clusters Score -499270.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -499313.875000 Penalty: 4143.684570 Iteration 8Q: 3 clusters Score -499313.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -499359.343750 Penalty: 4143.684570 Iteration 9Q: 3 clusters Score -499359.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -499407.343750 Penalty: 4143.684570 Iteration 10Q: 3 clusters Score -499407.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -499449.187500 Penalty: 4143.684570 Iteration 11Q: 3 clusters Score -499449.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -499495.375000 Penalty: 4143.684570 Iteration 12Q: 3 clusters Score -499495.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -499526.187500 Penalty: 4143.684570 Iteration 13Q: 3 clusters Score -499526.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -499563.093750 Penalty: 4143.684570 Iteration 14Q: 3 clusters Score -499563.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -499597.375000 Penalty: 4143.684570 Iteration 15Q: 3 clusters Score -499597.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -499632.187500 Penalty: 4143.684570 Iteration 16Q: 3 clusters Score -499632.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -499659.937500 Penalty: 4143.684570 Iteration 17Q: 3 clusters Score -499659.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -499681.843750 Penalty: 4143.684570 Iteration 18Q: 3 clusters Score -499681.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -499707.562500 Penalty: 4143.684570 Iteration 19Q: 3 clusters Score -499707.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -499726.437500 Penalty: 4143.684570 Iteration 20F: 3 clusters Score -499726.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -499748.843750 Penalty: 4143.684570 Iteration 21Q: 3 clusters Score -499748.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -499769.781250 Penalty: 4143.684570 Iteration 22Q: 3 clusters Score -499769.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -499783.031250 Penalty: 4143.684570 Iteration 23Q: 3 clusters Score -499783 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -499797.250000 Penalty: 4143.684570 Iteration 24Q: 3 clusters Score -499797.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -499808.937500 Penalty: 4143.684570 Iteration 25Q: 3 clusters Score -499808.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -499816.718750 Penalty: 4143.684570 Iteration 26Q: 3 clusters Score -499816.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -499824.062500 Penalty: 4143.684570 Iteration 27Q: 3 clusters Score -499824.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -499830.968750 Penalty: 4143.684570 Iteration 28Q: 3 clusters Score -499831 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -499840.562500 Penalty: 4143.684570 Iteration 29Q: 3 clusters Score -499840.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -499854.843750 Penalty: 4143.684570 Iteration 30Q: 3 clusters Score -499854.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -499864.656250 Penalty: 4143.684570 Iteration 31Q: 3 clusters Score -499864.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -499877.968750 Penalty: 4143.684570 Iteration 32Q: 3 clusters Score -499878 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -499891.250000 Penalty: 4143.684570 Iteration 33Q: 3 clusters Score -499891.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -499906.968750 Penalty: 4143.684570 Iteration 34Q: 3 clusters Score -499907 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -499917.937500 Penalty: 4143.684570 Iteration 35Q: 3 clusters Score -499917.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -499925.875000 Penalty: 4143.684570 Iteration 36Q: 3 clusters Score -499925.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -499931.937500 Penalty: 4143.684570 Iteration 37Q: 3 clusters Score -499931.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -499934.906250 Penalty: 4143.684570 Iteration 38Q: 3 clusters Score -499934.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -499938.062500 Penalty: 4143.684570 Iteration 39Q: 3 clusters Score -499938.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -499941.031250 Penalty: 4143.684570 Iteration 40F: 3 clusters Score -499941 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -499943.875000 Penalty: 4143.684570 Iteration 41Q: 3 clusters Score -499943.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -499945.718750 Penalty: 4143.684570 Iteration 42Q: 3 clusters Score -499945.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -499945.843750 Penalty: 4143.684570 Iteration 43Q: 3 clusters Score -499945.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -499946.750000 Penalty: 4143.684570 Iteration 44Q: 3 clusters Score -499946.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -499947.500000 Penalty: 4143.684570 Iteration 45Q: 3 clusters Score -499947.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -499947.500000 Penalty: 4143.684570 Iteration 46F: 3 clusters Score -499947.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (8972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Entering Unmasked Estep Score: -1094362.875000 Penalty: 2257.262207 Iteration 0F: 2 clusters Score -1094363 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1087345.375000 Penalty: 4514.524414 Iteration 0F: 3 clusters Score -1087345 nChanged 3716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1089431.375000 Penalty: 4514.524414 Iteration 1F: 3 clusters Score -1089431 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1089788.875000 Penalty: 4514.524414 Iteration 2F: 3 clusters Score -1089789 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1090066.750000 Penalty: 4514.524414 Iteration 3F: 3 clusters Score -1090067 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1090304.250000 Penalty: 4514.524414 Iteration 4Q: 3 clusters Score -1090304 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1090482.500000 Penalty: 4514.524414 Iteration 5Q: 3 clusters Score -1090482 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1090658.125000 Penalty: 4514.524414 Iteration 6Q: 3 clusters Score -1090658 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -1090827.000000 Penalty: 4514.524414 Iteration 7Q: 3 clusters Score -1090827 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1091003.875000 Penalty: 4514.524414 Iteration 8Q: 3 clusters Score -1091004 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -1091165.875000 Penalty: 4514.524414 Iteration 9Q: 3 clusters Score -1091166 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1091336.750000 Penalty: 4514.524414 Iteration 10Q: 3 clusters Score -1091337 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -1091522.500000 Penalty: 4514.524414 Iteration 11Q: 3 clusters Score -1091522 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1091736.875000 Penalty: 4514.524414 Iteration 12Q: 3 clusters Score -1091737 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -1091978.000000 Penalty: 4514.524414 Iteration 13Q: 3 clusters Score -1091978 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -1092150.375000 Penalty: 4514.524414 Iteration 14Q: 3 clusters Score -1092150 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1092277.875000 Penalty: 4514.524414 Iteration 15Q: 3 clusters Score -1092278 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -1092376.500000 Penalty: 4514.524414 Iteration 16Q: 3 clusters Score -1092376 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1092445.875000 Penalty: 4514.524414 Iteration 17Q: 3 clusters Score -1092446 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -1092501.875000 Penalty: 4514.524414 Iteration 18Q: 3 clusters Score -1092502 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1092544.625000 Penalty: 4514.524414 Iteration 19Q: 3 clusters Score -1092545 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1092565.375000 Penalty: 4514.524414 Iteration 20F: 3 clusters Score -1092565 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1092578.000000 Penalty: 4514.524414 Iteration 21Q: 3 clusters Score -1092578 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1092588.875000 Penalty: 4514.524414 Iteration 22Q: 3 clusters Score -1092589 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1092598.500000 Penalty: 4514.524414 Iteration 23Q: 3 clusters Score -1092598 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1092598.250000 Penalty: 4514.524414 Iteration 24Q: 3 clusters Score -1092598 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1092602.000000 Penalty: 4514.524414 Iteration 25Q: 3 clusters Score -1092602 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1092607.250000 Penalty: 4514.524414 Iteration 26Q: 3 clusters Score -1092607 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -1092610.000000 Penalty: 4514.524414 Iteration 27Q: 3 clusters Score -1092610 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -1092613.750000 Penalty: 4514.524414 Iteration 28Q: 3 clusters Score -1092614 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1092617.125000 Penalty: 4514.524414 Iteration 29Q: 3 clusters Score -1092617 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1092622.875000 Penalty: 4514.524414 Iteration 30Q: 3 clusters Score -1092623 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -1092624.250000 Penalty: 4514.524414 Iteration 31Q: 3 clusters Score -1092624 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -1092625.000000 Penalty: 4514.524414 Iteration 32Q: 3 clusters Score -1092625 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1092624.750000 Penalty: 4514.524414 Iteration 33Q: 3 clusters Score -1092625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1092625.750000 Penalty: 4514.524414 Iteration 34Q: 3 clusters Score -1092626 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1092627.500000 Penalty: 4514.524414 Iteration 35Q: 3 clusters Score -1092628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -1092627.500000 Penalty: 4514.524414 Iteration 36Q: 3 clusters Score -1092628 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1092628.625000 Penalty: 4514.524414 Iteration 37Q: 3 clusters Score -1092629 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1092628.625000 Penalty: 4514.524414 Iteration 38F: 3 clusters Score -1092629 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (27195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27195 members Entering Unmasked Estep Score: -3303533.250000 Penalty: 2532.275635 Iteration 0F: 2 clusters Score -3303533 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13425 members Mstep: Class 2 contains 13770 members Entering Unmasked Estep Score: -3284795.500000 Penalty: 5064.551270 Iteration 0F: 3 clusters Score -3284796 nChanged 12233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12600 members Mstep: Class 2 contains 14595 members Entering Unmasked Estep Score: -3291768.500000 Penalty: 5064.551270 Iteration 1F: 3 clusters Score -3291768 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12137 members Mstep: Class 2 contains 15058 members Entering Unmasked Estep Score: -3292403.250000 Penalty: 5064.551270 Iteration 2F: 3 clusters Score -3292403 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 15662 members Entering Unmasked Estep Score: -3292998.750000 Penalty: 5064.551270 Iteration 3F: 3 clusters Score -3292999 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10734 members Mstep: Class 2 contains 16461 members Entering Unmasked Estep Score: -3293653.250000 Penalty: 5064.551270 Iteration 4Q: 3 clusters Score -3293653 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 17481 members Entering Unmasked Estep Score: -3294451.250000 Penalty: 5064.551270 Iteration 5Q: 3 clusters Score -3294451 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 18659 members Entering Unmasked Estep Score: -3295359.500000 Penalty: 5064.551270 Iteration 6F: 3 clusters Score -3295360 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 19979 members Entering Unmasked Estep Score: -3296309.750000 Penalty: 5064.551270 Iteration 7F: 3 clusters Score -3296310 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 21329 members Entering Unmasked Estep Score: -3297321.000000 Penalty: 5064.551270 Iteration 8F: 3 clusters Score -3297321 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 22648 members Entering Unmasked Estep Score: -3298383.000000 Penalty: 5064.551270 Iteration 9F: 3 clusters Score -3298383 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 23794 members Entering Unmasked Estep Score: -3299258.250000 Penalty: 5064.551270 Iteration 10Q: 3 clusters Score -3299258 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 24698 members Entering Unmasked Estep Score: -3299919.500000 Penalty: 5064.551270 Iteration 11Q: 3 clusters Score -3299920 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 25314 members Entering Unmasked Estep Score: -3300379.250000 Penalty: 5064.551270 Iteration 12Q: 3 clusters Score -3300379 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 25736 members Entering Unmasked Estep Score: -3300682.500000 Penalty: 5064.551270 Iteration 13Q: 3 clusters Score -3300682 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 26000 members Entering Unmasked Estep Score: -3300895.750000 Penalty: 5064.551270 Iteration 14Q: 3 clusters Score -3300896 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 26179 members Entering Unmasked Estep Score: -3301048.000000 Penalty: 5064.551270 Iteration 15Q: 3 clusters Score -3301048 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 26292 members Entering Unmasked Estep Score: -3301137.250000 Penalty: 5064.551270 Iteration 16Q: 3 clusters Score -3301137 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 26370 members Entering Unmasked Estep Score: -3301193.750000 Penalty: 5064.551270 Iteration 17Q: 3 clusters Score -3301194 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 26442 members Entering Unmasked Estep Score: -3301259.250000 Penalty: 5064.551270 Iteration 18Q: 3 clusters Score -3301259 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 26494 members Entering Unmasked Estep Score: -3301303.500000 Penalty: 5064.551270 Iteration 19Q: 3 clusters Score -3301304 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 26527 members Entering Unmasked Estep Score: -3301329.500000 Penalty: 5064.551270 Iteration 20F: 3 clusters Score -3301330 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 26548 members Entering Unmasked Estep Score: -3301351.250000 Penalty: 5064.551270 Iteration 21Q: 3 clusters Score -3301351 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 26574 members Entering Unmasked Estep Score: -3301368.000000 Penalty: 5064.551270 Iteration 22Q: 3 clusters Score -3301368 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 26594 members Entering Unmasked Estep Score: -3301380.750000 Penalty: 5064.551270 Iteration 23Q: 3 clusters Score -3301381 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 26609 members Entering Unmasked Estep Score: -3301395.250000 Penalty: 5064.551270 Iteration 24Q: 3 clusters Score -3301395 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 26620 members Entering Unmasked Estep Score: -3301410.500000 Penalty: 5064.551270 Iteration 25Q: 3 clusters Score -3301410 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 26636 members Entering Unmasked Estep Score: -3301422.750000 Penalty: 5064.551270 Iteration 26Q: 3 clusters Score -3301423 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 26641 members Entering Unmasked Estep Score: -3301427.750000 Penalty: 5064.551270 Iteration 27Q: 3 clusters Score -3301428 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 26647 members Entering Unmasked Estep Score: -3301432.500000 Penalty: 5064.551270 Iteration 28Q: 3 clusters Score -3301432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 26653 members Entering Unmasked Estep Score: -3301439.000000 Penalty: 5064.551270 Iteration 29Q: 3 clusters Score -3301439 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 26658 members Entering Unmasked Estep Score: -3301440.250000 Penalty: 5064.551270 Iteration 30Q: 3 clusters Score -3301440 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 26657 members Entering Unmasked Estep Score: -3301442.500000 Penalty: 5064.551270 Iteration 31Q: 3 clusters Score -3301442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 26660 members Entering Unmasked Estep Score: -3301443.750000 Penalty: 5064.551270 Iteration 32Q: 3 clusters Score -3301444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 26659 members Entering Unmasked Estep Score: -3301445.000000 Penalty: 5064.551270 Iteration 33Q: 3 clusters Score -3301445 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 26660 members Entering Unmasked Estep Score: -3301449.500000 Penalty: 5064.551270 Iteration 34Q: 3 clusters Score -3301450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 26662 members Entering Unmasked Estep Score: -3301447.500000 Penalty: 5064.551270 Iteration 35Q: 3 clusters Score -3301448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 26661 members Entering Unmasked Estep Score: -3301449.750000 Penalty: 5064.551270 Iteration 36Q: 3 clusters Score -3301450 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 26661 members Entering Unmasked Estep Score: -3301449.750000 Penalty: 5064.551270 Iteration 37F: 3 clusters Score -3301450 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (54773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54773 members Entering Unmasked Estep Score: -6659227.000000 Penalty: 2705.916260 Iteration 0F: 2 clusters Score -6659227 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27327 members Mstep: Class 2 contains 27446 members Entering Unmasked Estep Score: -6622483.000000 Penalty: 5411.832520 Iteration 0F: 3 clusters Score -6622483 nChanged 25449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26508 members Mstep: Class 2 contains 28265 members Entering Unmasked Estep Score: -6636707.500000 Penalty: 5411.832520 Iteration 1F: 3 clusters Score -6636708 nChanged 2231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25677 members Mstep: Class 2 contains 29096 members Entering Unmasked Estep Score: -6637406.000000 Penalty: 5411.832520 Iteration 2Q: 3 clusters Score -6637406 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24316 members Mstep: Class 2 contains 30457 members Entering Unmasked Estep Score: -6638422.500000 Penalty: 5411.832520 Iteration 3Q: 3 clusters Score -6638422 nChanged 2976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22386 members Mstep: Class 2 contains 32387 members Entering Unmasked Estep Score: -6639883.500000 Penalty: 5411.832520 Iteration 4F: 3 clusters Score -6639884 nChanged 3413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19897 members Mstep: Class 2 contains 34876 members Entering Unmasked Estep Score: -6641896.000000 Penalty: 5411.832520 Iteration 5F: 3 clusters Score -6641896 nChanged 3845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16910 members Mstep: Class 2 contains 37863 members Entering Unmasked Estep Score: -6644469.000000 Penalty: 5411.832520 Iteration 6F: 3 clusters Score -6644469 nChanged 3857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13759 members Mstep: Class 2 contains 41014 members Entering Unmasked Estep Score: -6647140.000000 Penalty: 5411.832520 Iteration 7F: 3 clusters Score -6647140 nChanged 3410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 43944 members Entering Unmasked Estep Score: -6649473.500000 Penalty: 5411.832520 Iteration 8F: 3 clusters Score -6649474 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 46389 members Entering Unmasked Estep Score: -6651224.500000 Penalty: 5411.832520 Iteration 9Q: 3 clusters Score -6651224 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 48414 members Entering Unmasked Estep Score: -6652662.000000 Penalty: 5411.832520 Iteration 10Q: 3 clusters Score -6652662 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 50115 members Entering Unmasked Estep Score: -6653811.000000 Penalty: 5411.832520 Iteration 11Q: 3 clusters Score -6653811 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 51417 members Entering Unmasked Estep Score: -6654722.500000 Penalty: 5411.832520 Iteration 12Q: 3 clusters Score -6654722 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 52380 members Entering Unmasked Estep Score: -6655453.000000 Penalty: 5411.832520 Iteration 13Q: 3 clusters Score -6655453 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 53078 members Entering Unmasked Estep Score: -6655952.500000 Penalty: 5411.832520 Iteration 14Q: 3 clusters Score -6655952 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 53517 members Entering Unmasked Estep Score: -6656304.500000 Penalty: 5411.832520 Iteration 15Q: 3 clusters Score -6656304 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 53779 members Entering Unmasked Estep Score: -6656499.000000 Penalty: 5411.832520 Iteration 16Q: 3 clusters Score -6656499 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 53934 members Entering Unmasked Estep Score: -6656633.500000 Penalty: 5411.832520 Iteration 17Q: 3 clusters Score -6656634 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 54029 members Entering Unmasked Estep Score: -6656714.500000 Penalty: 5411.832520 Iteration 18Q: 3 clusters Score -6656714 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 54087 members Entering Unmasked Estep Score: -6656748.500000 Penalty: 5411.832520 Iteration 19Q: 3 clusters Score -6656748 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 54118 members Entering Unmasked Estep Score: -6656781.000000 Penalty: 5411.832520 Iteration 20F: 3 clusters Score -6656781 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 54161 members Entering Unmasked Estep Score: -6656816.500000 Penalty: 5411.832520 Iteration 21Q: 3 clusters Score -6656816 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 54191 members Entering Unmasked Estep Score: -6656836.000000 Penalty: 5411.832520 Iteration 22Q: 3 clusters Score -6656836 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 54205 members Entering Unmasked Estep Score: -6656835.500000 Penalty: 5411.832520 Iteration 23Q: 3 clusters Score -6656836 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 54214 members Entering Unmasked Estep Score: -6656856.500000 Penalty: 5411.832520 Iteration 24Q: 3 clusters Score -6656856 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 54228 members Entering Unmasked Estep Score: -6656871.000000 Penalty: 5411.832520 Iteration 25Q: 3 clusters Score -6656871 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 54239 members Entering Unmasked Estep Score: -6656876.000000 Penalty: 5411.832520 Iteration 26Q: 3 clusters Score -6656876 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 54243 members Entering Unmasked Estep Score: -6656877.500000 Penalty: 5411.832520 Iteration 27Q: 3 clusters Score -6656878 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 54248 members Entering Unmasked Estep Score: -6656893.500000 Penalty: 5411.832520 Iteration 28Q: 3 clusters Score -6656894 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 54254 members Entering Unmasked Estep Score: -6656890.000000 Penalty: 5411.832520 Iteration 29Q: 3 clusters Score -6656890 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 54257 members Entering Unmasked Estep Score: -6656892.000000 Penalty: 5411.832520 Iteration 30Q: 3 clusters Score -6656892 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 54261 members Entering Unmasked Estep Score: -6656899.500000 Penalty: 5411.832520 Iteration 31Q: 3 clusters Score -6656900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 54258 members Entering Unmasked Estep Score: -6656899.000000 Penalty: 5411.832520 Iteration 32Q: 3 clusters Score -6656899 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 54259 members Entering Unmasked Estep Score: -6656898.500000 Penalty: 5411.832520 Iteration 33Q: 3 clusters Score -6656898 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 54259 members Entering Unmasked Estep Score: -6656898.500000 Penalty: 5411.832520 Iteration 34F: 3 clusters Score -6656898 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (6760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Entering Unmasked Estep Score: -808913.437500 Penalty: 2187.056885 Iteration 0F: 2 clusters Score -808913.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -803343.000000 Penalty: 4374.113770 Iteration 0F: 3 clusters Score -803343 nChanged 2693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -804892.500000 Penalty: 4374.113770 Iteration 1F: 3 clusters Score -804892.5 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -805304.062500 Penalty: 4374.113770 Iteration 2F: 3 clusters Score -805304.1 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -805713.562500 Penalty: 4374.113770 Iteration 3F: 3 clusters Score -805713.6 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -806094.437500 Penalty: 4374.113770 Iteration 4F: 3 clusters Score -806094.4 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -806404.562500 Penalty: 4374.113770 Iteration 5F: 3 clusters Score -806404.6 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -806685.125000 Penalty: 4374.113770 Iteration 6F: 3 clusters Score -806685.1 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -806919.187500 Penalty: 4374.113770 Iteration 7Q: 3 clusters Score -806919.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -807080.562500 Penalty: 4374.113770 Iteration 8Q: 3 clusters Score -807080.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -807182.937500 Penalty: 4374.113770 Iteration 9Q: 3 clusters Score -807182.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -807260.437500 Penalty: 4374.113770 Iteration 10Q: 3 clusters Score -807260.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -807328.312500 Penalty: 4374.113770 Iteration 11Q: 3 clusters Score -807328.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -807392.312500 Penalty: 4374.113770 Iteration 12Q: 3 clusters Score -807392.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -807448.625000 Penalty: 4374.113770 Iteration 13Q: 3 clusters Score -807448.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -807488.937500 Penalty: 4374.113770 Iteration 14Q: 3 clusters Score -807488.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -807521.062500 Penalty: 4374.113770 Iteration 15Q: 3 clusters Score -807521.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -807540.125000 Penalty: 4374.113770 Iteration 16Q: 3 clusters Score -807540.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -807560.000000 Penalty: 4374.113770 Iteration 17Q: 3 clusters Score -807560 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -807592.125000 Penalty: 4374.113770 Iteration 18Q: 3 clusters Score -807592.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -807625.375000 Penalty: 4374.113770 Iteration 19Q: 3 clusters Score -807625.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -807658.625000 Penalty: 4374.113770 Iteration 20F: 3 clusters Score -807658.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -807694.312500 Penalty: 4374.113770 Iteration 21Q: 3 clusters Score -807694.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -807729.187500 Penalty: 4374.113770 Iteration 22Q: 3 clusters Score -807729.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -807755.875000 Penalty: 4374.113770 Iteration 23Q: 3 clusters Score -807755.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -807777.437500 Penalty: 4374.113770 Iteration 24Q: 3 clusters Score -807777.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -807801.687500 Penalty: 4374.113770 Iteration 25Q: 3 clusters Score -807801.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -807825.437500 Penalty: 4374.113770 Iteration 26Q: 3 clusters Score -807825.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -807847.062500 Penalty: 4374.113770 Iteration 27Q: 3 clusters Score -807847.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -807857.875000 Penalty: 4374.113770 Iteration 28Q: 3 clusters Score -807857.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -807869.250000 Penalty: 4374.113770 Iteration 29Q: 3 clusters Score -807869.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -807879.562500 Penalty: 4374.113770 Iteration 30Q: 3 clusters Score -807879.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -807897.562500 Penalty: 4374.113770 Iteration 31Q: 3 clusters Score -807897.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -807910.812500 Penalty: 4374.113770 Iteration 32Q: 3 clusters Score -807910.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -807920.625000 Penalty: 4374.113770 Iteration 33Q: 3 clusters Score -807920.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -807925.062500 Penalty: 4374.113770 Iteration 34Q: 3 clusters Score -807925.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -807934.375000 Penalty: 4374.113770 Iteration 35Q: 3 clusters Score -807934.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -807941.375000 Penalty: 4374.113770 Iteration 36Q: 3 clusters Score -807941.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -807947.187500 Penalty: 4374.113770 Iteration 37Q: 3 clusters Score -807947.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -807949.687500 Penalty: 4374.113770 Iteration 38Q: 3 clusters Score -807949.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -807952.812500 Penalty: 4374.113770 Iteration 39Q: 3 clusters Score -807952.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -807954.500000 Penalty: 4374.113770 Iteration 40F: 3 clusters Score -807954.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -807955.125000 Penalty: 4374.113770 Iteration 41Q: 3 clusters Score -807955.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -807954.875000 Penalty: 4374.113770 Iteration 42Q: 3 clusters Score -807954.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -807954.250000 Penalty: 4374.113770 Iteration 43Q: 3 clusters Score -807954.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -807955.562500 Penalty: 4374.113770 Iteration 44Q: 3 clusters Score -807955.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -807957.375000 Penalty: 4374.113770 Iteration 45Q: 3 clusters Score -807957.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -807957.375000 Penalty: 4374.113770 Iteration 46Q: 3 clusters Score -807957.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -807957.750000 Penalty: 4374.113770 Iteration 47Q: 3 clusters Score -807957.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -807959.000000 Penalty: 4374.113770 Iteration 48Q: 3 clusters Score -807959 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -807960.937500 Penalty: 4374.113770 Iteration 49Q: 3 clusters Score -807960.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -807963.187500 Penalty: 4374.113770 Iteration 50Q: 3 clusters Score -807963.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -807964.250000 Penalty: 4374.113770 Iteration 51Q: 3 clusters Score -807964.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -807967.062500 Penalty: 4374.113770 Iteration 52Q: 3 clusters Score -807967.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -807969.562500 Penalty: 4374.113770 Iteration 53Q: 3 clusters Score -807969.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -807971.937500 Penalty: 4374.113770 Iteration 54Q: 3 clusters Score -807971.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -807974.312500 Penalty: 4374.113770 Iteration 55Q: 3 clusters Score -807974.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -807975.375000 Penalty: 4374.113770 Iteration 56Q: 3 clusters Score -807975.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -807978.437500 Penalty: 4374.113770 Iteration 57Q: 3 clusters Score -807978.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -807981.250000 Penalty: 4374.113770 Iteration 58Q: 3 clusters Score -807981.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -807980.562500 Penalty: 4374.113770 Iteration 59Q: 3 clusters Score -807980.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -807980.187500 Penalty: 4374.113770 Iteration 60F: 3 clusters Score -807980.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -807979.812500 Penalty: 4374.113770 Iteration 61Q: 3 clusters Score -807979.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -807981.625000 Penalty: 4374.113770 Iteration 62Q: 3 clusters Score -807981.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -807984.562500 Penalty: 4374.113770 Iteration 63Q: 3 clusters Score -807984.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -807987.500000 Penalty: 4374.113770 Iteration 64Q: 3 clusters Score -807987.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 5545 members Entering Unmasked Estep Score: -807987.187500 Penalty: 4374.113770 Iteration 65Q: 3 clusters Score -807987.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -807988.375000 Penalty: 4374.113770 Iteration 66Q: 3 clusters Score -807988.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -807988.250000 Penalty: 4374.113770 Iteration 67Q: 3 clusters Score -807988.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -807988.250000 Penalty: 4374.113770 Iteration 68F: 3 clusters Score -807988.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (8737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Entering Unmasked Estep Score: -1053929.750000 Penalty: 2250.679932 Iteration 0F: 2 clusters Score -1053930 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -1047023.562500 Penalty: 4501.359863 Iteration 0F: 3 clusters Score -1047024 nChanged 3593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1048947.000000 Penalty: 4501.359863 Iteration 1F: 3 clusters Score -1048947 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1049234.625000 Penalty: 4501.359863 Iteration 2F: 3 clusters Score -1049235 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1049443.375000 Penalty: 4501.359863 Iteration 3F: 3 clusters Score -1049443 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1049604.875000 Penalty: 4501.359863 Iteration 4Q: 3 clusters Score -1049605 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -1049738.250000 Penalty: 4501.359863 Iteration 5Q: 3 clusters Score -1049738 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -1049857.750000 Penalty: 4501.359863 Iteration 6Q: 3 clusters Score -1049858 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -1049960.125000 Penalty: 4501.359863 Iteration 7Q: 3 clusters Score -1049960 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1050063.000000 Penalty: 4501.359863 Iteration 8Q: 3 clusters Score -1050063 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -1050176.625000 Penalty: 4501.359863 Iteration 9Q: 3 clusters Score -1050177 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -1050308.375000 Penalty: 4501.359863 Iteration 10Q: 3 clusters Score -1050308 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1050434.875000 Penalty: 4501.359863 Iteration 11Q: 3 clusters Score -1050435 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1050559.500000 Penalty: 4501.359863 Iteration 12Q: 3 clusters Score -1050560 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -1050677.250000 Penalty: 4501.359863 Iteration 13Q: 3 clusters Score -1050677 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1050780.750000 Penalty: 4501.359863 Iteration 14Q: 3 clusters Score -1050781 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -1050881.875000 Penalty: 4501.359863 Iteration 15Q: 3 clusters Score -1050882 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -1050979.500000 Penalty: 4501.359863 Iteration 16Q: 3 clusters Score -1050980 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -1051077.125000 Penalty: 4501.359863 Iteration 17Q: 3 clusters Score -1051077 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1051182.750000 Penalty: 4501.359863 Iteration 18Q: 3 clusters Score -1051183 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -1051274.625000 Penalty: 4501.359863 Iteration 19Q: 3 clusters Score -1051275 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1051364.750000 Penalty: 4501.359863 Iteration 20F: 3 clusters Score -1051365 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -1051452.875000 Penalty: 4501.359863 Iteration 21Q: 3 clusters Score -1051453 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1051542.250000 Penalty: 4501.359863 Iteration 22Q: 3 clusters Score -1051542 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7989 members Mstep: Class 2 contains 748 members Entering Unmasked 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Unmasked Estep Score: -1051819.750000 Penalty: 4501.359863 Iteration 27Q: 3 clusters Score -1051820 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -1051845.000000 Penalty: 4501.359863 Iteration 28Q: 3 clusters Score -1051845 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1051860.125000 Penalty: 4501.359863 Iteration 29Q: 3 clusters Score -1051860 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1051875.375000 Penalty: 4501.359863 Iteration 30Q: 3 clusters Score -1051875 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1051884.000000 Penalty: 4501.359863 Iteration 31Q: 3 clusters Score -1051884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8297 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -1051889.500000 Penalty: 4501.359863 Iteration 32Q: 3 clusters Score -1051890 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8303 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1051893.500000 Penalty: 4501.359863 Iteration 33Q: 3 clusters Score -1051894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8307 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1051896.500000 Penalty: 4501.359863 Iteration 34Q: 3 clusters Score -1051896 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1051906.875000 Penalty: 4501.359863 Iteration 35Q: 3 clusters Score -1051907 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -1051914.375000 Penalty: 4501.359863 Iteration 36Q: 3 clusters Score -1051914 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8326 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -1051920.125000 Penalty: 4501.359863 Iteration 37Q: 3 clusters Score -1051920 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -1051927.000000 Penalty: 4501.359863 Iteration 38Q: 3 clusters Score -1051927 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8338 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1051934.125000 Penalty: 4501.359863 Iteration 39Q: 3 clusters Score -1051934 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -1051939.500000 Penalty: 4501.359863 Iteration 40F: 3 clusters Score -1051940 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8346 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1051945.250000 Penalty: 4501.359863 Iteration 41Q: 3 clusters Score -1051945 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8348 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1051946.625000 Penalty: 4501.359863 Iteration 42Q: 3 clusters Score -1051947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -1051947.625000 Penalty: 4501.359863 Iteration 43Q: 3 clusters Score -1051948 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8353 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1051951.375000 Penalty: 4501.359863 Iteration 44Q: 3 clusters Score -1051951 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1051954.750000 Penalty: 4501.359863 Iteration 45Q: 3 clusters Score -1051955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1051956.500000 Penalty: 4501.359863 Iteration 46Q: 3 clusters Score -1051956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -1051956.875000 Penalty: 4501.359863 Iteration 47Q: 3 clusters Score -1051957 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1051959.375000 Penalty: 4501.359863 Iteration 48Q: 3 clusters Score -1051959 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1051958.250000 Penalty: 4501.359863 Iteration 49Q: 3 clusters Score -1051958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1051961.250000 Penalty: 4501.359863 Iteration 50Q: 3 clusters Score -1051961 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -1051964.375000 Penalty: 4501.359863 Iteration 51Q: 3 clusters Score -1051964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1051966.625000 Penalty: 4501.359863 Iteration 52Q: 3 clusters Score -1051967 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1051970.500000 Penalty: 4501.359863 Iteration 53Q: 3 clusters Score -1051970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -1051969.125000 Penalty: 4501.359863 Iteration 54Q: 3 clusters Score -1051969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -1051973.125000 Penalty: 4501.359863 Iteration 55Q: 3 clusters Score -1051973 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -1051973.125000 Penalty: 4501.359863 Iteration 56F: 3 clusters Score -1051973 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14417 members Entering Unmasked Estep Score: -1587490.750000 Penalty: 2374.888428 Iteration 0F: 2 clusters Score -1587491 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 7069 members Entering Unmasked Estep Score: -1576991.250000 Penalty: 4749.776855 Iteration 0F: 3 clusters Score -1576991 nChanged 6186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8094 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -1580822.000000 Penalty: 4749.776855 Iteration 1F: 3 clusters Score -1580822 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -1581787.250000 Penalty: 4749.776855 Iteration 2F: 3 clusters Score -1581787 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -1582883.500000 Penalty: 4749.776855 Iteration 3F: 3 clusters Score -1582884 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9649 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -1584032.125000 Penalty: 4749.776855 Iteration 4F: 3 clusters Score -1584032 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -1584963.875000 Penalty: 4749.776855 Iteration 5F: 3 clusters Score -1584964 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10312 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -1585573.625000 Penalty: 4749.776855 Iteration 6F: 3 clusters Score -1585574 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -1585903.625000 Penalty: 4749.776855 Iteration 7Q: 3 clusters Score -1585904 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -1586107.500000 Penalty: 4749.776855 Iteration 8Q: 3 clusters Score -1586108 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1586251.625000 Penalty: 4749.776855 Iteration 9Q: 3 clusters Score -1586252 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1586361.750000 Penalty: 4749.776855 Iteration 10Q: 3 clusters Score -1586362 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11321 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -1586446.500000 Penalty: 4749.776855 Iteration 11Q: 3 clusters Score -1586446 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11451 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -1586497.750000 Penalty: 4749.776855 Iteration 12Q: 3 clusters Score -1586498 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1586538.125000 Penalty: 4749.776855 Iteration 13Q: 3 clusters Score -1586538 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11638 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1586562.875000 Penalty: 4749.776855 Iteration 14Q: 3 clusters Score -1586563 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1586664.000000 Penalty: 4749.776855 Iteration 19Q: 3 clusters Score -1586664 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1586682.375000 Penalty: 4749.776855 Iteration 20F: 3 clusters Score -1586682 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1586694.125000 Penalty: 4749.776855 Iteration 21Q: 3 clusters Score -1586694 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -1586699.375000 Penalty: 4749.776855 Iteration 22Q: 3 clusters Score -1586699 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -1586711.000000 Penalty: 4749.776855 Iteration 23Q: 3 clusters Score -1586711 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -1586719.875000 Penalty: 4749.776855 Iteration 24Q: 3 clusters Score -1586720 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12105 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1586726.875000 Penalty: 4749.776855 Iteration 25Q: 3 clusters Score -1586727 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1586735.000000 Penalty: 4749.776855 Iteration 26Q: 3 clusters Score -1586735 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -1586737.500000 Penalty: 4749.776855 Iteration 27Q: 3 clusters Score -1586738 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -1586743.000000 Penalty: 4749.776855 Iteration 28Q: 3 clusters Score -1586743 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12158 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -1586745.875000 Penalty: 4749.776855 Iteration 29Q: 3 clusters Score -1586746 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -1586753.250000 Penalty: 4749.776855 Iteration 30Q: 3 clusters Score -1586753 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1586754.250000 Penalty: 4749.776855 Iteration 31Q: 3 clusters Score -1586754 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1586762.000000 Penalty: 4749.776855 Iteration 32Q: 3 clusters Score -1586762 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -1586762.875000 Penalty: 4749.776855 Iteration 33Q: 3 clusters Score -1586763 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12217 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1586766.500000 Penalty: 4749.776855 Iteration 34Q: 3 clusters Score -1586766 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -1586767.500000 Penalty: 4749.776855 Iteration 35Q: 3 clusters Score -1586768 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -1586769.750000 Penalty: 4749.776855 Iteration 36Q: 3 clusters Score -1586770 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -1586772.750000 Penalty: 4749.776855 Iteration 37Q: 3 clusters Score -1586773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1586774.125000 Penalty: 4749.776855 Iteration 38Q: 3 clusters Score -1586774 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12237 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1586772.250000 Penalty: 4749.776855 Iteration 39Q: 3 clusters Score -1586772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -1586776.875000 Penalty: 4749.776855 Iteration 40F: 3 clusters Score -1586777 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12241 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -1586777.000000 Penalty: 4749.776855 Iteration 41Q: 3 clusters Score -1586777 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12244 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -1586777.250000 Penalty: 4749.776855 Iteration 42Q: 3 clusters Score -1586777 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12248 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1586779.375000 Penalty: 4749.776855 Iteration 43Q: 3 clusters Score -1586779 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1586786.000000 Penalty: 4749.776855 Iteration 44Q: 3 clusters Score -1586786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1586785.500000 Penalty: 4749.776855 Iteration 45Q: 3 clusters Score -1586786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -1586783.125000 Penalty: 4749.776855 Iteration 46Q: 3 clusters Score -1586783 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -1586788.875000 Penalty: 4749.776855 Iteration 47Q: 3 clusters Score -1586789 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1586785.875000 Penalty: 4749.776855 Iteration 48Q: 3 clusters Score -1586786 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12272 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1586792.625000 Penalty: 4749.776855 Iteration 49Q: 3 clusters Score -1586793 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1586798.625000 Penalty: 4749.776855 Iteration 50Q: 3 clusters Score -1586799 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1586797.875000 Penalty: 4749.776855 Iteration 51Q: 3 clusters Score -1586798 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12301 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1586802.500000 Penalty: 4749.776855 Iteration 52Q: 3 clusters Score -1586802 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1586807.750000 Penalty: 4749.776855 Iteration 53Q: 3 clusters Score -1586808 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12318 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -1586810.625000 Penalty: 4749.776855 Iteration 54Q: 3 clusters Score -1586811 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12326 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -1586814.375000 Penalty: 4749.776855 Iteration 55Q: 3 clusters Score -1586814 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12332 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -1586820.125000 Penalty: 4749.776855 Iteration 56Q: 3 clusters Score -1586820 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1586822.250000 Penalty: 4749.776855 Iteration 57Q: 3 clusters Score -1586822 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -1586821.250000 Penalty: 4749.776855 Iteration 58Q: 3 clusters Score -1586821 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12353 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -1586826.125000 Penalty: 4749.776855 Iteration 59Q: 3 clusters Score -1586826 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12361 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -1586830.000000 Penalty: 4749.776855 Iteration 60F: 3 clusters Score -1586830 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12370 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -1586837.500000 Penalty: 4749.776855 Iteration 61Q: 3 clusters Score -1586838 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1586845.625000 Penalty: 4749.776855 Iteration 62Q: 3 clusters Score -1586846 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -1586847.125000 Penalty: 4749.776855 Iteration 63Q: 3 clusters Score -1586847 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1586859.000000 Penalty: 4749.776855 Iteration 64Q: 3 clusters Score -1586859 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -1586866.000000 Penalty: 4749.776855 Iteration 65Q: 3 clusters Score -1586866 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -1586866.875000 Penalty: 4749.776855 Iteration 66Q: 3 clusters Score -1586867 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12393 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1586871.375000 Penalty: 4749.776855 Iteration 67Q: 3 clusters Score -1586871 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1586871.750000 Penalty: 4749.776855 Iteration 68Q: 3 clusters Score -1586872 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -1586884.375000 Penalty: 4749.776855 Iteration 69Q: 3 clusters Score -1586884 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12426 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -1586880.000000 Penalty: 4749.776855 Iteration 70Q: 3 clusters Score -1586880 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -1586885.250000 Penalty: 4749.776855 Iteration 71Q: 3 clusters Score -1586885 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12454 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1586889.125000 Penalty: 4749.776855 Iteration 72Q: 3 clusters Score -1586889 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12466 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -1586895.000000 Penalty: 4749.776855 Iteration 73Q: 3 clusters Score -1586895 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12483 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1586897.875000 Penalty: 4749.776855 Iteration 74Q: 3 clusters Score -1586898 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12495 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -1586898.750000 Penalty: 4749.776855 Iteration 75Q: 3 clusters Score -1586899 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12504 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -1586902.375000 Penalty: 4749.776855 Iteration 76Q: 3 clusters Score -1586902 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1586903.250000 Penalty: 4749.776855 Iteration 77Q: 3 clusters Score -1586903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1586904.625000 Penalty: 4749.776855 Iteration 78Q: 3 clusters Score -1586905 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12508 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1586906.750000 Penalty: 4749.776855 Iteration 79Q: 3 clusters Score -1586907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1586906.250000 Penalty: 4749.776855 Iteration 80F: 3 clusters Score -1586906 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1586905.125000 Penalty: 4749.776855 Iteration 81Q: 3 clusters Score -1586905 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -1586906.875000 Penalty: 4749.776855 Iteration 82Q: 3 clusters Score -1586907 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -1586906.875000 Penalty: 4749.776855 Iteration 83F: 3 clusters Score -1586907 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Entering Unmasked Estep Score: -840371.187500 Penalty: 2194.465820 Iteration 0F: 2 clusters Score -840371.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -834629.875000 Penalty: 4388.931641 Iteration 0F: 3 clusters Score -834629.9 nChanged 2766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -836313.687500 Penalty: 4388.931641 Iteration 1F: 3 clusters Score -836313.7 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -836663.562500 Penalty: 4388.931641 Iteration 2F: 3 clusters Score -836663.6 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -836937.437500 Penalty: 4388.931641 Iteration 3F: 3 clusters Score -836937.4 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -837166.937500 Penalty: 4388.931641 Iteration 4F: 3 clusters Score -837166.9 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -837379.375000 Penalty: 4388.931641 Iteration 5Q: 3 clusters Score -837379.4 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -837565.562500 Penalty: 4388.931641 Iteration 6Q: 3 clusters Score -837565.6 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -837761.187500 Penalty: 4388.931641 Iteration 7Q: 3 clusters Score -837761.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -837967.375000 Penalty: 4388.931641 Iteration 8Q: 3 clusters Score -837967.4 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -838176.062500 Penalty: 4388.931641 Iteration 9Q: 3 clusters Score -838176.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -838371.000000 Penalty: 4388.931641 Iteration 10Q: 3 clusters Score -838371 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -838529.500000 Penalty: 4388.931641 Iteration 11Q: 3 clusters Score -838529.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -838649.062500 Penalty: 4388.931641 Iteration 12Q: 3 clusters Score -838649.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -838747.062500 Penalty: 4388.931641 Iteration 13Q: 3 clusters Score -838747.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -838795.687500 Penalty: 4388.931641 Iteration 14Q: 3 clusters Score -838795.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -838834.250000 Penalty: 4388.931641 Iteration 15Q: 3 clusters Score -838834.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -838868.562500 Penalty: 4388.931641 Iteration 16Q: 3 clusters Score -838868.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -838902.375000 Penalty: 4388.931641 Iteration 17Q: 3 clusters Score -838902.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -838934.937500 Penalty: 4388.931641 Iteration 18Q: 3 clusters Score -838934.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -838950.687500 Penalty: 4388.931641 Iteration 19Q: 3 clusters Score -838950.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -838961.625000 Penalty: 4388.931641 Iteration 20F: 3 clusters Score -838961.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -838979.750000 Penalty: 4388.931641 Iteration 21Q: 3 clusters Score -838979.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -838991.812500 Penalty: 4388.931641 Iteration 22Q: 3 clusters Score -838991.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -839001.625000 Penalty: 4388.931641 Iteration 23Q: 3 clusters Score -839001.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -839012.812500 Penalty: 4388.931641 Iteration 24Q: 3 clusters Score -839012.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -839022.437500 Penalty: 4388.931641 Iteration 25Q: 3 clusters Score -839022.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -839025.937500 Penalty: 4388.931641 Iteration 26Q: 3 clusters Score -839025.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -839027.625000 Penalty: 4388.931641 Iteration 27Q: 3 clusters Score -839027.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -839030.875000 Penalty: 4388.931641 Iteration 28Q: 3 clusters Score -839030.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -839031.687500 Penalty: 4388.931641 Iteration 29Q: 3 clusters Score -839031.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -839032.000000 Penalty: 4388.931641 Iteration 30Q: 3 clusters Score -839032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -839033.750000 Penalty: 4388.931641 Iteration 31Q: 3 clusters Score -839033.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -839033.750000 Penalty: 4388.931641 Iteration 32F: 3 clusters Score -839033.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Entering Unmasked Estep Score: -389764.812500 Penalty: 2010.639893 Iteration 0F: 2 clusters Score -389764.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -386328.812500 Penalty: 4021.279785 Iteration 0F: 3 clusters Score -386328.8 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -386990.062500 Penalty: 4021.279785 Iteration 1F: 3 clusters Score -386990.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -387154.656250 Penalty: 4021.279785 Iteration 2F: 3 clusters Score -387154.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -387237.875000 Penalty: 4021.279785 Iteration 3Q: 3 clusters Score -387237.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -387290.062500 Penalty: 4021.279785 Iteration 4Q: 3 clusters Score -387290.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -387324.437500 Penalty: 4021.279785 Iteration 5Q: 3 clusters Score -387324.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -387347.250000 Penalty: 4021.279785 Iteration 6Q: 3 clusters Score -387347.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -387365.218750 Penalty: 4021.279785 Iteration 7Q: 3 clusters Score -387365.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -387382.968750 Penalty: 4021.279785 Iteration 8Q: 3 clusters Score -387383 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -387395.031250 Penalty: 4021.279785 Iteration 9Q: 3 clusters Score -387395 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -387406.125000 Penalty: 4021.279785 Iteration 10Q: 3 clusters Score -387406.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -387418.718750 Penalty: 4021.279785 Iteration 11Q: 3 clusters Score -387418.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -387430.093750 Penalty: 4021.279785 Iteration 12Q: 3 clusters Score -387430.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -387441.718750 Penalty: 4021.279785 Iteration 13Q: 3 clusters Score -387441.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -387448.312500 Penalty: 4021.279785 Iteration 14Q: 3 clusters Score -387448.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -387454.937500 Penalty: 4021.279785 Iteration 15Q: 3 clusters Score -387454.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -387459.687500 Penalty: 4021.279785 Iteration 16Q: 3 clusters Score -387459.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -387464.406250 Penalty: 4021.279785 Iteration 17Q: 3 clusters Score -387464.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -387468.625000 Penalty: 4021.279785 Iteration 18Q: 3 clusters Score -387468.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -387471.875000 Penalty: 4021.279785 Iteration 19Q: 3 clusters Score -387471.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -387473.687500 Penalty: 4021.279785 Iteration 20F: 3 clusters Score -387473.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -387476.312500 Penalty: 4021.279785 Iteration 21Q: 3 clusters Score -387476.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -387478.843750 Penalty: 4021.279785 Iteration 22Q: 3 clusters Score -387478.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -387481.906250 Penalty: 4021.279785 Iteration 23Q: 3 clusters Score -387481.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -387484.281250 Penalty: 4021.279785 Iteration 24Q: 3 clusters Score -387484.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -387486.843750 Penalty: 4021.279785 Iteration 25Q: 3 clusters Score -387486.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -387488.968750 Penalty: 4021.279785 Iteration 26Q: 3 clusters Score -387489 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -387490.593750 Penalty: 4021.279785 Iteration 27Q: 3 clusters Score -387490.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -387492.718750 Penalty: 4021.279785 Iteration 28Q: 3 clusters Score -387492.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -387493.656250 Penalty: 4021.279785 Iteration 29Q: 3 clusters Score -387493.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -387494.468750 Penalty: 4021.279785 Iteration 30Q: 3 clusters Score -387494.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -387495.093750 Penalty: 4021.279785 Iteration 31Q: 3 clusters Score -387495.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -387495.093750 Penalty: 4021.279785 Iteration 32F: 3 clusters Score -387495.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Entering Unmasked Estep Score: -61446.253906 Penalty: 1579.310303 Iteration 0F: 2 clusters Score -61446.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -59851.300781 Penalty: 3158.620605 Iteration 0F: 3 clusters Score -59851.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60049.789062 Penalty: 3158.620605 Iteration 1F: 3 clusters Score -60049.79 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -60109.609375 Penalty: 3158.620605 Iteration 2F: 3 clusters Score -60109.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -60164.996094 Penalty: 3158.620605 Iteration 3Q: 3 clusters Score -60165 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -60180.425781 Penalty: 3158.620605 Iteration 4Q: 3 clusters Score -60180.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -60191.089844 Penalty: 3158.620605 Iteration 5Q: 3 clusters Score -60191.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -60221.753906 Penalty: 3158.620605 Iteration 6Q: 3 clusters Score -60221.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -60233.933594 Penalty: 3158.620605 Iteration 7Q: 3 clusters Score -60233.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -60243.269531 Penalty: 3158.620605 Iteration 8Q: 3 clusters Score -60243.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -60246.390625 Penalty: 3158.620605 Iteration 9Q: 3 clusters Score -60246.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -60248.125000 Penalty: 3158.620605 Iteration 10Q: 3 clusters Score -60248.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -60254.179688 Penalty: 3158.620605 Iteration 11Q: 3 clusters Score -60254.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -60256.496094 Penalty: 3158.620605 Iteration 12Q: 3 clusters Score -60256.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -60256.496094 Penalty: 3158.620605 Iteration 13F: 3 clusters Score -60256.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Entering Unmasked Estep Score: -406736.968750 Penalty: 2018.798340 Iteration 0F: 2 clusters Score -406737 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -403185.687500 Penalty: 4037.596680 Iteration 0F: 3 clusters Score -403185.7 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -403932.031250 Penalty: 4037.596680 Iteration 1F: 3 clusters Score -403932 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -404108.718750 Penalty: 4037.596680 Iteration 2F: 3 clusters Score -404108.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -404237.375000 Penalty: 4037.596680 Iteration 3F: 3 clusters Score -404237.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -404330.218750 Penalty: 4037.596680 Iteration 4Q: 3 clusters Score -404330.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -404423.750000 Penalty: 4037.596680 Iteration 5Q: 3 clusters Score -404423.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -404505.625000 Penalty: 4037.596680 Iteration 6Q: 3 clusters Score -404505.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -404585.000000 Penalty: 4037.596680 Iteration 7Q: 3 clusters Score -404585 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -404650.093750 Penalty: 4037.596680 Iteration 8Q: 3 clusters Score -404650.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -404704.750000 Penalty: 4037.596680 Iteration 9Q: 3 clusters Score -404704.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -404745.843750 Penalty: 4037.596680 Iteration 10Q: 3 clusters Score -404745.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -404784.375000 Penalty: 4037.596680 Iteration 11Q: 3 clusters Score -404784.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -404824.750000 Penalty: 4037.596680 Iteration 12Q: 3 clusters Score -404824.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -404865.687500 Penalty: 4037.596680 Iteration 13Q: 3 clusters Score -404865.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -404905.718750 Penalty: 4037.596680 Iteration 14Q: 3 clusters Score -404905.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -404937.687500 Penalty: 4037.596680 Iteration 15Q: 3 clusters Score -404937.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -404966.312500 Penalty: 4037.596680 Iteration 16Q: 3 clusters Score -404966.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -404983.468750 Penalty: 4037.596680 Iteration 17Q: 3 clusters Score -404983.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -404993.093750 Penalty: 4037.596680 Iteration 18Q: 3 clusters Score -404993.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -404999.843750 Penalty: 4037.596680 Iteration 19Q: 3 clusters Score -404999.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -405007.375000 Penalty: 4037.596680 Iteration 20F: 3 clusters Score -405007.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -405010.625000 Penalty: 4037.596680 Iteration 21Q: 3 clusters Score -405010.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -405011.843750 Penalty: 4037.596680 Iteration 22Q: 3 clusters Score -405011.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -405013.968750 Penalty: 4037.596680 Iteration 23Q: 3 clusters Score -405014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -405016.281250 Penalty: 4037.596680 Iteration 24Q: 3 clusters Score -405016.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -405016.218750 Penalty: 4037.596680 Iteration 25Q: 3 clusters Score -405016.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -405016.750000 Penalty: 4037.596680 Iteration 26Q: 3 clusters Score -405016.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -405016.750000 Penalty: 4037.596680 Iteration 27F: 3 clusters Score -405016.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Entering Unmasked Estep Score: -1318982.125000 Penalty: 2306.036621 Iteration 0F: 2 clusters Score -1318982 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1310702.000000 Penalty: 4612.073242 Iteration 0F: 3 clusters Score -1310702 nChanged 4558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -1313151.250000 Penalty: 4612.073242 Iteration 1F: 3 clusters Score -1313151 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1313494.250000 Penalty: 4612.073242 Iteration 2F: 3 clusters Score -1313494 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -1313758.625000 Penalty: 4612.073242 Iteration 3F: 3 clusters Score -1313759 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -1313966.000000 Penalty: 4612.073242 Iteration 4Q: 3 clusters Score -1313966 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -1314148.625000 Penalty: 4612.073242 Iteration 5Q: 3 clusters Score -1314149 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1314318.875000 Penalty: 4612.073242 Iteration 6Q: 3 clusters Score -1314319 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1314481.250000 Penalty: 4612.073242 Iteration 7Q: 3 clusters Score -1314481 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -1314611.000000 Penalty: 4612.073242 Iteration 8Q: 3 clusters Score -1314611 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1314732.500000 Penalty: 4612.073242 Iteration 9Q: 3 clusters Score -1314732 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1314858.500000 Penalty: 4612.073242 Iteration 10Q: 3 clusters Score -1314858 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1314984.375000 Penalty: 4612.073242 Iteration 11Q: 3 clusters Score -1314984 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -1315126.750000 Penalty: 4612.073242 Iteration 12Q: 3 clusters Score -1315127 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1315270.000000 Penalty: 4612.073242 Iteration 13Q: 3 clusters Score -1315270 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -1315416.750000 Penalty: 4612.073242 Iteration 14Q: 3 clusters Score -1315417 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1315542.750000 Penalty: 4612.073242 Iteration 15Q: 3 clusters Score -1315543 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -1315692.250000 Penalty: 4612.073242 Iteration 16Q: 3 clusters Score -1315692 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -1315837.750000 Penalty: 4612.073242 Iteration 17Q: 3 clusters Score -1315838 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -1315965.250000 Penalty: 4612.073242 Iteration 18Q: 3 clusters Score -1315965 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1316078.125000 Penalty: 4612.073242 Iteration 19Q: 3 clusters Score -1316078 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1316173.250000 Penalty: 4612.073242 Iteration 20F: 3 clusters Score -1316173 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1316244.250000 Penalty: 4612.073242 Iteration 21Q: 3 clusters Score -1316244 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8729 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1316315.625000 Penalty: 4612.073242 Iteration 22Q: 3 clusters Score -1316316 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1316379.000000 Penalty: 4612.073242 Iteration 23Q: 3 clusters Score -1316379 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -1316434.750000 Penalty: 4612.073242 Iteration 24Q: 3 clusters Score -1316435 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1316488.875000 Penalty: 4612.073242 Iteration 25Q: 3 clusters Score -1316489 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -1316541.875000 Penalty: 4612.073242 Iteration 26Q: 3 clusters Score -1316542 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -1316580.875000 Penalty: 4612.073242 Iteration 27Q: 3 clusters Score -1316581 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -1316607.750000 Penalty: 4612.073242 Iteration 28Q: 3 clusters Score -1316608 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9379 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -1316640.750000 Penalty: 4612.073242 Iteration 29Q: 3 clusters Score -1316641 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9444 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1316667.250000 Penalty: 4612.073242 Iteration 30Q: 3 clusters Score -1316667 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -1316693.125000 Penalty: 4612.073242 Iteration 31Q: 3 clusters Score -1316693 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -1316709.750000 Penalty: 4612.073242 Iteration 32Q: 3 clusters Score -1316710 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1316738.125000 Penalty: 4612.073242 Iteration 33Q: 3 clusters Score -1316738 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1316759.125000 Penalty: 4612.073242 Iteration 34Q: 3 clusters Score -1316759 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9697 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1316784.250000 Penalty: 4612.073242 Iteration 35Q: 3 clusters Score -1316784 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9748 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -1316821.250000 Penalty: 4612.073242 Iteration 36Q: 3 clusters Score -1316821 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -1316842.250000 Penalty: 4612.073242 Iteration 37Q: 3 clusters Score -1316842 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -1316866.625000 Penalty: 4612.073242 Iteration 38Q: 3 clusters Score -1316867 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1316894.250000 Penalty: 4612.073242 Iteration 39Q: 3 clusters Score -1316894 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1316916.375000 Penalty: 4612.073242 Iteration 40F: 3 clusters Score -1316916 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1316931.000000 Penalty: 4612.073242 Iteration 41Q: 3 clusters Score -1316931 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -1316939.750000 Penalty: 4612.073242 Iteration 42Q: 3 clusters Score -1316940 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10005 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1316950.375000 Penalty: 4612.073242 Iteration 43Q: 3 clusters Score -1316950 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1316958.125000 Penalty: 4612.073242 Iteration 44Q: 3 clusters Score -1316958 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1316964.250000 Penalty: 4612.073242 Iteration 45Q: 3 clusters Score -1316964 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1316977.250000 Penalty: 4612.073242 Iteration 46Q: 3 clusters Score -1316977 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1316984.125000 Penalty: 4612.073242 Iteration 47Q: 3 clusters Score -1316984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10090 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1316990.250000 Penalty: 4612.073242 Iteration 48Q: 3 clusters Score -1316990 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1316993.625000 Penalty: 4612.073242 Iteration 49Q: 3 clusters Score -1316994 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1316995.500000 Penalty: 4612.073242 Iteration 50Q: 3 clusters Score -1316996 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1316998.000000 Penalty: 4612.073242 Iteration 51Q: 3 clusters Score -1316998 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10120 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1317000.125000 Penalty: 4612.073242 Iteration 52Q: 3 clusters Score -1317000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10127 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1317005.250000 Penalty: 4612.073242 Iteration 53Q: 3 clusters Score -1317005 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1317006.000000 Penalty: 4612.073242 Iteration 54Q: 3 clusters Score -1317006 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10139 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1317006.625000 Penalty: 4612.073242 Iteration 55Q: 3 clusters Score -1317007 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10141 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1317008.500000 Penalty: 4612.073242 Iteration 56Q: 3 clusters Score -1317008 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1317009.625000 Penalty: 4612.073242 Iteration 57Q: 3 clusters Score -1317010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1317010.125000 Penalty: 4612.073242 Iteration 58Q: 3 clusters Score -1317010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10144 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1317011.875000 Penalty: 4612.073242 Iteration 59Q: 3 clusters Score -1317012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10148 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -1317014.000000 Penalty: 4612.073242 Iteration 60F: 3 clusters Score -1317014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10151 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1317014.750000 Penalty: 4612.073242 Iteration 61Q: 3 clusters Score -1317015 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10155 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1317016.875000 Penalty: 4612.073242 Iteration 62Q: 3 clusters Score -1317017 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1317019.500000 Penalty: 4612.073242 Iteration 63Q: 3 clusters Score -1317020 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10167 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1317021.625000 Penalty: 4612.073242 Iteration 64Q: 3 clusters Score -1317022 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1317030.750000 Penalty: 4612.073242 Iteration 65Q: 3 clusters Score -1317031 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1317035.375000 Penalty: 4612.073242 Iteration 66Q: 3 clusters Score -1317035 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1317038.875000 Penalty: 4612.073242 Iteration 67Q: 3 clusters Score -1317039 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1317048.000000 Penalty: 4612.073242 Iteration 68Q: 3 clusters Score -1317048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -1317047.625000 Penalty: 4612.073242 Iteration 69Q: 3 clusters Score -1317048 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -1317047.625000 Penalty: 4612.073242 Iteration 70F: 3 clusters Score -1317048 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8714 members Entering Unmasked Estep Score: -1035841.187500 Penalty: 2250.026123 Iteration 0F: 2 clusters Score -1035841 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1029048.125000 Penalty: 4500.052246 Iteration 0F: 3 clusters Score -1029048 nChanged 3628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -1031337.187500 Penalty: 4500.052246 Iteration 1F: 3 clusters Score -1031337 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -1032035.187500 Penalty: 4500.052246 Iteration 2F: 3 clusters Score -1032035 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1032776.875000 Penalty: 4500.052246 Iteration 3F: 3 clusters Score -1032777 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -1033504.687500 Penalty: 4500.052246 Iteration 4F: 3 clusters Score -1033505 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -1034081.187500 Penalty: 4500.052246 Iteration 5F: 3 clusters Score -1034081 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -1034456.437500 Penalty: 4500.052246 Iteration 6F: 3 clusters Score -1034456 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -1034644.625000 Penalty: 4500.052246 Iteration 7Q: 3 clusters Score -1034645 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -1034782.250000 Penalty: 4500.052246 Iteration 8Q: 3 clusters Score -1034782 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1034856.125000 Penalty: 4500.052246 Iteration 9Q: 3 clusters Score -1034856 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 6748 members Entering Unmasked Estep Score: -1034905.375000 Penalty: 4500.052246 Iteration 10Q: 3 clusters Score -1034905 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -1034952.250000 Penalty: 4500.052246 Iteration 11Q: 3 clusters Score -1034952 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -1034990.375000 Penalty: 4500.052246 Iteration 12Q: 3 clusters Score -1034990 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -1035022.125000 Penalty: 4500.052246 Iteration 13Q: 3 clusters Score -1035022 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -1035047.000000 Penalty: 4500.052246 Iteration 14Q: 3 clusters Score -1035047 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -1035069.000000 Penalty: 4500.052246 Iteration 15Q: 3 clusters Score -1035069 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -1035093.437500 Penalty: 4500.052246 Iteration 16Q: 3 clusters Score -1035093 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -1035112.812500 Penalty: 4500.052246 Iteration 17Q: 3 clusters Score -1035113 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1035132.000000 Penalty: 4500.052246 Iteration 18Q: 3 clusters Score -1035132 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -1035151.562500 Penalty: 4500.052246 Iteration 19Q: 3 clusters Score -1035152 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -1035169.125000 Penalty: 4500.052246 Iteration 20F: 3 clusters Score -1035169 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -1035187.875000 Penalty: 4500.052246 Iteration 21Q: 3 clusters Score -1035188 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -1035200.812500 Penalty: 4500.052246 Iteration 22Q: 3 clusters Score -1035201 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -1035218.500000 Penalty: 4500.052246 Iteration 23Q: 3 clusters Score -1035218 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1035233.500000 Penalty: 4500.052246 Iteration 24Q: 3 clusters Score -1035234 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -1035250.875000 Penalty: 4500.052246 Iteration 25Q: 3 clusters Score -1035251 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -1035265.875000 Penalty: 4500.052246 Iteration 26Q: 3 clusters Score -1035266 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -1035285.687500 Penalty: 4500.052246 Iteration 27Q: 3 clusters Score -1035286 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -1035302.312500 Penalty: 4500.052246 Iteration 28Q: 3 clusters Score -1035302 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -1035323.187500 Penalty: 4500.052246 Iteration 29Q: 3 clusters Score -1035323 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -1035342.375000 Penalty: 4500.052246 Iteration 30Q: 3 clusters Score -1035342 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1035369.000000 Penalty: 4500.052246 Iteration 31Q: 3 clusters Score -1035369 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -1035388.125000 Penalty: 4500.052246 Iteration 32Q: 3 clusters Score -1035388 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -1035411.562500 Penalty: 4500.052246 Iteration 33Q: 3 clusters Score -1035412 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -1035436.062500 Penalty: 4500.052246 Iteration 34Q: 3 clusters Score -1035436 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -1035454.875000 Penalty: 4500.052246 Iteration 35Q: 3 clusters Score -1035455 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -1035468.312500 Penalty: 4500.052246 Iteration 36Q: 3 clusters Score -1035468 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1035480.375000 Penalty: 4500.052246 Iteration 37Q: 3 clusters Score -1035480 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -1035487.187500 Penalty: 4500.052246 Iteration 38Q: 3 clusters Score -1035487 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -1035494.500000 Penalty: 4500.052246 Iteration 39Q: 3 clusters Score -1035494 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1035505.000000 Penalty: 4500.052246 Iteration 40F: 3 clusters Score -1035505 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1035506.875000 Penalty: 4500.052246 Iteration 41Q: 3 clusters Score -1035507 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1035510.625000 Penalty: 4500.052246 Iteration 42Q: 3 clusters Score -1035511 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -1035512.312500 Penalty: 4500.052246 Iteration 43Q: 3 clusters Score -1035512 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -1035514.625000 Penalty: 4500.052246 Iteration 44Q: 3 clusters Score -1035515 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -1035517.000000 Penalty: 4500.052246 Iteration 45Q: 3 clusters Score -1035517 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -1035517.000000 Penalty: 4500.052246 Iteration 46Q: 3 clusters Score -1035517 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -1035520.437500 Penalty: 4500.052246 Iteration 47Q: 3 clusters Score -1035520 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -1035520.625000 Penalty: 4500.052246 Iteration 48Q: 3 clusters Score -1035521 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1035521.562500 Penalty: 4500.052246 Iteration 49Q: 3 clusters Score -1035522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -1035522.750000 Penalty: 4500.052246 Iteration 50Q: 3 clusters Score -1035523 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1035521.937500 Penalty: 4500.052246 Iteration 51Q: 3 clusters Score -1035522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1035521.937500 Penalty: 4500.052246 Iteration 52F: 3 clusters Score -1035522 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Entering Unmasked Estep Score: -1296433.250000 Penalty: 2300.131348 Iteration 0F: 2 clusters Score -1296433 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -1288381.375000 Penalty: 4600.262695 Iteration 0F: 3 clusters Score -1288381 nChanged 4358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -1290681.375000 Penalty: 4600.262695 Iteration 1F: 3 clusters Score -1290681 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1290988.750000 Penalty: 4600.262695 Iteration 2F: 3 clusters Score -1290989 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1291285.125000 Penalty: 4600.262695 Iteration 3F: 3 clusters Score -1291285 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1291583.750000 Penalty: 4600.262695 Iteration 4F: 3 clusters Score -1291584 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1291959.125000 Penalty: 4600.262695 Iteration 5F: 3 clusters Score -1291959 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -1292383.750000 Penalty: 4600.262695 Iteration 6F: 3 clusters Score -1292384 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -1292850.500000 Penalty: 4600.262695 Iteration 7F: 3 clusters Score -1292850 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1293249.625000 Penalty: 4600.262695 Iteration 8F: 3 clusters Score -1293250 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -1293576.000000 Penalty: 4600.262695 Iteration 9Q: 3 clusters Score -1293576 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1293817.500000 Penalty: 4600.262695 Iteration 10Q: 3 clusters Score -1293818 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1293983.875000 Penalty: 4600.262695 Iteration 11Q: 3 clusters Score -1293984 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -1294093.625000 Penalty: 4600.262695 Iteration 12Q: 3 clusters Score -1294094 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9483 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1294160.125000 Penalty: 4600.262695 Iteration 13Q: 3 clusters Score -1294160 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9566 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1294207.625000 Penalty: 4600.262695 Iteration 14Q: 3 clusters Score -1294208 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1294255.750000 Penalty: 4600.262695 Iteration 15Q: 3 clusters Score -1294256 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -1294299.750000 Penalty: 4600.262695 Iteration 16Q: 3 clusters Score -1294300 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1294337.250000 Penalty: 4600.262695 Iteration 17Q: 3 clusters Score -1294337 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1294365.375000 Penalty: 4600.262695 Iteration 18Q: 3 clusters Score -1294365 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1294382.125000 Penalty: 4600.262695 Iteration 19Q: 3 clusters Score -1294382 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1294395.625000 Penalty: 4600.262695 Iteration 20F: 3 clusters Score -1294396 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1294411.875000 Penalty: 4600.262695 Iteration 21Q: 3 clusters Score -1294412 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1294421.000000 Penalty: 4600.262695 Iteration 22Q: 3 clusters Score -1294421 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1294435.500000 Penalty: 4600.262695 Iteration 23Q: 3 clusters Score -1294436 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1294437.375000 Penalty: 4600.262695 Iteration 24Q: 3 clusters Score -1294437 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9939 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -1294440.375000 Penalty: 4600.262695 Iteration 25Q: 3 clusters Score -1294440 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1294441.250000 Penalty: 4600.262695 Iteration 26Q: 3 clusters Score -1294441 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9948 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1294444.375000 Penalty: 4600.262695 Iteration 27Q: 3 clusters Score -1294444 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -1294447.250000 Penalty: 4600.262695 Iteration 28Q: 3 clusters Score -1294447 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -1294452.375000 Penalty: 4600.262695 Iteration 29Q: 3 clusters Score -1294452 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1294453.375000 Penalty: 4600.262695 Iteration 30Q: 3 clusters Score -1294453 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9961 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1294454.125000 Penalty: 4600.262695 Iteration 31Q: 3 clusters Score -1294454 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9961 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1294454.125000 Penalty: 4600.262695 Iteration 32F: 3 clusters Score -1294454 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4801 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Entering Unmasked Estep Score: -573900.312500 Penalty: 2102.191650 Iteration 0F: 2 clusters Score -573900.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -569480.250000 Penalty: 4204.383301 Iteration 0F: 3 clusters Score -569480.2 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -570569.375000 Penalty: 4204.383301 Iteration 1F: 3 clusters Score -570569.4 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -570804.375000 Penalty: 4204.383301 Iteration 2F: 3 clusters Score -570804.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -570972.000000 Penalty: 4204.383301 Iteration 3F: 3 clusters Score -570972 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -571152.937500 Penalty: 4204.383301 Iteration 4Q: 3 clusters Score -571152.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -571320.312500 Penalty: 4204.383301 Iteration 5Q: 3 clusters Score -571320.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -571464.187500 Penalty: 4204.383301 Iteration 6Q: 3 clusters Score -571464.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -571592.750000 Penalty: 4204.383301 Iteration 7Q: 3 clusters Score -571592.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -571694.375000 Penalty: 4204.383301 Iteration 8Q: 3 clusters Score -571694.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -571775.937500 Penalty: 4204.383301 Iteration 9Q: 3 clusters Score -571775.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -571852.625000 Penalty: 4204.383301 Iteration 10Q: 3 clusters Score -571852.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -571924.937500 Penalty: 4204.383301 Iteration 11Q: 3 clusters Score -571924.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -571985.937500 Penalty: 4204.383301 Iteration 12Q: 3 clusters Score -571985.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -572026.125000 Penalty: 4204.383301 Iteration 13Q: 3 clusters Score -572026.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -572060.187500 Penalty: 4204.383301 Iteration 14Q: 3 clusters Score -572060.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -572087.937500 Penalty: 4204.383301 Iteration 15Q: 3 clusters Score -572087.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -572123.687500 Penalty: 4204.383301 Iteration 16Q: 3 clusters Score -572123.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -572157.062500 Penalty: 4204.383301 Iteration 17Q: 3 clusters Score -572157.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -572186.625000 Penalty: 4204.383301 Iteration 18Q: 3 clusters Score -572186.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -572216.000000 Penalty: 4204.383301 Iteration 19Q: 3 clusters Score -572216 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -572232.125000 Penalty: 4204.383301 Iteration 20F: 3 clusters Score -572232.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -572241.375000 Penalty: 4204.383301 Iteration 21Q: 3 clusters Score -572241.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -572252.500000 Penalty: 4204.383301 Iteration 22Q: 3 clusters Score -572252.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -572267.875000 Penalty: 4204.383301 Iteration 23Q: 3 clusters Score -572267.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -572280.875000 Penalty: 4204.383301 Iteration 24Q: 3 clusters Score -572280.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -572294.750000 Penalty: 4204.383301 Iteration 25Q: 3 clusters Score -572294.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -572304.875000 Penalty: 4204.383301 Iteration 26Q: 3 clusters Score -572304.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -572310.875000 Penalty: 4204.383301 Iteration 27Q: 3 clusters Score -572310.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -572316.812500 Penalty: 4204.383301 Iteration 28Q: 3 clusters Score -572316.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -572322.250000 Penalty: 4204.383301 Iteration 29Q: 3 clusters Score -572322.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -572326.562500 Penalty: 4204.383301 Iteration 30Q: 3 clusters Score -572326.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -572330.312500 Penalty: 4204.383301 Iteration 31Q: 3 clusters Score -572330.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -572332.625000 Penalty: 4204.383301 Iteration 32Q: 3 clusters Score -572332.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -572333.625000 Penalty: 4204.383301 Iteration 33Q: 3 clusters Score -572333.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -572334.000000 Penalty: 4204.383301 Iteration 34Q: 3 clusters Score -572334 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -572334.437500 Penalty: 4204.383301 Iteration 35Q: 3 clusters Score -572334.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -572336.437500 Penalty: 4204.383301 Iteration 36Q: 3 clusters Score -572336.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -572336.500000 Penalty: 4204.383301 Iteration 37Q: 3 clusters Score -572336.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -572336.875000 Penalty: 4204.383301 Iteration 38Q: 3 clusters Score -572336.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -572338.000000 Penalty: 4204.383301 Iteration 39Q: 3 clusters Score -572338 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -572337.937500 Penalty: 4204.383301 Iteration 40F: 3 clusters Score -572337.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -572338.562500 Penalty: 4204.383301 Iteration 41Q: 3 clusters Score -572338.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -572338.750000 Penalty: 4204.383301 Iteration 42Q: 3 clusters Score -572338.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -572339.937500 Penalty: 4204.383301 Iteration 43Q: 3 clusters Score -572339.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -572342.750000 Penalty: 4204.383301 Iteration 44Q: 3 clusters Score -572342.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -572342.125000 Penalty: 4204.383301 Iteration 45Q: 3 clusters Score -572342.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -572344.625000 Penalty: 4204.383301 Iteration 46Q: 3 clusters Score -572344.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -572345.937500 Penalty: 4204.383301 Iteration 47Q: 3 clusters Score -572345.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -572346.750000 Penalty: 4204.383301 Iteration 48Q: 3 clusters Score -572346.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -572350.187500 Penalty: 4204.383301 Iteration 49Q: 3 clusters Score -572350.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -572353.125000 Penalty: 4204.383301 Iteration 50Q: 3 clusters Score -572353.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -572354.437500 Penalty: 4204.383301 Iteration 51Q: 3 clusters Score -572354.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -572356.000000 Penalty: 4204.383301 Iteration 52Q: 3 clusters Score -572356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -572355.812500 Penalty: 4204.383301 Iteration 53Q: 3 clusters Score -572355.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -572355.812500 Penalty: 4204.383301 Iteration 54F: 3 clusters Score -572355.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (101144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101144 members Entering Unmasked Estep Score: -12262272.000000 Penalty: 2858.026611 Iteration 0F: 2 clusters Score -1.226227e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50684 members Mstep: Class 2 contains 50460 members Entering Unmasked Estep Score: -12194393.000000 Penalty: 5716.053223 Iteration 0F: 3 clusters Score -1.219439e+07 nChanged 47981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52231 members Mstep: Class 2 contains 48913 members Entering Unmasked Estep Score: -12221680.000000 Penalty: 5716.053223 Iteration 1F: 3 clusters Score -1.222168e+07 nChanged 3580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53281 members Mstep: Class 2 contains 47863 members Entering Unmasked Estep Score: -12222682.000000 Penalty: 5716.053223 Iteration 2Q: 3 clusters Score -1.222268e+07 nChanged 3896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54807 members Mstep: Class 2 contains 46337 members Entering Unmasked Estep Score: -12223949.000000 Penalty: 5716.053223 Iteration 3Q: 3 clusters Score -1.222395e+07 nChanged 4212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56893 members Mstep: Class 2 contains 44251 members Entering Unmasked Estep Score: -12225673.000000 Penalty: 5716.053223 Iteration 4Q: 3 clusters Score -1.222567e+07 nChanged 4723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59728 members Mstep: Class 2 contains 41416 members Entering Unmasked Estep Score: -12227905.000000 Penalty: 5716.053223 Iteration 5Q: 3 clusters Score -1.22279e+07 nChanged 5368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63484 members Mstep: Class 2 contains 37660 members Entering Unmasked Estep Score: -12230802.000000 Penalty: 5716.053223 Iteration 6F: 3 clusters Score -1.22308e+07 nChanged 5981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68087 members Mstep: Class 2 contains 33057 members Entering Unmasked Estep Score: -12234411.000000 Penalty: 5716.053223 Iteration 7F: 3 clusters Score -1.223441e+07 nChanged 6214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73291 members Mstep: Class 2 contains 27853 members Entering Unmasked Estep Score: -12238956.000000 Penalty: 5716.053223 Iteration 8F: 3 clusters Score -1.223896e+07 nChanged 5849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78396 members Mstep: Class 2 contains 22748 members Entering Unmasked Estep Score: -12243348.000000 Penalty: 5716.053223 Iteration 9F: 3 clusters Score -1.224335e+07 nChanged 5028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82962 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -12247364.000000 Penalty: 5716.053223 Iteration 10Q: 3 clusters Score -1.224736e+07 nChanged 3954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86612 members Mstep: Class 2 contains 14532 members Entering Unmasked Estep Score: -12250377.000000 Penalty: 5716.053223 Iteration 11Q: 3 clusters Score -1.225038e+07 nChanged 3119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89595 members Mstep: Class 2 contains 11549 members Entering Unmasked Estep Score: -12252670.000000 Penalty: 5716.053223 Iteration 12Q: 3 clusters Score -1.225267e+07 nChanged 2451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91990 members Mstep: Class 2 contains 9154 members Entering Unmasked Estep Score: -12254516.000000 Penalty: 5716.053223 Iteration 13Q: 3 clusters Score -1.225452e+07 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93948 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -12256077.000000 Penalty: 5716.053223 Iteration 14Q: 3 clusters Score -1.225608e+07 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95446 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -12257290.000000 Penalty: 5716.053223 Iteration 15Q: 3 clusters Score -1.225729e+07 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96599 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -12258236.000000 Penalty: 5716.053223 Iteration 16Q: 3 clusters Score -1.225824e+07 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97418 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -12259029.000000 Penalty: 5716.053223 Iteration 17Q: 3 clusters Score -1.225903e+07 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97956 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -12259432.000000 Penalty: 5716.053223 Iteration 18Q: 3 clusters Score -1.225943e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98361 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -12259758.000000 Penalty: 5716.053223 Iteration 19Q: 3 clusters Score -1.225976e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98656 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -12259975.000000 Penalty: 5716.053223 Iteration 20F: 3 clusters Score -1.225998e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98851 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -12260074.000000 Penalty: 5716.053223 Iteration 21Q: 3 clusters Score -1.226007e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98984 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -12260126.000000 Penalty: 5716.053223 Iteration 22Q: 3 clusters Score -1.226013e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99070 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -12260177.000000 Penalty: 5716.053223 Iteration 23Q: 3 clusters Score -1.226018e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99146 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -12260188.000000 Penalty: 5716.053223 Iteration 24Q: 3 clusters Score -1.226019e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99213 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -12260230.000000 Penalty: 5716.053223 Iteration 25Q: 3 clusters Score -1.226023e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99262 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -12260245.000000 Penalty: 5716.053223 Iteration 26Q: 3 clusters Score -1.226024e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99304 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -12260259.000000 Penalty: 5716.053223 Iteration 27Q: 3 clusters Score -1.226026e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99330 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -12260273.000000 Penalty: 5716.053223 Iteration 28Q: 3 clusters Score -1.226027e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99354 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -12260290.000000 Penalty: 5716.053223 Iteration 29Q: 3 clusters Score -1.226029e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99375 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -12260279.000000 Penalty: 5716.053223 Iteration 30Q: 3 clusters Score -1.226028e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99392 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -12260277.000000 Penalty: 5716.053223 Iteration 31Q: 3 clusters Score -1.226028e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99407 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -12260269.000000 Penalty: 5716.053223 Iteration 32Q: 3 clusters Score -1.226027e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99418 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -12260283.000000 Penalty: 5716.053223 Iteration 33Q: 3 clusters Score -1.226028e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99429 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -12260274.000000 Penalty: 5716.053223 Iteration 34Q: 3 clusters Score -1.226027e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99442 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -12260298.000000 Penalty: 5716.053223 Iteration 35Q: 3 clusters Score -1.22603e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99458 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -12260310.000000 Penalty: 5716.053223 Iteration 36Q: 3 clusters Score -1.226031e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99475 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -12260293.000000 Penalty: 5716.053223 Iteration 37Q: 3 clusters Score -1.226029e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99485 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -12260292.000000 Penalty: 5716.053223 Iteration 38Q: 3 clusters Score -1.226029e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99493 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -12260292.000000 Penalty: 5716.053223 Iteration 39Q: 3 clusters Score -1.226029e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99499 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -12260307.000000 Penalty: 5716.053223 Iteration 40F: 3 clusters Score -1.226031e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99504 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -12260308.000000 Penalty: 5716.053223 Iteration 41Q: 3 clusters Score -1.226031e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99507 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -12260303.000000 Penalty: 5716.053223 Iteration 42Q: 3 clusters Score -1.22603e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99513 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -12260299.000000 Penalty: 5716.053223 Iteration 43Q: 3 clusters Score -1.22603e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99515 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -12260309.000000 Penalty: 5716.053223 Iteration 44Q: 3 clusters Score -1.226031e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99521 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -12260302.000000 Penalty: 5716.053223 Iteration 45Q: 3 clusters Score -1.22603e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99527 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -12260298.000000 Penalty: 5716.053223 Iteration 46Q: 3 clusters Score -1.22603e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99531 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -12260288.000000 Penalty: 5716.053223 Iteration 47Q: 3 clusters Score -1.226029e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99536 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -12260289.000000 Penalty: 5716.053223 Iteration 48Q: 3 clusters Score -1.226029e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99540 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -12260283.000000 Penalty: 5716.053223 Iteration 49Q: 3 clusters Score -1.226028e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99540 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -12260291.000000 Penalty: 5716.053223 Iteration 50Q: 3 clusters Score -1.226029e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99542 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -12260292.000000 Penalty: 5716.053223 Iteration 51Q: 3 clusters Score -1.226029e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99543 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -12260304.000000 Penalty: 5716.053223 Iteration 52Q: 3 clusters Score -1.22603e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99544 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -12260290.000000 Penalty: 5716.053223 Iteration 53Q: 3 clusters Score -1.226029e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99545 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -12260294.000000 Penalty: 5716.053223 Iteration 54Q: 3 clusters Score -1.226029e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99546 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -12260303.000000 Penalty: 5716.053223 Iteration 55Q: 3 clusters Score -1.22603e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99548 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -12260304.000000 Penalty: 5716.053223 Iteration 56Q: 3 clusters Score -1.22603e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99551 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -12260304.000000 Penalty: 5716.053223 Iteration 57Q: 3 clusters Score -1.22603e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99553 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -12260309.000000 Penalty: 5716.053223 Iteration 58Q: 3 clusters Score -1.226031e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99553 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -12260316.000000 Penalty: 5716.053223 Iteration 59Q: 3 clusters Score -1.226032e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99553 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -12260316.000000 Penalty: 5716.053223 Iteration 60F: 3 clusters Score -1.226032e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4248 members Mstep: Class 4 contains 8972 members Mstep: Class 5 contains 27195 members Mstep: Class 6 contains 54773 members Mstep: Class 7 contains 6760 members Mstep: Class 8 contains 8737 members Mstep: Class 9 contains 14417 members Mstep: Class 10 contains 6965 members Mstep: Class 11 contains 3319 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3430 members Mstep: Class 16 contains 10922 members Mstep: Class 17 contains 8714 members Mstep: Class 19 contains 10665 members Mstep: Class 20 contains 4801 members Mstep: Class 21 contains 101144 members Entering Unmasked Estep ConsiderDeletion Score: -33513840.000000 Penalty: 56051.496094 Iteration 79Q: 19 clusters Score -3.351384e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4226 members Mstep: Class 4 contains 8996 members Mstep: Class 5 contains 27215 members Mstep: Class 6 contains 54771 members Mstep: Class 7 contains 6763 members Mstep: Class 8 contains 8699 members Mstep: Class 9 contains 14421 members Mstep: Class 10 contains 6963 members Mstep: Class 11 contains 3320 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3427 members Mstep: Class 16 contains 10908 members Mstep: Class 17 contains 8714 members Mstep: Class 19 contains 10665 members Mstep: Class 20 contains 4798 members Mstep: Class 21 contains 101176 members Entering Unmasked Estep ConsiderDeletion Score: -33513860.000000 Penalty: 56051.496094 Iteration 80F: 19 clusters Score -3.351386e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4200 members Mstep: Class 4 contains 9022 members Mstep: Class 5 contains 27243 members Mstep: Class 6 contains 54768 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 8675 members Mstep: Class 9 contains 14420 members Mstep: Class 10 contains 6965 members Mstep: Class 11 contains 3319 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3426 members Mstep: Class 16 contains 10889 members Mstep: Class 17 contains 8716 members Mstep: Class 19 contains 10662 members Mstep: Class 20 contains 4797 members Mstep: Class 21 contains 101191 members Entering Unmasked Estep ConsiderDeletion Score: -33513866.000000 Penalty: 56051.496094 Iteration 81Q: 19 clusters Score -3.351387e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4180 members Mstep: Class 4 contains 9040 members Mstep: Class 5 contains 27274 members Mstep: Class 6 contains 54769 members Mstep: Class 7 contains 6768 members Mstep: Class 8 contains 8648 members Mstep: Class 9 contains 14422 members Mstep: Class 10 contains 6964 members Mstep: Class 11 contains 3320 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3425 members Mstep: Class 16 contains 10867 members Mstep: Class 17 contains 8714 members Mstep: Class 19 contains 10659 members Mstep: Class 20 contains 4796 members Mstep: Class 21 contains 101207 members Entering Unmasked Estep ConsiderDeletion Score: -33513886.000000 Penalty: 56051.496094 Iteration 82Q: 19 clusters Score -3.351389e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4162 members Mstep: Class 4 contains 9051 members Mstep: Class 5 contains 27302 members Mstep: Class 6 contains 54768 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 8621 members Mstep: Class 9 contains 14426 members Mstep: Class 10 contains 6962 members Mstep: Class 11 contains 3323 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3426 members Mstep: Class 16 contains 10851 members Mstep: Class 17 contains 8713 members Mstep: Class 19 contains 10659 members Mstep: Class 20 contains 4794 members Mstep: Class 21 contains 101229 members Entering Unmasked Estep ConsiderDeletion Score: -33513936.000000 Penalty: 56051.496094 Iteration 83Q: 19 clusters Score -3.351394e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4148 members Mstep: Class 4 contains 9066 members Mstep: Class 5 contains 27323 members Mstep: Class 6 contains 54767 members Mstep: Class 7 contains 6764 members Mstep: Class 8 contains 8595 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 6962 members Mstep: Class 11 contains 3327 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3425 members Mstep: Class 16 contains 10834 members Mstep: Class 17 contains 8712 members Mstep: Class 19 contains 10657 members Mstep: Class 20 contains 4792 members Mstep: Class 21 contains 101250 members Entering Unmasked Estep ConsiderDeletion Score: -33513930.000000 Penalty: 56051.496094 Iteration 84Q: 19 clusters Score -3.351393e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4140 members Mstep: Class 4 contains 9083 members Mstep: Class 5 contains 27342 members Mstep: Class 6 contains 54767 members Mstep: Class 7 contains 6764 members Mstep: Class 8 contains 8558 members Mstep: Class 9 contains 14432 members Mstep: Class 10 contains 6962 members Mstep: Class 11 contains 3330 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3425 members Mstep: Class 16 contains 10815 members Mstep: Class 17 contains 8710 members Mstep: Class 19 contains 10658 members Mstep: Class 20 contains 4792 members Mstep: Class 21 contains 101270 members Entering Unmasked Estep ConsiderDeletion Score: -33513918.000000 Penalty: 56051.496094 Iteration 85Q: 19 clusters Score -3.351392e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4132 members Mstep: Class 4 contains 9103 members Mstep: Class 5 contains 27351 members Mstep: Class 6 contains 54768 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 8522 members Mstep: Class 9 contains 14433 members Mstep: Class 10 contains 6960 members Mstep: Class 11 contains 3330 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3425 members Mstep: Class 16 contains 10804 members Mstep: Class 17 contains 8710 members Mstep: Class 19 contains 10655 members Mstep: Class 20 contains 4793 members Mstep: Class 21 contains 101297 members Entering Unmasked Estep ConsiderDeletion Score: -33513908.000000 Penalty: 56051.496094 Iteration 86Q: 19 clusters Score -3.351391e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4125 members Mstep: Class 4 contains 9122 members Mstep: Class 5 contains 27357 members Mstep: Class 6 contains 54766 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 8494 members Mstep: Class 9 contains 14432 members Mstep: Class 10 contains 6959 members Mstep: Class 11 contains 3330 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3425 members Mstep: Class 16 contains 10793 members Mstep: Class 17 contains 8711 members Mstep: Class 19 contains 10652 members Mstep: Class 20 contains 4791 members Mstep: Class 21 contains 101326 members Entering Unmasked Estep ConsiderDeletion Score: -33513948.000000 Penalty: 56051.496094 Iteration 87Q: 19 clusters Score -3.351395e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 4120 members Mstep: Class 4 contains 9136 members Mstep: Class 5 contains 27373 members Mstep: Class 6 contains 54766 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 8449 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 6957 members Mstep: Class 11 contains 3331 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3425 members Mstep: Class 16 contains 10782 members Mstep: Class 17 contains 8710 members Mstep: Class 19 contains 10651 members Mstep: Class 20 contains 4791 members Mstep: Class 21 contains 101361 members Entering Unmasked Estep ConsiderDeletion Score: -33513942.000000 Penalty: 56051.496094 Iteration 88Q: 19 clusters Score -3.351394e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2638 members Mstep: Class 3 contains 4116 members Mstep: Class 4 contains 9148 members Mstep: Class 5 contains 27388 members Mstep: Class 6 contains 54765 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 8395 members Mstep: Class 9 contains 14430 members Mstep: Class 10 contains 6958 members Mstep: Class 11 contains 3332 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3424 members Mstep: Class 16 contains 10771 members Mstep: Class 17 contains 8710 members Mstep: Class 19 contains 10650 members Mstep: Class 20 contains 4790 members Mstep: Class 21 contains 101404 members Entering Unmasked Estep ConsiderDeletion Score: -33513884.000000 Penalty: 56051.496094 Iteration 89Q: 19 clusters Score -3.351388e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4112 members Mstep: Class 4 contains 9167 members Mstep: Class 5 contains 27405 members Mstep: Class 6 contains 54767 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 8354 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 6956 members Mstep: Class 11 contains 3333 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3424 members Mstep: Class 16 contains 10757 members Mstep: Class 17 contains 8710 members Mstep: Class 19 contains 10647 members Mstep: Class 20 contains 4789 members Mstep: Class 21 contains 101433 members Entering Unmasked Estep ConsiderDeletion Score: -33513940.000000 Penalty: 56051.496094 Iteration 90Q: 19 clusters Score -3.351394e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 4106 members Mstep: Class 4 contains 9186 members Mstep: Class 5 contains 27423 members Mstep: Class 6 contains 54767 members Mstep: Class 7 contains 6764 members Mstep: Class 8 contains 8301 members Mstep: Class 9 contains 14434 members Mstep: Class 10 contains 6955 members Mstep: Class 11 contains 3335 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3425 members Mstep: Class 16 contains 10744 members Mstep: Class 17 contains 8709 members Mstep: Class 19 contains 10646 members Mstep: Class 20 contains 4786 members Mstep: Class 21 contains 101467 members Entering Unmasked Estep ConsiderDeletion Score: -33513964.000000 Penalty: 56051.496094 Iteration 91Q: 19 clusters Score -3.351396e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 4104 members Mstep: Class 4 contains 9201 members Mstep: Class 5 contains 27443 members Mstep: Class 6 contains 54767 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 8254 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 6957 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3425 members Mstep: Class 16 contains 10730 members Mstep: Class 17 contains 8709 members Mstep: Class 19 contains 10646 members Mstep: Class 20 contains 4787 members Mstep: Class 21 contains 101497 members Entering Unmasked Estep ConsiderDeletion Score: -33513982.000000 Penalty: 56051.496094 Iteration 92Q: 19 clusters Score -3.351398e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 4095 members Mstep: Class 4 contains 9229 members Mstep: Class 5 contains 27463 members Mstep: Class 6 contains 54768 members Mstep: Class 7 contains 6760 members Mstep: Class 8 contains 8208 members Mstep: Class 9 contains 14429 members Mstep: Class 10 contains 6955 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3422 members Mstep: Class 16 contains 10722 members Mstep: Class 17 contains 8707 members Mstep: Class 19 contains 10646 members Mstep: Class 20 contains 4787 members Mstep: Class 21 contains 101520 members Entering Unmasked Estep ConsiderDeletion Score: -33514034.000000 Penalty: 56051.496094 Iteration 93Q: 19 clusters Score -3.351403e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 4094 members Mstep: Class 4 contains 9257 members Mstep: Class 5 contains 27483 members Mstep: Class 6 contains 54771 members Mstep: Class 7 contains 6760 members Mstep: Class 8 contains 8155 members Mstep: Class 9 contains 14423 members Mstep: Class 10 contains 6954 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3419 members Mstep: Class 16 contains 10707 members Mstep: Class 17 contains 8706 members Mstep: Class 19 contains 10646 members Mstep: Class 20 contains 4787 members Mstep: Class 21 contains 101550 members Entering Unmasked Estep ConsiderDeletion Score: -33514020.000000 Penalty: 56051.496094 Iteration 94Q: 19 clusters Score -3.351402e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 4091 members Mstep: Class 4 contains 9283 members Mstep: Class 5 contains 27491 members Mstep: Class 6 contains 54769 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 8112 members Mstep: Class 9 contains 14424 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3331 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10698 members Mstep: Class 17 contains 8705 members Mstep: Class 19 contains 10644 members Mstep: Class 20 contains 4787 members Mstep: Class 21 contains 101580 members Entering Unmasked Estep ConsiderDeletion Score: -33513980.000000 Penalty: 56051.496094 Iteration 95Q: 19 clusters Score -3.351398e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4089 members Mstep: Class 4 contains 9300 members Mstep: Class 5 contains 27499 members Mstep: Class 6 contains 54768 members Mstep: Class 7 contains 6763 members Mstep: Class 8 contains 8068 members Mstep: Class 9 contains 14425 members Mstep: Class 10 contains 6948 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10692 members Mstep: Class 17 contains 8704 members Mstep: Class 19 contains 10644 members Mstep: Class 20 contains 4786 members Mstep: Class 21 contains 101605 members Entering Unmasked Estep ConsiderDeletion Score: -33513970.000000 Penalty: 56051.496094 Iteration 96Q: 19 clusters Score -3.351397e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4084 members Mstep: Class 4 contains 9326 members Mstep: Class 5 contains 27508 members Mstep: Class 6 contains 54767 members Mstep: Class 7 contains 6763 members Mstep: Class 8 contains 8022 members Mstep: Class 9 contains 14425 members Mstep: Class 10 contains 6947 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10687 members Mstep: Class 17 contains 8704 members Mstep: Class 19 contains 10642 members Mstep: Class 20 contains 4786 members Mstep: Class 21 contains 101623 members Entering Unmasked Estep ConsiderDeletion Score: -33513962.000000 Penalty: 56051.496094 Iteration 97Q: 19 clusters Score -3.351396e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 2637 members Mstep: Class 3 contains 4075 members Mstep: Class 4 contains 9352 members Mstep: Class 5 contains 27518 members Mstep: Class 6 contains 54766 members Mstep: Class 7 contains 6763 members Mstep: Class 8 contains 7992 members Mstep: Class 9 contains 14423 members Mstep: Class 10 contains 6944 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10679 members Mstep: Class 17 contains 8704 members Mstep: Class 19 contains 10638 members Mstep: Class 20 contains 4786 members Mstep: Class 21 contains 101643 members Entering Unmasked Estep ConsiderDeletion Score: -33514006.000000 Penalty: 56051.496094 Iteration 98Q: 19 clusters Score -3.351401e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4065 members Mstep: Class 4 contains 9376 members Mstep: Class 5 contains 27530 members Mstep: Class 6 contains 54767 members Mstep: Class 7 contains 6764 members Mstep: Class 8 contains 7965 members Mstep: Class 9 contains 14418 members Mstep: Class 10 contains 6938 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10670 members Mstep: Class 17 contains 8704 members Mstep: Class 19 contains 10634 members Mstep: Class 20 contains 4785 members Mstep: Class 21 contains 101668 members Entering Unmasked Estep ConsiderDeletion Score: -33514024.000000 Penalty: 56051.496094 Iteration 99Q: 19 clusters Score -3.351402e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4061 members Mstep: Class 4 contains 9392 members Mstep: Class 5 contains 27544 members Mstep: Class 6 contains 54761 members Mstep: Class 7 contains 6763 members Mstep: Class 8 contains 7931 members Mstep: Class 9 contains 14420 members Mstep: Class 10 contains 6935 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10664 members Mstep: Class 17 contains 8704 members Mstep: Class 19 contains 10632 members Mstep: Class 20 contains 4784 members Mstep: Class 21 contains 101693 members Entering Unmasked Estep ConsiderDeletion Score: -33514040.000000 Penalty: 56051.496094 Iteration 100F: 19 clusters Score -3.351404e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4053 members Mstep: Class 4 contains 9419 members Mstep: Class 5 contains 27556 members Mstep: Class 6 contains 54761 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 7898 members Mstep: Class 9 contains 14423 members Mstep: Class 10 contains 6931 members Mstep: Class 11 contains 3335 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10654 members Mstep: Class 17 contains 8704 members Mstep: Class 19 contains 10628 members Mstep: Class 20 contains 4782 members Mstep: Class 21 contains 101712 members Entering Unmasked Estep ConsiderDeletion Score: -33514080.000000 Penalty: 56051.496094 Iteration 101Q: 19 clusters Score -3.351408e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4043 members Mstep: Class 4 contains 9461 members Mstep: Class 5 contains 27575 members Mstep: Class 6 contains 54758 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 7849 members Mstep: Class 9 contains 14424 members Mstep: Class 10 contains 6929 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10641 members Mstep: Class 17 contains 8704 members Mstep: Class 19 contains 10626 members Mstep: Class 20 contains 4779 members Mstep: Class 21 contains 101730 members Entering Unmasked Estep ConsiderDeletion Score: -33514074.000000 Penalty: 56051.496094 Iteration 102Q: 19 clusters Score -3.351407e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4036 members Mstep: Class 4 contains 9502 members Mstep: Class 5 contains 27590 members Mstep: Class 6 contains 54756 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7792 members Mstep: Class 9 contains 14422 members Mstep: Class 10 contains 6930 members Mstep: Class 11 contains 3341 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10627 members Mstep: Class 17 contains 8702 members Mstep: Class 19 contains 10622 members Mstep: Class 20 contains 4777 members Mstep: Class 21 contains 101760 members Entering Unmasked Estep ConsiderDeletion Score: -33514122.000000 Penalty: 56051.496094 Iteration 103Q: 19 clusters Score -3.351412e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 4035 members Mstep: Class 4 contains 9539 members Mstep: Class 5 contains 27601 members Mstep: Class 6 contains 54754 members Mstep: Class 7 contains 6760 members Mstep: Class 8 contains 7745 members Mstep: Class 9 contains 14423 members Mstep: Class 10 contains 6931 members Mstep: Class 11 contains 3342 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10614 members Mstep: Class 17 contains 8702 members Mstep: Class 19 contains 10615 members Mstep: Class 20 contains 4777 members Mstep: Class 21 contains 101777 members Entering Unmasked Estep ConsiderDeletion Score: -33514168.000000 Penalty: 56051.496094 Iteration 104Q: 19 clusters Score -3.351417e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 4032 members Mstep: Class 4 contains 9580 members Mstep: Class 5 contains 27610 members Mstep: Class 6 contains 54753 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7699 members Mstep: Class 9 contains 14425 members Mstep: Class 10 contains 6934 members Mstep: Class 11 contains 3343 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10603 members Mstep: Class 17 contains 8702 members Mstep: Class 19 contains 10610 members Mstep: Class 20 contains 4777 members Mstep: Class 21 contains 101784 members Entering Unmasked Estep ConsiderDeletion Score: -33514162.000000 Penalty: 56051.496094 Iteration 105Q: 19 clusters Score -3.351416e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 4022 members Mstep: Class 4 contains 9620 members Mstep: Class 5 contains 27623 members Mstep: Class 6 contains 54752 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7652 members Mstep: Class 9 contains 14427 members Mstep: Class 10 contains 6937 members Mstep: Class 11 contains 3342 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10595 members Mstep: Class 17 contains 8701 members Mstep: Class 19 contains 10606 members Mstep: Class 20 contains 4776 members Mstep: Class 21 contains 101797 members Entering Unmasked Estep ConsiderDeletion Score: -33514196.000000 Penalty: 56051.496094 Iteration 106Q: 19 clusters Score -3.35142e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 4010 members Mstep: Class 4 contains 9662 members Mstep: Class 5 contains 27629 members Mstep: Class 6 contains 54748 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7610 members Mstep: Class 9 contains 14435 members Mstep: Class 10 contains 6941 members Mstep: Class 11 contains 3341 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10586 members Mstep: Class 17 contains 8701 members Mstep: Class 19 contains 10602 members Mstep: Class 20 contains 4775 members Mstep: Class 21 contains 101808 members Entering Unmasked Estep ConsiderDeletion Score: -33514184.000000 Penalty: 56051.496094 Iteration 107Q: 19 clusters Score -3.351418e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3986 members Mstep: Class 4 contains 9710 members Mstep: Class 5 contains 27640 members Mstep: Class 6 contains 54747 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7563 members Mstep: Class 9 contains 14437 members Mstep: Class 10 contains 6938 members Mstep: Class 11 contains 3340 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10574 members Mstep: Class 17 contains 8702 members Mstep: Class 19 contains 10600 members Mstep: Class 20 contains 4775 members Mstep: Class 21 contains 101835 members Entering Unmasked Estep ConsiderDeletion Score: -33514192.000000 Penalty: 56051.496094 Iteration 108Q: 19 clusters Score -3.351419e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3965 members Mstep: Class 4 contains 9764 members Mstep: Class 5 contains 27657 members Mstep: Class 6 contains 54743 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 7525 members Mstep: Class 9 contains 14437 members Mstep: Class 10 contains 6938 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10560 members Mstep: Class 17 contains 8701 members Mstep: Class 19 contains 10597 members Mstep: Class 20 contains 4774 members Mstep: Class 21 contains 101848 members Entering Unmasked Estep ConsiderDeletion Score: -33514284.000000 Penalty: 56051.496094 Iteration 109Q: 19 clusters Score -3.351428e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3948 members Mstep: Class 4 contains 9812 members Mstep: Class 5 contains 27660 members Mstep: Class 6 contains 54740 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 7489 members Mstep: Class 9 contains 14434 members Mstep: Class 10 contains 6940 members Mstep: Class 11 contains 3338 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10554 members Mstep: Class 17 contains 8699 members Mstep: Class 19 contains 10595 members Mstep: Class 20 contains 4774 members Mstep: Class 21 contains 101863 members Entering Unmasked Estep ConsiderDeletion Score: -33514230.000000 Penalty: 56051.496094 Iteration 110Q: 19 clusters Score -3.351423e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5613 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3936 members Mstep: Class 4 contains 9848 members Mstep: Class 5 contains 27663 members Mstep: Class 6 contains 54737 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7459 members Mstep: Class 9 contains 14437 members Mstep: Class 10 contains 6943 members Mstep: Class 11 contains 3338 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10545 members Mstep: Class 17 contains 8698 members Mstep: Class 19 contains 10591 members Mstep: Class 20 contains 4773 members Mstep: Class 21 contains 101877 members Entering Unmasked Estep ConsiderDeletion Score: -33514244.000000 Penalty: 56051.496094 Iteration 111Q: 19 clusters Score -3.351424e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3925 members Mstep: Class 4 contains 9880 members Mstep: Class 5 contains 27669 members Mstep: Class 6 contains 54737 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7420 members Mstep: Class 9 contains 14430 members Mstep: Class 10 contains 6944 members Mstep: Class 11 contains 3340 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10538 members Mstep: Class 17 contains 8699 members Mstep: Class 19 contains 10585 members Mstep: Class 20 contains 4773 members Mstep: Class 21 contains 101903 members Entering Unmasked Estep ConsiderDeletion Score: -33514216.000000 Penalty: 56051.496094 Iteration 112Q: 19 clusters Score -3.351422e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 9927 members Mstep: Class 5 contains 27668 members Mstep: Class 6 contains 54737 members Mstep: Class 7 contains 6764 members Mstep: Class 8 contains 7379 members Mstep: Class 9 contains 14433 members Mstep: Class 10 contains 6944 members Mstep: Class 11 contains 3340 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10533 members Mstep: Class 17 contains 8699 members Mstep: Class 19 contains 10581 members Mstep: Class 20 contains 4771 members Mstep: Class 21 contains 101916 members Entering Unmasked Estep ConsiderDeletion Score: -33514256.000000 Penalty: 56051.496094 Iteration 113Q: 19 clusters Score -3.351426e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 3895 members Mstep: Class 4 contains 9973 members Mstep: Class 5 contains 27668 members Mstep: Class 6 contains 54737 members Mstep: Class 7 contains 6763 members Mstep: Class 8 contains 7352 members Mstep: Class 9 contains 14432 members Mstep: Class 10 contains 6945 members Mstep: Class 11 contains 3340 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10528 members Mstep: Class 17 contains 8699 members Mstep: Class 19 contains 10580 members Mstep: Class 20 contains 4768 members Mstep: Class 21 contains 101920 members Entering Unmasked Estep ConsiderDeletion Score: -33514266.000000 Penalty: 56051.496094 Iteration 114Q: 19 clusters Score -3.351427e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 3891 members Mstep: Class 4 contains 10010 members Mstep: Class 5 contains 27665 members Mstep: Class 6 contains 54735 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7325 members Mstep: Class 9 contains 14430 members Mstep: Class 10 contains 6949 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10523 members Mstep: Class 17 contains 8699 members Mstep: Class 19 contains 10578 members Mstep: Class 20 contains 4768 members Mstep: Class 21 contains 101928 members Entering Unmasked Estep ConsiderDeletion Score: -33514274.000000 Penalty: 56051.496094 Iteration 115Q: 19 clusters Score -3.351427e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 3884 members Mstep: Class 4 contains 10047 members Mstep: Class 5 contains 27667 members Mstep: Class 6 contains 54734 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7296 members Mstep: Class 9 contains 14431 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3335 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3414 members Mstep: Class 16 contains 10516 members Mstep: Class 17 contains 8698 members Mstep: Class 19 contains 10578 members Mstep: Class 20 contains 4768 members Mstep: Class 21 contains 101932 members Entering Unmasked Estep ConsiderDeletion Score: -33514292.000000 Penalty: 56051.496094 Iteration 116Q: 19 clusters Score -3.351429e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 3875 members Mstep: Class 4 contains 10089 members Mstep: Class 5 contains 27666 members Mstep: Class 6 contains 54733 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 7266 members Mstep: Class 9 contains 14433 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3413 members Mstep: Class 16 contains 10512 members Mstep: Class 17 contains 8696 members Mstep: Class 19 contains 10577 members Mstep: Class 20 contains 4768 members Mstep: Class 21 contains 101934 members Entering Unmasked Estep ConsiderDeletion Score: -33514266.000000 Penalty: 56051.496094 Iteration 117Q: 19 clusters Score -3.351427e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 3864 members Mstep: Class 4 contains 10126 members Mstep: Class 5 contains 27667 members Mstep: Class 6 contains 54734 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 7242 members Mstep: Class 9 contains 14433 members Mstep: Class 10 contains 6948 members Mstep: Class 11 contains 3338 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3413 members Mstep: Class 16 contains 10509 members Mstep: Class 17 contains 8695 members Mstep: Class 19 contains 10576 members Mstep: Class 20 contains 4765 members Mstep: Class 21 contains 101940 members Entering Unmasked Estep ConsiderDeletion Score: -33514284.000000 Penalty: 56051.496094 Iteration 118Q: 19 clusters Score -3.351428e+07 nChanged 73 Entering ConstructFrom: Score: -33514284.000000 Penalty: 56051.496094 Entering ConstructFrom: Trying to split cluster 1 (5622 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Entering Unmasked Estep Score: -671416.375000 Penalty: 2141.341797 Iteration 0F: 2 clusters Score -671416.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -666505.875000 Penalty: 4282.683594 Iteration 0F: 3 clusters Score -666505.9 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -667710.875000 Penalty: 4282.683594 Iteration 1F: 3 clusters Score -667710.9 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -667916.125000 Penalty: 4282.683594 Iteration 2F: 3 clusters Score -667916.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -668056.187500 Penalty: 4282.683594 Iteration 3Q: 3 clusters Score -668056.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -668198.500000 Penalty: 4282.683594 Iteration 4Q: 3 clusters Score -668198.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -668331.625000 Penalty: 4282.683594 Iteration 5Q: 3 clusters Score -668331.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -668470.375000 Penalty: 4282.683594 Iteration 6Q: 3 clusters Score -668470.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -668577.375000 Penalty: 4282.683594 Iteration 7Q: 3 clusters Score -668577.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -668670.125000 Penalty: 4282.683594 Iteration 8Q: 3 clusters Score -668670.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -668756.500000 Penalty: 4282.683594 Iteration 9Q: 3 clusters Score -668756.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -668829.187500 Penalty: 4282.683594 Iteration 10Q: 3 clusters Score -668829.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -668896.625000 Penalty: 4282.683594 Iteration 11Q: 3 clusters Score -668896.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -668963.750000 Penalty: 4282.683594 Iteration 12Q: 3 clusters Score -668963.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -669024.312500 Penalty: 4282.683594 Iteration 13Q: 3 clusters Score -669024.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -669089.687500 Penalty: 4282.683594 Iteration 14Q: 3 clusters Score -669089.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -669164.937500 Penalty: 4282.683594 Iteration 15Q: 3 clusters Score -669164.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -669240.875000 Penalty: 4282.683594 Iteration 16Q: 3 clusters Score -669240.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -669330.562500 Penalty: 4282.683594 Iteration 17Q: 3 clusters Score -669330.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -669414.062500 Penalty: 4282.683594 Iteration 18Q: 3 clusters Score -669414.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -669476.937500 Penalty: 4282.683594 Iteration 19Q: 3 clusters Score -669476.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -669522.812500 Penalty: 4282.683594 Iteration 20F: 3 clusters Score -669522.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -669557.375000 Penalty: 4282.683594 Iteration 21Q: 3 clusters Score -669557.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -669590.937500 Penalty: 4282.683594 Iteration 22Q: 3 clusters Score -669590.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -669623.500000 Penalty: 4282.683594 Iteration 23Q: 3 clusters Score -669623.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -669641.125000 Penalty: 4282.683594 Iteration 24Q: 3 clusters Score -669641.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -669656.750000 Penalty: 4282.683594 Iteration 25Q: 3 clusters Score -669656.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -669675.687500 Penalty: 4282.683594 Iteration 26Q: 3 clusters Score -669675.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -669692.437500 Penalty: 4282.683594 Iteration 27Q: 3 clusters Score -669692.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -669702.125000 Penalty: 4282.683594 Iteration 28Q: 3 clusters Score -669702.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -669707.062500 Penalty: 4282.683594 Iteration 29Q: 3 clusters Score -669707.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -669717.500000 Penalty: 4282.683594 Iteration 30Q: 3 clusters Score -669717.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -669728.187500 Penalty: 4282.683594 Iteration 31Q: 3 clusters Score -669728.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -669737.875000 Penalty: 4282.683594 Iteration 32Q: 3 clusters Score -669737.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -669746.812500 Penalty: 4282.683594 Iteration 33Q: 3 clusters Score -669746.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -669760.625000 Penalty: 4282.683594 Iteration 34Q: 3 clusters Score -669760.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -669780.000000 Penalty: 4282.683594 Iteration 35Q: 3 clusters Score -669780 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -669807.562500 Penalty: 4282.683594 Iteration 36Q: 3 clusters Score -669807.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -669831.062500 Penalty: 4282.683594 Iteration 37Q: 3 clusters Score -669831.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -669849.937500 Penalty: 4282.683594 Iteration 38Q: 3 clusters Score -669849.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -669861.437500 Penalty: 4282.683594 Iteration 39Q: 3 clusters Score -669861.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -669873.312500 Penalty: 4282.683594 Iteration 40F: 3 clusters Score -669873.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -669881.312500 Penalty: 4282.683594 Iteration 41Q: 3 clusters Score -669881.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -669889.250000 Penalty: 4282.683594 Iteration 42Q: 3 clusters Score -669889.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -669894.562500 Penalty: 4282.683594 Iteration 43Q: 3 clusters Score -669894.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -669905.562500 Penalty: 4282.683594 Iteration 44Q: 3 clusters Score -669905.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -669912.062500 Penalty: 4282.683594 Iteration 45Q: 3 clusters Score -669912.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -669916.187500 Penalty: 4282.683594 Iteration 46Q: 3 clusters Score -669916.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -669919.937500 Penalty: 4282.683594 Iteration 47Q: 3 clusters Score -669919.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -669926.250000 Penalty: 4282.683594 Iteration 48Q: 3 clusters Score -669926.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -669928.500000 Penalty: 4282.683594 Iteration 49Q: 3 clusters Score -669928.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -669932.750000 Penalty: 4282.683594 Iteration 50Q: 3 clusters Score -669932.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -669936.062500 Penalty: 4282.683594 Iteration 51Q: 3 clusters Score -669936.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -669940.312500 Penalty: 4282.683594 Iteration 52Q: 3 clusters Score -669940.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -669942.687500 Penalty: 4282.683594 Iteration 53Q: 3 clusters Score -669942.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -669946.062500 Penalty: 4282.683594 Iteration 54Q: 3 clusters Score -669946.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -669947.875000 Penalty: 4282.683594 Iteration 55Q: 3 clusters Score -669947.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -669949.500000 Penalty: 4282.683594 Iteration 56Q: 3 clusters Score -669949.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -669950.062500 Penalty: 4282.683594 Iteration 57Q: 3 clusters Score -669950.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -669950.000000 Penalty: 4282.683594 Iteration 58Q: 3 clusters Score -669950 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -669950.750000 Penalty: 4282.683594 Iteration 59Q: 3 clusters Score -669950.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -669951.437500 Penalty: 4282.683594 Iteration 60F: 3 clusters Score -669951.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Entering Unmasked Estep Score: -289917.250000 Penalty: 1953.500488 Iteration 0F: 2 clusters Score -289917.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -286876.968750 Penalty: 3907.000977 Iteration 0F: 3 clusters Score -286877 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -287464.531250 Penalty: 3907.000977 Iteration 1F: 3 clusters Score -287464.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -287625.875000 Penalty: 3907.000977 Iteration 2F: 3 clusters Score -287625.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -287714.093750 Penalty: 3907.000977 Iteration 3Q: 3 clusters Score -287714.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -287759.750000 Penalty: 3907.000977 Iteration 4Q: 3 clusters Score -287759.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -287792.125000 Penalty: 3907.000977 Iteration 5Q: 3 clusters Score -287792.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -287817.375000 Penalty: 3907.000977 Iteration 6Q: 3 clusters Score -287817.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -287838.625000 Penalty: 3907.000977 Iteration 7Q: 3 clusters Score -287838.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -287855.343750 Penalty: 3907.000977 Iteration 8Q: 3 clusters Score -287855.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -287868.625000 Penalty: 3907.000977 Iteration 9Q: 3 clusters Score -287868.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -287882.437500 Penalty: 3907.000977 Iteration 10Q: 3 clusters Score -287882.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -287900.375000 Penalty: 3907.000977 Iteration 11Q: 3 clusters Score -287900.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -287914.500000 Penalty: 3907.000977 Iteration 12Q: 3 clusters Score -287914.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -287925.687500 Penalty: 3907.000977 Iteration 13Q: 3 clusters Score -287925.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -287934.812500 Penalty: 3907.000977 Iteration 14Q: 3 clusters Score -287934.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -287942.156250 Penalty: 3907.000977 Iteration 15Q: 3 clusters Score -287942.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -287950.093750 Penalty: 3907.000977 Iteration 16Q: 3 clusters Score -287950.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -287956.781250 Penalty: 3907.000977 Iteration 17Q: 3 clusters Score -287956.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -287961.375000 Penalty: 3907.000977 Iteration 18Q: 3 clusters Score -287961.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -287967.531250 Penalty: 3907.000977 Iteration 19Q: 3 clusters Score -287967.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -287972.062500 Penalty: 3907.000977 Iteration 20F: 3 clusters Score -287972.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -287978.343750 Penalty: 3907.000977 Iteration 21Q: 3 clusters Score -287978.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -287981.093750 Penalty: 3907.000977 Iteration 22Q: 3 clusters Score -287981.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -287982.843750 Penalty: 3907.000977 Iteration 23Q: 3 clusters Score -287982.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -287984.687500 Penalty: 3907.000977 Iteration 24Q: 3 clusters Score -287984.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -287986.156250 Penalty: 3907.000977 Iteration 25Q: 3 clusters Score -287986.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -287988.312500 Penalty: 3907.000977 Iteration 26Q: 3 clusters Score -287988.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -287989.406250 Penalty: 3907.000977 Iteration 27Q: 3 clusters Score -287989.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -287990.500000 Penalty: 3907.000977 Iteration 28Q: 3 clusters Score -287990.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -287990.781250 Penalty: 3907.000977 Iteration 29Q: 3 clusters Score -287990.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -287991.062500 Penalty: 3907.000977 Iteration 30Q: 3 clusters Score -287991.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -287991.062500 Penalty: 3907.000977 Iteration 31F: 3 clusters Score -287991.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Entering Unmasked Estep Score: -454669.843750 Penalty: 2047.895874 Iteration 0F: 2 clusters Score -454669.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -450817.812500 Penalty: 4095.791748 Iteration 0F: 3 clusters Score -450817.8 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -451660.625000 Penalty: 4095.791748 Iteration 1F: 3 clusters Score -451660.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -451858.656250 Penalty: 4095.791748 Iteration 2F: 3 clusters Score -451858.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -451968.437500 Penalty: 4095.791748 Iteration 3Q: 3 clusters Score -451968.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -452038.093750 Penalty: 4095.791748 Iteration 4Q: 3 clusters Score -452038.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -452095.093750 Penalty: 4095.791748 Iteration 5Q: 3 clusters Score -452095.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -452140.250000 Penalty: 4095.791748 Iteration 6Q: 3 clusters Score -452140.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -452189.968750 Penalty: 4095.791748 Iteration 7Q: 3 clusters Score -452190 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -452224.781250 Penalty: 4095.791748 Iteration 8Q: 3 clusters Score -452224.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -452251.437500 Penalty: 4095.791748 Iteration 9Q: 3 clusters Score -452251.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -452271.250000 Penalty: 4095.791748 Iteration 10Q: 3 clusters Score -452271.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -452295.218750 Penalty: 4095.791748 Iteration 11Q: 3 clusters Score -452295.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -452317.625000 Penalty: 4095.791748 Iteration 12Q: 3 clusters Score -452317.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -452336.781250 Penalty: 4095.791748 Iteration 13Q: 3 clusters Score -452336.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -452356.812500 Penalty: 4095.791748 Iteration 14Q: 3 clusters Score -452356.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -452377.343750 Penalty: 4095.791748 Iteration 15Q: 3 clusters Score -452377.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -452397.031250 Penalty: 4095.791748 Iteration 16Q: 3 clusters Score -452397 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -452413.156250 Penalty: 4095.791748 Iteration 17Q: 3 clusters Score -452413.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -452424.062500 Penalty: 4095.791748 Iteration 18Q: 3 clusters Score -452424.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -452430.406250 Penalty: 4095.791748 Iteration 19Q: 3 clusters Score -452430.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -452438.218750 Penalty: 4095.791748 Iteration 20F: 3 clusters Score -452438.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -452446.343750 Penalty: 4095.791748 Iteration 21Q: 3 clusters Score -452446.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -452453.968750 Penalty: 4095.791748 Iteration 22Q: 3 clusters Score -452454 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -452462.593750 Penalty: 4095.791748 Iteration 23Q: 3 clusters Score -452462.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -452467.156250 Penalty: 4095.791748 Iteration 24Q: 3 clusters Score -452467.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -452470.968750 Penalty: 4095.791748 Iteration 25Q: 3 clusters Score -452471 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -452476.343750 Penalty: 4095.791748 Iteration 26Q: 3 clusters Score -452476.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -452481.125000 Penalty: 4095.791748 Iteration 27Q: 3 clusters Score -452481.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -452486.218750 Penalty: 4095.791748 Iteration 28Q: 3 clusters Score -452486.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -452491.062500 Penalty: 4095.791748 Iteration 29Q: 3 clusters Score -452491.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -452494.750000 Penalty: 4095.791748 Iteration 30Q: 3 clusters Score -452494.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -452496.781250 Penalty: 4095.791748 Iteration 31Q: 3 clusters Score -452496.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -452498.750000 Penalty: 4095.791748 Iteration 32Q: 3 clusters Score -452498.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -452502.000000 Penalty: 4095.791748 Iteration 33Q: 3 clusters Score -452502 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -452504.687500 Penalty: 4095.791748 Iteration 34Q: 3 clusters Score -452504.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -452510.406250 Penalty: 4095.791748 Iteration 35Q: 3 clusters Score -452510.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -452513.468750 Penalty: 4095.791748 Iteration 36Q: 3 clusters Score -452513.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -452517.593750 Penalty: 4095.791748 Iteration 37Q: 3 clusters Score -452517.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -452523.312500 Penalty: 4095.791748 Iteration 38Q: 3 clusters Score -452523.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -452526.875000 Penalty: 4095.791748 Iteration 39Q: 3 clusters Score -452526.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -452532.187500 Penalty: 4095.791748 Iteration 40F: 3 clusters Score -452532.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -452537.593750 Penalty: 4095.791748 Iteration 41Q: 3 clusters Score -452537.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -452543.781250 Penalty: 4095.791748 Iteration 42Q: 3 clusters Score -452543.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -452552.812500 Penalty: 4095.791748 Iteration 43Q: 3 clusters Score -452552.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -452562.656250 Penalty: 4095.791748 Iteration 44Q: 3 clusters Score -452562.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -452575.343750 Penalty: 4095.791748 Iteration 45Q: 3 clusters Score -452575.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -452592.406250 Penalty: 4095.791748 Iteration 46Q: 3 clusters Score -452592.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -452609.343750 Penalty: 4095.791748 Iteration 47Q: 3 clusters Score -452609.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -452624.906250 Penalty: 4095.791748 Iteration 48Q: 3 clusters Score -452624.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -452639.187500 Penalty: 4095.791748 Iteration 49Q: 3 clusters Score -452639.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -452654.187500 Penalty: 4095.791748 Iteration 50Q: 3 clusters Score -452654.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -452665.968750 Penalty: 4095.791748 Iteration 51Q: 3 clusters Score -452666 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -452677.093750 Penalty: 4095.791748 Iteration 52Q: 3 clusters Score -452677.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -452690.875000 Penalty: 4095.791748 Iteration 53Q: 3 clusters Score -452690.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -452704.937500 Penalty: 4095.791748 Iteration 54Q: 3 clusters Score -452704.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -452720.500000 Penalty: 4095.791748 Iteration 55Q: 3 clusters Score -452720.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -452733.468750 Penalty: 4095.791748 Iteration 56Q: 3 clusters Score -452733.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -452744.125000 Penalty: 4095.791748 Iteration 57Q: 3 clusters Score -452744.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -452756.031250 Penalty: 4095.791748 Iteration 58Q: 3 clusters Score -452756 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -452768.406250 Penalty: 4095.791748 Iteration 59Q: 3 clusters Score -452768.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -452782.281250 Penalty: 4095.791748 Iteration 60F: 3 clusters Score -452782.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -452798.656250 Penalty: 4095.791748 Iteration 61Q: 3 clusters Score -452798.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -452812.906250 Penalty: 4095.791748 Iteration 62Q: 3 clusters Score -452812.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -452819.218750 Penalty: 4095.791748 Iteration 63Q: 3 clusters Score -452819.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -452827.062500 Penalty: 4095.791748 Iteration 64Q: 3 clusters Score -452827.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -452836.968750 Penalty: 4095.791748 Iteration 65Q: 3 clusters Score -452837 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -452845.812500 Penalty: 4095.791748 Iteration 66Q: 3 clusters Score -452845.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -452855.375000 Penalty: 4095.791748 Iteration 67Q: 3 clusters Score -452855.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -452863.875000 Penalty: 4095.791748 Iteration 68Q: 3 clusters Score -452863.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -452878.937500 Penalty: 4095.791748 Iteration 69Q: 3 clusters Score -452878.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -452891.093750 Penalty: 4095.791748 Iteration 70Q: 3 clusters Score -452891.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -452906.500000 Penalty: 4095.791748 Iteration 71Q: 3 clusters Score -452906.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -452929.906250 Penalty: 4095.791748 Iteration 72Q: 3 clusters Score -452929.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -452949.250000 Penalty: 4095.791748 Iteration 73Q: 3 clusters Score -452949.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -452962.093750 Penalty: 4095.791748 Iteration 74Q: 3 clusters Score -452962.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -452972.218750 Penalty: 4095.791748 Iteration 75Q: 3 clusters Score -452972.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -452978.250000 Penalty: 4095.791748 Iteration 76Q: 3 clusters Score -452978.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -452991.187500 Penalty: 4095.791748 Iteration 77Q: 3 clusters Score -452991.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -453001.312500 Penalty: 4095.791748 Iteration 78Q: 3 clusters Score -453001.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -453010.468750 Penalty: 4095.791748 Iteration 79Q: 3 clusters Score -453010.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -453019.625000 Penalty: 4095.791748 Iteration 80F: 3 clusters Score -453019.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -453026.718750 Penalty: 4095.791748 Iteration 81Q: 3 clusters Score -453026.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -453033.656250 Penalty: 4095.791748 Iteration 82Q: 3 clusters Score -453033.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -453036.687500 Penalty: 4095.791748 Iteration 83Q: 3 clusters Score -453036.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -453040.875000 Penalty: 4095.791748 Iteration 84Q: 3 clusters Score -453040.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -453042.062500 Penalty: 4095.791748 Iteration 85Q: 3 clusters Score -453042.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -453043.906250 Penalty: 4095.791748 Iteration 86Q: 3 clusters Score -453043.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -453043.125000 Penalty: 4095.791748 Iteration 87Q: 3 clusters Score -453043.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -453045.187500 Penalty: 4095.791748 Iteration 88Q: 3 clusters Score -453045.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -453045.968750 Penalty: 4095.791748 Iteration 89Q: 3 clusters Score -453046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -453048.281250 Penalty: 4095.791748 Iteration 90Q: 3 clusters Score -453048.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -453050.031250 Penalty: 4095.791748 Iteration 91Q: 3 clusters Score -453050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -453052.312500 Penalty: 4095.791748 Iteration 92Q: 3 clusters Score -453052.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -453052.000000 Penalty: 4095.791748 Iteration 93Q: 3 clusters Score -453052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -453053.093750 Penalty: 4095.791748 Iteration 94Q: 3 clusters Score -453053.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -453054.562500 Penalty: 4095.791748 Iteration 95Q: 3 clusters Score -453054.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -453056.875000 Penalty: 4095.791748 Iteration 96Q: 3 clusters Score -453056.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -453058.031250 Penalty: 4095.791748 Iteration 97Q: 3 clusters Score -453058 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -453059.531250 Penalty: 4095.791748 Iteration 98Q: 3 clusters Score -453059.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -453061.718750 Penalty: 4095.791748 Iteration 99Q: 3 clusters Score -453061.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -453062.593750 Penalty: 4095.791748 Iteration 100F: 3 clusters Score -453062.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -453064.656250 Penalty: 4095.791748 Iteration 101Q: 3 clusters Score -453064.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -453064.906250 Penalty: 4095.791748 Iteration 102Q: 3 clusters Score -453064.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -453064.750000 Penalty: 4095.791748 Iteration 103Q: 3 clusters Score -453064.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -453065.125000 Penalty: 4095.791748 Iteration 104Q: 3 clusters Score -453065.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -453065.625000 Penalty: 4095.791748 Iteration 105Q: 3 clusters Score -453065.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -453065.625000 Penalty: 4095.791748 Iteration 106F: 3 clusters Score -453065.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (10159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10159 members Entering Unmasked Estep Score: -1237332.125000 Penalty: 2288.076660 Iteration 0F: 2 clusters Score -1237332 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -1229505.125000 Penalty: 4576.153320 Iteration 0F: 3 clusters Score -1229505 nChanged 4233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -1231639.750000 Penalty: 4576.153320 Iteration 1F: 3 clusters Score -1231640 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1231930.500000 Penalty: 4576.153320 Iteration 2F: 3 clusters Score -1231930 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -1232160.750000 Penalty: 4576.153320 Iteration 3Q: 3 clusters Score -1232161 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1232359.500000 Penalty: 4576.153320 Iteration 4Q: 3 clusters Score -1232360 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1232513.250000 Penalty: 4576.153320 Iteration 5Q: 3 clusters Score -1232513 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -1232637.625000 Penalty: 4576.153320 Iteration 6Q: 3 clusters Score -1232638 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -1232739.375000 Penalty: 4576.153320 Iteration 7Q: 3 clusters Score -1232739 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -1232837.000000 Penalty: 4576.153320 Iteration 8Q: 3 clusters Score -1232837 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -1232929.000000 Penalty: 4576.153320 Iteration 9Q: 3 clusters Score -1232929 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -1233028.250000 Penalty: 4576.153320 Iteration 10Q: 3 clusters Score -1233028 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1233132.750000 Penalty: 4576.153320 Iteration 11Q: 3 clusters Score -1233133 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -1233240.625000 Penalty: 4576.153320 Iteration 12Q: 3 clusters Score -1233241 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -1233359.625000 Penalty: 4576.153320 Iteration 13Q: 3 clusters Score -1233360 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1233479.875000 Penalty: 4576.153320 Iteration 14Q: 3 clusters Score -1233480 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -1233610.750000 Penalty: 4576.153320 Iteration 15Q: 3 clusters Score -1233611 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1233772.750000 Penalty: 4576.153320 Iteration 16Q: 3 clusters Score -1233773 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1233939.750000 Penalty: 4576.153320 Iteration 17Q: 3 clusters Score -1233940 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1234084.250000 Penalty: 4576.153320 Iteration 18Q: 3 clusters Score -1234084 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1234216.500000 Penalty: 4576.153320 Iteration 19Q: 3 clusters Score -1234216 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -1234347.625000 Penalty: 4576.153320 Iteration 20F: 3 clusters Score -1234348 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -1234466.875000 Penalty: 4576.153320 Iteration 21Q: 3 clusters Score -1234467 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -1234572.250000 Penalty: 4576.153320 Iteration 22Q: 3 clusters Score -1234572 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8114 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1234683.375000 Penalty: 4576.153320 Iteration 23Q: 3 clusters Score -1234683 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -1234813.625000 Penalty: 4576.153320 Iteration 24Q: 3 clusters Score -1234814 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8427 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1234926.750000 Penalty: 4576.153320 Iteration 25Q: 3 clusters Score -1234927 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1235018.250000 Penalty: 4576.153320 Iteration 26Q: 3 clusters Score -1235018 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1235093.125000 Penalty: 4576.153320 Iteration 27Q: 3 clusters Score -1235093 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -1235160.500000 Penalty: 4576.153320 Iteration 28Q: 3 clusters Score -1235160 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8820 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -1235221.500000 Penalty: 4576.153320 Iteration 29Q: 3 clusters Score -1235222 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1235266.125000 Penalty: 4576.153320 Iteration 30Q: 3 clusters Score -1235266 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -1235297.000000 Penalty: 4576.153320 Iteration 31Q: 3 clusters Score -1235297 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1235306.875000 Penalty: 4576.153320 Iteration 32Q: 3 clusters Score -1235307 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -1235313.375000 Penalty: 4576.153320 Iteration 33Q: 3 clusters Score -1235313 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1235325.250000 Penalty: 4576.153320 Iteration 34Q: 3 clusters Score -1235325 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9017 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1235331.125000 Penalty: 4576.153320 Iteration 35Q: 3 clusters Score -1235331 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9021 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1235334.500000 Penalty: 4576.153320 Iteration 36Q: 3 clusters Score -1235334 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9023 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1235333.625000 Penalty: 4576.153320 Iteration 37Q: 3 clusters Score -1235334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1235333.875000 Penalty: 4576.153320 Iteration 38Q: 3 clusters Score -1235334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1235335.750000 Penalty: 4576.153320 Iteration 39Q: 3 clusters Score -1235336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1235334.875000 Penalty: 4576.153320 Iteration 40F: 3 clusters Score -1235335 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1235338.125000 Penalty: 4576.153320 Iteration 41Q: 3 clusters Score -1235338 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1235338.125000 Penalty: 4576.153320 Iteration 42F: 3 clusters Score -1235338 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (27666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27666 members Entering Unmasked Estep Score: -3359194.500000 Penalty: 2536.533936 Iteration 0F: 2 clusters Score -3359194 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13764 members Mstep: Class 2 contains 13902 members Entering Unmasked Estep Score: -3340171.750000 Penalty: 5073.067871 Iteration 0F: 3 clusters Score -3340172 nChanged 12481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13261 members Mstep: Class 2 contains 14405 members Entering Unmasked Estep Score: -3346791.750000 Penalty: 5073.067871 Iteration 1F: 3 clusters Score -3346792 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12929 members Mstep: Class 2 contains 14737 members Entering Unmasked Estep Score: -3347265.250000 Penalty: 5073.067871 Iteration 2F: 3 clusters Score -3347265 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12526 members Mstep: Class 2 contains 15140 members Entering Unmasked Estep Score: -3347671.750000 Penalty: 5073.067871 Iteration 3Q: 3 clusters Score -3347672 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 15658 members Entering Unmasked Estep Score: -3348087.000000 Penalty: 5073.067871 Iteration 4Q: 3 clusters Score -3348087 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 16401 members Entering Unmasked Estep Score: -3348573.000000 Penalty: 5073.067871 Iteration 5Q: 3 clusters Score -3348573 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10322 members Mstep: Class 2 contains 17344 members Entering Unmasked Estep Score: -3349142.500000 Penalty: 5073.067871 Iteration 6Q: 3 clusters Score -3349142 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 18521 members Entering Unmasked Estep Score: -3349910.250000 Penalty: 5073.067871 Iteration 7Q: 3 clusters Score -3349910 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 19925 members Entering Unmasked Estep Score: -3350932.750000 Penalty: 5073.067871 Iteration 8F: 3 clusters Score -3350933 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 21479 members Entering Unmasked Estep Score: -3352098.750000 Penalty: 5073.067871 Iteration 9F: 3 clusters Score -3352099 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 23055 members Entering Unmasked Estep Score: -3353408.250000 Penalty: 5073.067871 Iteration 10F: 3 clusters Score -3353408 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 24401 members Entering Unmasked Estep Score: -3354554.250000 Penalty: 5073.067871 Iteration 11Q: 3 clusters Score -3354554 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 25428 members Entering Unmasked Estep Score: -3355442.000000 Penalty: 5073.067871 Iteration 12Q: 3 clusters Score -3355442 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 26120 members Entering Unmasked Estep Score: -3356084.250000 Penalty: 5073.067871 Iteration 13Q: 3 clusters Score -3356084 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 26531 members Entering Unmasked Estep Score: -3356458.000000 Penalty: 5073.067871 Iteration 14Q: 3 clusters Score -3356458 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 26760 members Entering Unmasked Estep Score: -3356680.250000 Penalty: 5073.067871 Iteration 15Q: 3 clusters Score -3356680 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 26881 members Entering Unmasked Estep Score: -3356787.000000 Penalty: 5073.067871 Iteration 16Q: 3 clusters Score -3356787 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 26956 members Entering Unmasked Estep Score: -3356854.500000 Penalty: 5073.067871 Iteration 17Q: 3 clusters Score -3356854 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 27003 members Entering Unmasked Estep Score: -3356899.000000 Penalty: 5073.067871 Iteration 18Q: 3 clusters Score -3356899 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 27033 members Entering Unmasked Estep Score: -3356923.750000 Penalty: 5073.067871 Iteration 19Q: 3 clusters Score -3356924 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 27056 members Entering Unmasked Estep Score: -3356946.000000 Penalty: 5073.067871 Iteration 20F: 3 clusters Score -3356946 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 27065 members Entering Unmasked Estep Score: -3356963.250000 Penalty: 5073.067871 Iteration 21Q: 3 clusters Score -3356963 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 27072 members Entering Unmasked Estep Score: -3356972.000000 Penalty: 5073.067871 Iteration 22Q: 3 clusters Score -3356972 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 27087 members Entering Unmasked Estep Score: -3356987.000000 Penalty: 5073.067871 Iteration 23Q: 3 clusters Score -3356987 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 27101 members Entering Unmasked Estep Score: -3357000.000000 Penalty: 5073.067871 Iteration 24Q: 3 clusters Score -3357000 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 27114 members Entering Unmasked Estep Score: -3357011.250000 Penalty: 5073.067871 Iteration 25Q: 3 clusters Score -3357011 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 27126 members Entering Unmasked Estep Score: -3357025.750000 Penalty: 5073.067871 Iteration 26Q: 3 clusters Score -3357026 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 27138 members Entering Unmasked Estep Score: -3357031.250000 Penalty: 5073.067871 Iteration 27Q: 3 clusters Score -3357031 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 27142 members Entering Unmasked Estep Score: -3357036.750000 Penalty: 5073.067871 Iteration 28Q: 3 clusters Score -3357037 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 27151 members Entering Unmasked Estep Score: -3357047.750000 Penalty: 5073.067871 Iteration 29Q: 3 clusters Score -3357048 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 27162 members Entering Unmasked Estep Score: -3357055.000000 Penalty: 5073.067871 Iteration 30Q: 3 clusters Score -3357055 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 27171 members Entering Unmasked Estep Score: -3357073.250000 Penalty: 5073.067871 Iteration 31Q: 3 clusters Score -3357073 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 27174 members Entering Unmasked Estep Score: -3357077.500000 Penalty: 5073.067871 Iteration 32Q: 3 clusters Score -3357078 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 27177 members Entering Unmasked Estep Score: -3357085.000000 Penalty: 5073.067871 Iteration 33Q: 3 clusters Score -3357085 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 27180 members Entering Unmasked Estep Score: -3357088.500000 Penalty: 5073.067871 Iteration 34Q: 3 clusters Score -3357088 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 27184 members Entering Unmasked Estep Score: -3357091.750000 Penalty: 5073.067871 Iteration 35Q: 3 clusters Score -3357092 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 27187 members Entering Unmasked Estep Score: -3357094.000000 Penalty: 5073.067871 Iteration 36Q: 3 clusters Score -3357094 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 27189 members Entering Unmasked Estep Score: -3357094.000000 Penalty: 5073.067871 Iteration 37Q: 3 clusters Score -3357094 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 27191 members Entering Unmasked Estep Score: -3357099.500000 Penalty: 5073.067871 Iteration 38Q: 3 clusters Score -3357100 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 27193 members Entering Unmasked Estep Score: -3357100.250000 Penalty: 5073.067871 Iteration 39Q: 3 clusters Score -3357100 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 27194 members Entering Unmasked Estep Score: -3357103.000000 Penalty: 5073.067871 Iteration 40F: 3 clusters Score -3357103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 27194 members Entering Unmasked Estep Score: -3357101.000000 Penalty: 5073.067871 Iteration 41Q: 3 clusters Score -3357101 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 27195 members Entering Unmasked Estep Score: -3357101.000000 Penalty: 5073.067871 Iteration 42Q: 3 clusters Score -3357101 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 27195 members Entering Unmasked Estep Score: -3357101.000000 Penalty: 5073.067871 Iteration 43F: 3 clusters Score -3357101 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (54733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54733 members Entering Unmasked Estep Score: -6654576.000000 Penalty: 2705.735107 Iteration 0F: 2 clusters Score -6654576 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27383 members Mstep: Class 2 contains 27350 members Entering Unmasked Estep Score: -6617725.500000 Penalty: 5411.470215 Iteration 0F: 3 clusters Score -6617726 nChanged 25329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27452 members Mstep: Class 2 contains 27281 members Entering Unmasked Estep Score: -6631811.000000 Penalty: 5411.470215 Iteration 1F: 3 clusters Score -6631811 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27656 members Mstep: Class 2 contains 27077 members Entering Unmasked Estep Score: -6632247.000000 Penalty: 5411.470215 Iteration 2Q: 3 clusters Score -6632247 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27863 members Mstep: Class 2 contains 26870 members Entering Unmasked Estep Score: -6632668.500000 Penalty: 5411.470215 Iteration 3Q: 3 clusters Score -6632668 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28105 members Mstep: Class 2 contains 26628 members Entering Unmasked Estep Score: -6632907.000000 Penalty: 5411.470215 Iteration 4Q: 3 clusters Score -6632907 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28404 members Mstep: Class 2 contains 26329 members Entering Unmasked Estep Score: -6633162.500000 Penalty: 5411.470215 Iteration 5Q: 3 clusters Score -6633162 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28801 members Mstep: Class 2 contains 25932 members Entering Unmasked Estep Score: -6633453.500000 Penalty: 5411.470215 Iteration 6Q: 3 clusters Score -6633454 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29311 members Mstep: Class 2 contains 25422 members Entering Unmasked Estep Score: -6633752.000000 Penalty: 5411.470215 Iteration 7Q: 3 clusters Score -6633752 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29958 members Mstep: Class 2 contains 24775 members Entering Unmasked Estep Score: -6634175.000000 Penalty: 5411.470215 Iteration 8Q: 3 clusters Score -6634175 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30824 members Mstep: Class 2 contains 23909 members Entering Unmasked Estep Score: -6634752.500000 Penalty: 5411.470215 Iteration 9Q: 3 clusters Score -6634752 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31976 members Mstep: Class 2 contains 22757 members Entering Unmasked Estep Score: -6635600.000000 Penalty: 5411.470215 Iteration 10Q: 3 clusters Score -6635600 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33497 members Mstep: Class 2 contains 21236 members Entering Unmasked Estep Score: -6636794.500000 Penalty: 5411.470215 Iteration 11Q: 3 clusters Score -6636794 nChanged 2566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35411 members Mstep: Class 2 contains 19322 members Entering Unmasked Estep Score: -6638406.500000 Penalty: 5411.470215 Iteration 12Q: 3 clusters Score -6638406 nChanged 2884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37773 members Mstep: Class 2 contains 16960 members Entering Unmasked Estep Score: -6640495.500000 Penalty: 5411.470215 Iteration 13F: 3 clusters Score -6640496 nChanged 2973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40378 members Mstep: Class 2 contains 14355 members Entering Unmasked Estep Score: -6642709.000000 Penalty: 5411.470215 Iteration 14F: 3 clusters Score -6642709 nChanged 2952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43092 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -6644934.000000 Penalty: 5411.470215 Iteration 15F: 3 clusters Score -6644934 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45723 members Mstep: Class 2 contains 9010 members Entering Unmasked Estep Score: -6646948.500000 Penalty: 5411.470215 Iteration 16Q: 3 clusters Score -6646948 nChanged 2329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48004 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -6648631.500000 Penalty: 5411.470215 Iteration 17Q: 3 clusters Score -6648632 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49803 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -6649864.500000 Penalty: 5411.470215 Iteration 18Q: 3 clusters Score -6649864 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51099 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -6650643.000000 Penalty: 5411.470215 Iteration 19Q: 3 clusters Score -6650643 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51959 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -6651143.000000 Penalty: 5411.470215 Iteration 20F: 3 clusters Score -6651143 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52565 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -6651512.000000 Penalty: 5411.470215 Iteration 21Q: 3 clusters Score -6651512 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52944 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -6651717.000000 Penalty: 5411.470215 Iteration 22Q: 3 clusters Score -6651717 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53228 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -6651892.500000 Penalty: 5411.470215 Iteration 23Q: 3 clusters Score -6651892 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53405 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -6651997.000000 Penalty: 5411.470215 Iteration 24Q: 3 clusters Score -6651997 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53529 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -6652052.500000 Penalty: 5411.470215 Iteration 25Q: 3 clusters Score -6652052 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53604 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -6652097.500000 Penalty: 5411.470215 Iteration 26Q: 3 clusters Score -6652098 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53662 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -6652126.000000 Penalty: 5411.470215 Iteration 27Q: 3 clusters Score -6652126 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53706 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -6652166.000000 Penalty: 5411.470215 Iteration 28Q: 3 clusters Score -6652166 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53735 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -6652193.500000 Penalty: 5411.470215 Iteration 29Q: 3 clusters Score -6652194 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53758 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -6652209.500000 Penalty: 5411.470215 Iteration 30Q: 3 clusters Score -6652210 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53778 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -6652225.000000 Penalty: 5411.470215 Iteration 31Q: 3 clusters Score -6652225 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53792 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -6652227.500000 Penalty: 5411.470215 Iteration 32Q: 3 clusters Score -6652228 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53808 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -6652249.500000 Penalty: 5411.470215 Iteration 33Q: 3 clusters Score -6652250 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53822 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -6652253.500000 Penalty: 5411.470215 Iteration 34Q: 3 clusters Score -6652254 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53840 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -6652262.500000 Penalty: 5411.470215 Iteration 35Q: 3 clusters Score -6652262 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53848 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -6652273.500000 Penalty: 5411.470215 Iteration 36Q: 3 clusters Score -6652274 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53866 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -6652292.500000 Penalty: 5411.470215 Iteration 37Q: 3 clusters Score -6652292 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53876 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -6652302.000000 Penalty: 5411.470215 Iteration 38Q: 3 clusters Score -6652302 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53889 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -6652311.000000 Penalty: 5411.470215 Iteration 39Q: 3 clusters Score -6652311 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53897 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -6652304.500000 Penalty: 5411.470215 Iteration 40F: 3 clusters Score -6652304 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53908 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -6652306.000000 Penalty: 5411.470215 Iteration 41Q: 3 clusters Score -6652306 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53921 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -6652308.500000 Penalty: 5411.470215 Iteration 42Q: 3 clusters Score -6652308 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53933 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -6652325.500000 Penalty: 5411.470215 Iteration 43Q: 3 clusters Score -6652326 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53946 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -6652332.000000 Penalty: 5411.470215 Iteration 44Q: 3 clusters Score -6652332 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53960 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -6652344.500000 Penalty: 5411.470215 Iteration 45Q: 3 clusters Score -6652344 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53968 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -6652346.500000 Penalty: 5411.470215 Iteration 46Q: 3 clusters Score -6652346 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53974 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -6652350.500000 Penalty: 5411.470215 Iteration 47Q: 3 clusters Score -6652350 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53979 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -6652356.500000 Penalty: 5411.470215 Iteration 48Q: 3 clusters Score -6652356 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53981 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -6652354.500000 Penalty: 5411.470215 Iteration 49Q: 3 clusters Score -6652354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53986 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -6652357.000000 Penalty: 5411.470215 Iteration 50Q: 3 clusters Score -6652357 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53989 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -6652358.000000 Penalty: 5411.470215 Iteration 51Q: 3 clusters Score -6652358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53988 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -6652356.000000 Penalty: 5411.470215 Iteration 52Q: 3 clusters Score -6652356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53991 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -6652356.000000 Penalty: 5411.470215 Iteration 53Q: 3 clusters Score -6652356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53994 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -6652356.000000 Penalty: 5411.470215 Iteration 54Q: 3 clusters Score -6652356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53995 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -6652357.500000 Penalty: 5411.470215 Iteration 55Q: 3 clusters Score -6652358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53995 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -6652357.500000 Penalty: 5411.470215 Iteration 56F: 3 clusters Score -6652358 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (6761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Entering Unmasked Estep Score: -809074.437500 Penalty: 2187.093506 Iteration 0F: 2 clusters Score -809074.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -803416.250000 Penalty: 4374.187012 Iteration 0F: 3 clusters Score -803416.2 nChanged 2730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -804941.937500 Penalty: 4374.187012 Iteration 1F: 3 clusters Score -804941.9 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -805289.750000 Penalty: 4374.187012 Iteration 2F: 3 clusters Score -805289.8 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -805678.625000 Penalty: 4374.187012 Iteration 3F: 3 clusters Score -805678.6 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -806086.437500 Penalty: 4374.187012 Iteration 4F: 3 clusters Score -806086.4 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -806424.437500 Penalty: 4374.187012 Iteration 5F: 3 clusters Score -806424.4 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -806701.875000 Penalty: 4374.187012 Iteration 6F: 3 clusters Score -806701.9 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -806933.125000 Penalty: 4374.187012 Iteration 7Q: 3 clusters Score -806933.1 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -807138.750000 Penalty: 4374.187012 Iteration 8Q: 3 clusters Score -807138.8 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -807326.562500 Penalty: 4374.187012 Iteration 9Q: 3 clusters Score -807326.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -807499.750000 Penalty: 4374.187012 Iteration 10Q: 3 clusters Score -807499.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -807668.937500 Penalty: 4374.187012 Iteration 11Q: 3 clusters Score -807668.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -807811.625000 Penalty: 4374.187012 Iteration 12Q: 3 clusters Score -807811.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -807945.500000 Penalty: 4374.187012 Iteration 13Q: 3 clusters Score -807945.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -808070.000000 Penalty: 4374.187012 Iteration 14Q: 3 clusters Score -808070 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -808192.250000 Penalty: 4374.187012 Iteration 15Q: 3 clusters Score -808192.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -808271.750000 Penalty: 4374.187012 Iteration 16Q: 3 clusters Score -808271.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -808318.250000 Penalty: 4374.187012 Iteration 17Q: 3 clusters Score -808318.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -808350.312500 Penalty: 4374.187012 Iteration 18Q: 3 clusters Score -808350.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -808381.750000 Penalty: 4374.187012 Iteration 19Q: 3 clusters Score -808381.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -808405.562500 Penalty: 4374.187012 Iteration 20F: 3 clusters Score -808405.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -808428.312500 Penalty: 4374.187012 Iteration 21Q: 3 clusters Score -808428.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -808439.375000 Penalty: 4374.187012 Iteration 22Q: 3 clusters Score -808439.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -808447.375000 Penalty: 4374.187012 Iteration 23Q: 3 clusters Score -808447.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -808454.062500 Penalty: 4374.187012 Iteration 24Q: 3 clusters Score -808454.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -808463.500000 Penalty: 4374.187012 Iteration 25Q: 3 clusters Score -808463.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -808473.437500 Penalty: 4374.187012 Iteration 26Q: 3 clusters Score -808473.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -808480.625000 Penalty: 4374.187012 Iteration 27Q: 3 clusters Score -808480.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -808484.062500 Penalty: 4374.187012 Iteration 28Q: 3 clusters Score -808484.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -808487.000000 Penalty: 4374.187012 Iteration 29Q: 3 clusters Score -808487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -808488.125000 Penalty: 4374.187012 Iteration 30Q: 3 clusters Score -808488.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -808488.125000 Penalty: 4374.187012 Iteration 31F: 3 clusters Score -808488.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Entering Unmasked Estep Score: -870761.562500 Penalty: 2203.417725 Iteration 0F: 2 clusters Score -870761.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -864876.437500 Penalty: 4406.835449 Iteration 0F: 3 clusters Score -864876.4 nChanged 2877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -866382.625000 Penalty: 4406.835449 Iteration 1F: 3 clusters Score -866382.6 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -866592.500000 Penalty: 4406.835449 Iteration 2F: 3 clusters Score -866592.5 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -866731.875000 Penalty: 4406.835449 Iteration 3Q: 3 clusters Score -866731.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -866831.125000 Penalty: 4406.835449 Iteration 4Q: 3 clusters Score -866831.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -866925.500000 Penalty: 4406.835449 Iteration 5Q: 3 clusters Score -866925.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -867019.000000 Penalty: 4406.835449 Iteration 6Q: 3 clusters Score -867019 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -867125.375000 Penalty: 4406.835449 Iteration 7Q: 3 clusters Score -867125.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -867213.500000 Penalty: 4406.835449 Iteration 8Q: 3 clusters Score -867213.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -867303.937500 Penalty: 4406.835449 Iteration 9Q: 3 clusters Score -867303.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -867401.812500 Penalty: 4406.835449 Iteration 10Q: 3 clusters Score -867401.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -867507.500000 Penalty: 4406.835449 Iteration 11Q: 3 clusters Score -867507.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -867612.312500 Penalty: 4406.835449 Iteration 12Q: 3 clusters Score -867612.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -867735.812500 Penalty: 4406.835449 Iteration 13Q: 3 clusters Score -867735.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -867864.937500 Penalty: 4406.835449 Iteration 14Q: 3 clusters Score -867864.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -868006.437500 Penalty: 4406.835449 Iteration 15Q: 3 clusters Score -868006.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -868141.250000 Penalty: 4406.835449 Iteration 16Q: 3 clusters Score -868141.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -868275.812500 Penalty: 4406.835449 Iteration 17Q: 3 clusters Score -868275.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -868397.062500 Penalty: 4406.835449 Iteration 18Q: 3 clusters Score -868397.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -868495.375000 Penalty: 4406.835449 Iteration 19Q: 3 clusters Score -868495.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -868568.250000 Penalty: 4406.835449 Iteration 20F: 3 clusters Score -868568.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -868632.250000 Penalty: 4406.835449 Iteration 21Q: 3 clusters Score -868632.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -868672.125000 Penalty: 4406.835449 Iteration 22Q: 3 clusters Score -868672.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -868715.562500 Penalty: 4406.835449 Iteration 23Q: 3 clusters Score -868715.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -868743.687500 Penalty: 4406.835449 Iteration 24Q: 3 clusters Score -868743.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -868768.000000 Penalty: 4406.835449 Iteration 25Q: 3 clusters Score -868768 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -868785.125000 Penalty: 4406.835449 Iteration 26Q: 3 clusters Score -868785.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -868797.312500 Penalty: 4406.835449 Iteration 27Q: 3 clusters Score -868797.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -868810.000000 Penalty: 4406.835449 Iteration 28Q: 3 clusters Score -868810 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -868817.750000 Penalty: 4406.835449 Iteration 29Q: 3 clusters Score -868817.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -868822.562500 Penalty: 4406.835449 Iteration 30Q: 3 clusters Score -868822.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -868822.687500 Penalty: 4406.835449 Iteration 31Q: 3 clusters Score -868822.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -868826.750000 Penalty: 4406.835449 Iteration 32Q: 3 clusters Score -868826.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -868827.000000 Penalty: 4406.835449 Iteration 33Q: 3 clusters Score -868827 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -868827.437500 Penalty: 4406.835449 Iteration 34Q: 3 clusters Score -868827.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -868827.312500 Penalty: 4406.835449 Iteration 35Q: 3 clusters Score -868827.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -868827.312500 Penalty: 4406.835449 Iteration 36F: 3 clusters Score -868827.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Entering Unmasked Estep Score: -1589597.000000 Penalty: 2375.163574 Iteration 0F: 2 clusters Score -1589597 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -1579159.625000 Penalty: 4750.327148 Iteration 0F: 3 clusters Score -1579160 nChanged 6155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -1582733.625000 Penalty: 4750.327148 Iteration 1F: 3 clusters Score -1582734 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -1583455.375000 Penalty: 4750.327148 Iteration 2F: 3 clusters Score -1583455 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -1584207.875000 Penalty: 4750.327148 Iteration 3F: 3 clusters Score -1584208 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -1584949.125000 Penalty: 4750.327148 Iteration 4F: 3 clusters Score -1584949 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -1585616.125000 Penalty: 4750.327148 Iteration 5F: 3 clusters Score -1585616 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 8642 members Entering Unmasked Estep Score: -1586248.750000 Penalty: 4750.327148 Iteration 6F: 3 clusters Score -1586249 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -1586891.125000 Penalty: 4750.327148 Iteration 7F: 3 clusters Score -1586891 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -1587313.125000 Penalty: 4750.327148 Iteration 8Q: 3 clusters Score -1587313 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1587567.500000 Penalty: 4750.327148 Iteration 9Q: 3 clusters Score -1587568 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 9687 members Entering Unmasked Estep Score: -1587718.750000 Penalty: 4750.327148 Iteration 10Q: 3 clusters Score -1587719 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -1587834.625000 Penalty: 4750.327148 Iteration 11Q: 3 clusters Score -1587835 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -1587922.000000 Penalty: 4750.327148 Iteration 12Q: 3 clusters Score -1587922 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 10141 members Entering Unmasked Estep Score: -1588000.125000 Penalty: 4750.327148 Iteration 13Q: 3 clusters Score -1588000 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -1588078.875000 Penalty: 4750.327148 Iteration 14Q: 3 clusters Score -1588079 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 10469 members Entering Unmasked Estep Score: -1588154.375000 Penalty: 4750.327148 Iteration 15Q: 3 clusters Score -1588154 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -1588228.625000 Penalty: 4750.327148 Iteration 16Q: 3 clusters Score -1588229 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -1588313.125000 Penalty: 4750.327148 Iteration 17Q: 3 clusters Score -1588313 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 10943 members Entering Unmasked Estep Score: -1588363.875000 Penalty: 4750.327148 Iteration 18Q: 3 clusters Score -1588364 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 11056 members Entering Unmasked Estep Score: -1588413.750000 Penalty: 4750.327148 Iteration 19Q: 3 clusters Score -1588414 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -1588451.250000 Penalty: 4750.327148 Iteration 20F: 3 clusters Score -1588451 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -1588489.500000 Penalty: 4750.327148 Iteration 21Q: 3 clusters Score -1588490 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -1588527.000000 Penalty: 4750.327148 Iteration 22Q: 3 clusters Score -1588527 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 11475 members Entering Unmasked Estep Score: -1588559.875000 Penalty: 4750.327148 Iteration 23Q: 3 clusters Score -1588560 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 11557 members Entering Unmasked Estep Score: -1588586.250000 Penalty: 4750.327148 Iteration 24Q: 3 clusters Score -1588586 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -1588615.250000 Penalty: 4750.327148 Iteration 25Q: 3 clusters Score -1588615 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -1588643.000000 Penalty: 4750.327148 Iteration 26Q: 3 clusters Score -1588643 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -1588662.500000 Penalty: 4750.327148 Iteration 27Q: 3 clusters Score -1588662 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -1588683.250000 Penalty: 4750.327148 Iteration 28Q: 3 clusters Score -1588683 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -1588700.375000 Penalty: 4750.327148 Iteration 29Q: 3 clusters Score -1588700 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -1588713.000000 Penalty: 4750.327148 Iteration 30Q: 3 clusters Score -1588713 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -1588725.875000 Penalty: 4750.327148 Iteration 31Q: 3 clusters Score -1588726 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 12011 members Entering Unmasked Estep Score: -1588727.125000 Penalty: 4750.327148 Iteration 32Q: 3 clusters Score -1588727 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 12032 members Entering Unmasked Estep Score: -1588733.875000 Penalty: 4750.327148 Iteration 33Q: 3 clusters Score -1588734 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 12044 members Entering Unmasked Estep Score: -1588739.375000 Penalty: 4750.327148 Iteration 34Q: 3 clusters Score -1588739 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 12064 members Entering Unmasked Estep Score: -1588749.625000 Penalty: 4750.327148 Iteration 35Q: 3 clusters Score -1588750 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 12089 members Entering Unmasked Estep Score: -1588753.750000 Penalty: 4750.327148 Iteration 36Q: 3 clusters Score -1588754 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -1588761.750000 Penalty: 4750.327148 Iteration 37Q: 3 clusters Score -1588762 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 12124 members Entering Unmasked Estep Score: -1588769.000000 Penalty: 4750.327148 Iteration 38Q: 3 clusters Score -1588769 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 12137 members Entering Unmasked Estep Score: -1588773.625000 Penalty: 4750.327148 Iteration 39Q: 3 clusters Score -1588774 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 12149 members Entering Unmasked Estep Score: -1588782.750000 Penalty: 4750.327148 Iteration 40F: 3 clusters Score -1588783 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -1588783.750000 Penalty: 4750.327148 Iteration 41Q: 3 clusters Score -1588784 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -1588783.875000 Penalty: 4750.327148 Iteration 42Q: 3 clusters Score -1588784 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -1588782.625000 Penalty: 4750.327148 Iteration 43Q: 3 clusters Score -1588783 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 12170 members Entering Unmasked Estep Score: -1588783.125000 Penalty: 4750.327148 Iteration 44Q: 3 clusters Score -1588783 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -1588787.375000 Penalty: 4750.327148 Iteration 45Q: 3 clusters Score -1588787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 12174 members Entering Unmasked Estep Score: -1588785.500000 Penalty: 4750.327148 Iteration 46Q: 3 clusters Score -1588786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -1588786.625000 Penalty: 4750.327148 Iteration 47Q: 3 clusters Score -1588787 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -1588786.625000 Penalty: 4750.327148 Iteration 48F: 3 clusters Score -1588787 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Entering Unmasked Estep Score: -838225.062500 Penalty: 2193.824219 Iteration 0F: 2 clusters Score -838225.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -832378.812500 Penalty: 4387.648438 Iteration 0F: 3 clusters Score -832378.8 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -833936.750000 Penalty: 4387.648438 Iteration 1F: 3 clusters Score -833936.8 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -834203.812500 Penalty: 4387.648438 Iteration 2F: 3 clusters Score -834203.8 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -834364.750000 Penalty: 4387.648438 Iteration 3Q: 3 clusters Score -834364.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -834481.187500 Penalty: 4387.648438 Iteration 4Q: 3 clusters Score -834481.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -834577.125000 Penalty: 4387.648438 Iteration 5Q: 3 clusters Score -834577.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -834645.687500 Penalty: 4387.648438 Iteration 6Q: 3 clusters Score -834645.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -834701.187500 Penalty: 4387.648438 Iteration 7Q: 3 clusters Score -834701.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -834761.875000 Penalty: 4387.648438 Iteration 8Q: 3 clusters Score -834761.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -834821.812500 Penalty: 4387.648438 Iteration 9Q: 3 clusters Score -834821.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -834872.562500 Penalty: 4387.648438 Iteration 10Q: 3 clusters Score -834872.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -834931.187500 Penalty: 4387.648438 Iteration 11Q: 3 clusters Score -834931.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -835014.937500 Penalty: 4387.648438 Iteration 12Q: 3 clusters Score -835014.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -835092.125000 Penalty: 4387.648438 Iteration 13Q: 3 clusters Score -835092.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -835154.312500 Penalty: 4387.648438 Iteration 14Q: 3 clusters Score -835154.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -835222.187500 Penalty: 4387.648438 Iteration 15Q: 3 clusters Score -835222.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -835291.125000 Penalty: 4387.648438 Iteration 16Q: 3 clusters Score -835291.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -835368.750000 Penalty: 4387.648438 Iteration 17Q: 3 clusters Score -835368.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -835457.937500 Penalty: 4387.648438 Iteration 18Q: 3 clusters Score -835457.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -835550.625000 Penalty: 4387.648438 Iteration 19Q: 3 clusters Score -835550.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -835643.062500 Penalty: 4387.648438 Iteration 20F: 3 clusters Score -835643.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -835749.875000 Penalty: 4387.648438 Iteration 21Q: 3 clusters Score -835749.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -835840.000000 Penalty: 4387.648438 Iteration 22Q: 3 clusters Score -835840 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -835910.625000 Penalty: 4387.648438 Iteration 23Q: 3 clusters Score -835910.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -835981.812500 Penalty: 4387.648438 Iteration 24Q: 3 clusters Score -835981.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -836042.625000 Penalty: 4387.648438 Iteration 25Q: 3 clusters Score -836042.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -836085.437500 Penalty: 4387.648438 Iteration 26Q: 3 clusters Score -836085.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -836108.937500 Penalty: 4387.648438 Iteration 27Q: 3 clusters Score -836108.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -836132.312500 Penalty: 4387.648438 Iteration 28Q: 3 clusters Score -836132.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -836154.125000 Penalty: 4387.648438 Iteration 29Q: 3 clusters Score -836154.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -836181.625000 Penalty: 4387.648438 Iteration 30Q: 3 clusters Score -836181.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -836203.625000 Penalty: 4387.648438 Iteration 31Q: 3 clusters Score -836203.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -836225.625000 Penalty: 4387.648438 Iteration 32Q: 3 clusters Score -836225.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -836235.812500 Penalty: 4387.648438 Iteration 33Q: 3 clusters Score -836235.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -836241.187500 Penalty: 4387.648438 Iteration 34Q: 3 clusters Score -836241.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -836244.875000 Penalty: 4387.648438 Iteration 35Q: 3 clusters Score -836244.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -836248.375000 Penalty: 4387.648438 Iteration 36Q: 3 clusters Score -836248.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -836253.312500 Penalty: 4387.648438 Iteration 37Q: 3 clusters Score -836253.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -836254.250000 Penalty: 4387.648438 Iteration 38Q: 3 clusters Score -836254.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -836255.500000 Penalty: 4387.648438 Iteration 39Q: 3 clusters Score -836255.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -836258.000000 Penalty: 4387.648438 Iteration 40F: 3 clusters Score -836258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -836257.875000 Penalty: 4387.648438 Iteration 41Q: 3 clusters Score -836257.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -836256.375000 Penalty: 4387.648438 Iteration 42Q: 3 clusters Score -836256.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -836257.375000 Penalty: 4387.648438 Iteration 43Q: 3 clusters Score -836257.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -836258.625000 Penalty: 4387.648438 Iteration 44Q: 3 clusters Score -836258.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -836258.125000 Penalty: 4387.648438 Iteration 45Q: 3 clusters Score -836258.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -836258.125000 Penalty: 4387.648438 Iteration 46F: 3 clusters Score -836258.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Entering Unmasked Estep Score: -391869.375000 Penalty: 2011.981201 Iteration 0F: 2 clusters Score -391869.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -388413.031250 Penalty: 4023.962402 Iteration 0F: 3 clusters Score -388413 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -389140.468750 Penalty: 4023.962402 Iteration 1F: 3 clusters Score -389140.5 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -389311.218750 Penalty: 4023.962402 Iteration 2F: 3 clusters Score -389311.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -389421.500000 Penalty: 4023.962402 Iteration 3F: 3 clusters Score -389421.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -389485.750000 Penalty: 4023.962402 Iteration 4Q: 3 clusters Score -389485.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -389530.375000 Penalty: 4023.962402 Iteration 5Q: 3 clusters Score -389530.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -389565.250000 Penalty: 4023.962402 Iteration 6Q: 3 clusters Score -389565.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -389589.875000 Penalty: 4023.962402 Iteration 7Q: 3 clusters Score -389589.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -389614.781250 Penalty: 4023.962402 Iteration 8Q: 3 clusters Score -389614.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -389635.218750 Penalty: 4023.962402 Iteration 9Q: 3 clusters Score -389635.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -389650.875000 Penalty: 4023.962402 Iteration 10Q: 3 clusters Score -389650.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -389666.843750 Penalty: 4023.962402 Iteration 11Q: 3 clusters Score -389666.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -389680.593750 Penalty: 4023.962402 Iteration 12Q: 3 clusters Score -389680.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -389689.937500 Penalty: 4023.962402 Iteration 13Q: 3 clusters Score -389689.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -389694.656250 Penalty: 4023.962402 Iteration 14Q: 3 clusters Score -389694.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -389698.937500 Penalty: 4023.962402 Iteration 15Q: 3 clusters Score -389698.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -389702.562500 Penalty: 4023.962402 Iteration 16Q: 3 clusters Score -389702.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -389706.281250 Penalty: 4023.962402 Iteration 17Q: 3 clusters Score -389706.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -389709.718750 Penalty: 4023.962402 Iteration 18Q: 3 clusters Score -389709.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -389712.625000 Penalty: 4023.962402 Iteration 19Q: 3 clusters Score -389712.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -389713.906250 Penalty: 4023.962402 Iteration 20F: 3 clusters Score -389713.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -389715.687500 Penalty: 4023.962402 Iteration 21Q: 3 clusters Score -389715.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -389719.906250 Penalty: 4023.962402 Iteration 22Q: 3 clusters Score -389719.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -389719.968750 Penalty: 4023.962402 Iteration 23Q: 3 clusters Score -389720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -389720.812500 Penalty: 4023.962402 Iteration 24Q: 3 clusters Score -389720.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -389720.968750 Penalty: 4023.962402 Iteration 25Q: 3 clusters Score -389721 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -389721.625000 Penalty: 4023.962402 Iteration 26Q: 3 clusters Score -389721.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -389722.062500 Penalty: 4023.962402 Iteration 27Q: 3 clusters Score -389722.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -389722.062500 Penalty: 4023.962402 Iteration 28F: 3 clusters Score -389722.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Entering Unmasked Estep Score: -61446.253906 Penalty: 1579.310303 Iteration 0F: 2 clusters Score -61446.25 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 281 members Entering Unmasked Estep Score: -59847.875000 Penalty: 3158.620605 Iteration 0F: 3 clusters Score -59847.88 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -60052.082031 Penalty: 3158.620605 Iteration 1F: 3 clusters Score -60052.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -60107.320312 Penalty: 3158.620605 Iteration 2Q: 3 clusters Score -60107.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -60136.046875 Penalty: 3158.620605 Iteration 3Q: 3 clusters Score -60136.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -60150.777344 Penalty: 3158.620605 Iteration 4Q: 3 clusters Score -60150.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -60153.796875 Penalty: 3158.620605 Iteration 5Q: 3 clusters Score -60153.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -60157.820312 Penalty: 3158.620605 Iteration 6Q: 3 clusters Score -60157.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -60163.007812 Penalty: 3158.620605 Iteration 7Q: 3 clusters Score -60163.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -60164.449219 Penalty: 3158.620605 Iteration 8Q: 3 clusters Score -60164.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -60167.058594 Penalty: 3158.620605 Iteration 9Q: 3 clusters Score -60167.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -60169.156250 Penalty: 3158.620605 Iteration 10Q: 3 clusters Score -60169.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -60169.156250 Penalty: 3158.620605 Iteration 11F: 3 clusters Score -60169.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Entering Unmasked Estep Score: -404734.468750 Penalty: 2017.566162 Iteration 0F: 2 clusters Score -404734.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -401229.843750 Penalty: 4035.132324 Iteration 0F: 3 clusters Score -401229.8 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -401937.687500 Penalty: 4035.132324 Iteration 1F: 3 clusters Score -401937.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -402078.187500 Penalty: 4035.132324 Iteration 2F: 3 clusters Score -402078.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -402189.406250 Penalty: 4035.132324 Iteration 3Q: 3 clusters Score -402189.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -402270.906250 Penalty: 4035.132324 Iteration 4Q: 3 clusters Score -402270.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -402331.218750 Penalty: 4035.132324 Iteration 5Q: 3 clusters Score -402331.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -402390.312500 Penalty: 4035.132324 Iteration 6Q: 3 clusters Score -402390.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -402441.875000 Penalty: 4035.132324 Iteration 7Q: 3 clusters Score -402441.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -402485.656250 Penalty: 4035.132324 Iteration 8Q: 3 clusters Score -402485.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -402516.312500 Penalty: 4035.132324 Iteration 9Q: 3 clusters Score -402516.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -402534.468750 Penalty: 4035.132324 Iteration 10Q: 3 clusters Score -402534.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -402547.031250 Penalty: 4035.132324 Iteration 11Q: 3 clusters Score -402547 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -402559.812500 Penalty: 4035.132324 Iteration 12Q: 3 clusters Score -402559.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -402571.625000 Penalty: 4035.132324 Iteration 13Q: 3 clusters Score -402571.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -402583.468750 Penalty: 4035.132324 Iteration 14Q: 3 clusters Score -402583.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -402594.531250 Penalty: 4035.132324 Iteration 15Q: 3 clusters Score -402594.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -402601.625000 Penalty: 4035.132324 Iteration 16Q: 3 clusters Score -402601.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -402608.968750 Penalty: 4035.132324 Iteration 17Q: 3 clusters Score -402609 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -402614.750000 Penalty: 4035.132324 Iteration 18Q: 3 clusters Score -402614.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -402621.437500 Penalty: 4035.132324 Iteration 19Q: 3 clusters Score -402621.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -402628.468750 Penalty: 4035.132324 Iteration 20F: 3 clusters Score -402628.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -402638.687500 Penalty: 4035.132324 Iteration 21Q: 3 clusters Score -402638.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -402653.625000 Penalty: 4035.132324 Iteration 22Q: 3 clusters Score -402653.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -402672.062500 Penalty: 4035.132324 Iteration 23Q: 3 clusters Score -402672.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -402686.531250 Penalty: 4035.132324 Iteration 24Q: 3 clusters Score -402686.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -402697.812500 Penalty: 4035.132324 Iteration 25Q: 3 clusters Score -402697.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -402709.656250 Penalty: 4035.132324 Iteration 26Q: 3 clusters Score -402709.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -402716.968750 Penalty: 4035.132324 Iteration 27Q: 3 clusters Score -402717 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -402720.468750 Penalty: 4035.132324 Iteration 28Q: 3 clusters Score -402720.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -402722.500000 Penalty: 4035.132324 Iteration 29Q: 3 clusters Score -402722.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -402727.250000 Penalty: 4035.132324 Iteration 30Q: 3 clusters Score -402727.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -402730.906250 Penalty: 4035.132324 Iteration 31Q: 3 clusters Score -402730.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -402738.343750 Penalty: 4035.132324 Iteration 32Q: 3 clusters Score -402738.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -402744.375000 Penalty: 4035.132324 Iteration 33Q: 3 clusters Score -402744.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -402751.125000 Penalty: 4035.132324 Iteration 34Q: 3 clusters Score -402751.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -402757.031250 Penalty: 4035.132324 Iteration 35Q: 3 clusters Score -402757 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -402764.562500 Penalty: 4035.132324 Iteration 36Q: 3 clusters Score -402764.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -402772.187500 Penalty: 4035.132324 Iteration 37Q: 3 clusters Score -402772.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -402780.343750 Penalty: 4035.132324 Iteration 38Q: 3 clusters Score -402780.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -402787.781250 Penalty: 4035.132324 Iteration 39Q: 3 clusters Score -402787.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -402794.562500 Penalty: 4035.132324 Iteration 40F: 3 clusters Score -402794.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -402805.687500 Penalty: 4035.132324 Iteration 41Q: 3 clusters Score -402805.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -402812.843750 Penalty: 4035.132324 Iteration 42Q: 3 clusters Score -402812.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -402820.437500 Penalty: 4035.132324 Iteration 43Q: 3 clusters Score -402820.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -402825.562500 Penalty: 4035.132324 Iteration 44Q: 3 clusters Score -402825.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -402832.593750 Penalty: 4035.132324 Iteration 45Q: 3 clusters Score -402832.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -402843.000000 Penalty: 4035.132324 Iteration 46Q: 3 clusters Score -402843 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -402849.656250 Penalty: 4035.132324 Iteration 47Q: 3 clusters Score -402849.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -402858.406250 Penalty: 4035.132324 Iteration 48Q: 3 clusters Score -402858.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -402867.968750 Penalty: 4035.132324 Iteration 49Q: 3 clusters Score -402868 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -402879.406250 Penalty: 4035.132324 Iteration 50Q: 3 clusters Score -402879.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -402889.687500 Penalty: 4035.132324 Iteration 51Q: 3 clusters Score -402889.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -402898.406250 Penalty: 4035.132324 Iteration 52Q: 3 clusters Score -402898.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -402906.093750 Penalty: 4035.132324 Iteration 53Q: 3 clusters Score -402906.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -402910.781250 Penalty: 4035.132324 Iteration 54Q: 3 clusters Score -402910.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -402913.500000 Penalty: 4035.132324 Iteration 55Q: 3 clusters Score -402913.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -402919.718750 Penalty: 4035.132324 Iteration 56Q: 3 clusters Score -402919.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -402924.125000 Penalty: 4035.132324 Iteration 57Q: 3 clusters Score -402924.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -402929.531250 Penalty: 4035.132324 Iteration 58Q: 3 clusters Score -402929.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -402931.187500 Penalty: 4035.132324 Iteration 59Q: 3 clusters Score -402931.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -402932.906250 Penalty: 4035.132324 Iteration 60F: 3 clusters Score -402932.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -402935.593750 Penalty: 4035.132324 Iteration 61Q: 3 clusters Score -402935.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -402936.937500 Penalty: 4035.132324 Iteration 62Q: 3 clusters Score -402936.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -402940.031250 Penalty: 4035.132324 Iteration 63Q: 3 clusters Score -402940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -402940.937500 Penalty: 4035.132324 Iteration 64Q: 3 clusters Score -402940.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -402943.750000 Penalty: 4035.132324 Iteration 65Q: 3 clusters Score -402943.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -402946.468750 Penalty: 4035.132324 Iteration 66Q: 3 clusters Score -402946.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -402947.437500 Penalty: 4035.132324 Iteration 67Q: 3 clusters Score -402947.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -402949.875000 Penalty: 4035.132324 Iteration 68Q: 3 clusters Score -402949.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -402949.750000 Penalty: 4035.132324 Iteration 69Q: 3 clusters Score -402949.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -402952.312500 Penalty: 4035.132324 Iteration 70Q: 3 clusters Score -402952.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -402955.125000 Penalty: 4035.132324 Iteration 71Q: 3 clusters Score -402955.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -402956.250000 Penalty: 4035.132324 Iteration 72Q: 3 clusters Score -402956.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -402959.125000 Penalty: 4035.132324 Iteration 73Q: 3 clusters Score -402959.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -402961.031250 Penalty: 4035.132324 Iteration 74Q: 3 clusters Score -402961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -402961.531250 Penalty: 4035.132324 Iteration 75Q: 3 clusters Score -402961.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -402962.593750 Penalty: 4035.132324 Iteration 76Q: 3 clusters Score -402962.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -402963.468750 Penalty: 4035.132324 Iteration 77Q: 3 clusters Score -402963.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -402965.093750 Penalty: 4035.132324 Iteration 78Q: 3 clusters Score -402965.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -402966.718750 Penalty: 4035.132324 Iteration 79Q: 3 clusters Score -402966.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -402971.468750 Penalty: 4035.132324 Iteration 80F: 3 clusters Score -402971.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -402979.968750 Penalty: 4035.132324 Iteration 81Q: 3 clusters Score -402980 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -402987.593750 Penalty: 4035.132324 Iteration 82Q: 3 clusters Score -402987.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -402991.218750 Penalty: 4035.132324 Iteration 83Q: 3 clusters Score -402991.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -402995.250000 Penalty: 4035.132324 Iteration 84Q: 3 clusters Score -402995.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -403000.968750 Penalty: 4035.132324 Iteration 85Q: 3 clusters Score -403001 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -403006.812500 Penalty: 4035.132324 Iteration 86Q: 3 clusters Score -403006.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -403013.406250 Penalty: 4035.132324 Iteration 87Q: 3 clusters Score -403013.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -403017.156250 Penalty: 4035.132324 Iteration 88Q: 3 clusters Score -403017.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -403020.937500 Penalty: 4035.132324 Iteration 89Q: 3 clusters Score -403020.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -403025.875000 Penalty: 4035.132324 Iteration 90Q: 3 clusters Score -403025.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -403031.812500 Penalty: 4035.132324 Iteration 91Q: 3 clusters Score -403031.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -403039.187500 Penalty: 4035.132324 Iteration 92Q: 3 clusters Score -403039.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -403045.031250 Penalty: 4035.132324 Iteration 93Q: 3 clusters Score -403045 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -403053.125000 Penalty: 4035.132324 Iteration 94Q: 3 clusters Score -403053.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -403058.312500 Penalty: 4035.132324 Iteration 95Q: 3 clusters Score -403058.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -403064.218750 Penalty: 4035.132324 Iteration 96Q: 3 clusters Score -403064.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -403068.093750 Penalty: 4035.132324 Iteration 97Q: 3 clusters Score -403068.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -403072.562500 Penalty: 4035.132324 Iteration 98Q: 3 clusters Score -403072.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -403076.375000 Penalty: 4035.132324 Iteration 99Q: 3 clusters Score -403076.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -403080.562500 Penalty: 4035.132324 Iteration 100F: 3 clusters Score -403080.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -403082.406250 Penalty: 4035.132324 Iteration 101Q: 3 clusters Score -403082.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -403084.250000 Penalty: 4035.132324 Iteration 102Q: 3 clusters Score -403084.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -403089.437500 Penalty: 4035.132324 Iteration 103Q: 3 clusters Score -403089.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -403093.906250 Penalty: 4035.132324 Iteration 104Q: 3 clusters Score -403093.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -403098.031250 Penalty: 4035.132324 Iteration 105Q: 3 clusters Score -403098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -403099.687500 Penalty: 4035.132324 Iteration 106Q: 3 clusters Score -403099.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -403101.375000 Penalty: 4035.132324 Iteration 107Q: 3 clusters Score -403101.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -403103.968750 Penalty: 4035.132324 Iteration 108Q: 3 clusters Score -403104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -403106.312500 Penalty: 4035.132324 Iteration 109Q: 3 clusters Score -403106.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -403107.406250 Penalty: 4035.132324 Iteration 110Q: 3 clusters Score -403107.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -403108.968750 Penalty: 4035.132324 Iteration 111Q: 3 clusters Score -403109 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -403108.343750 Penalty: 4035.132324 Iteration 112Q: 3 clusters Score -403108.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -403108.343750 Penalty: 4035.132324 Iteration 113F: 3 clusters Score -403108.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Entering Unmasked Estep Score: -1269256.250000 Penalty: 2296.453369 Iteration 0F: 2 clusters Score -1269256 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1261259.250000 Penalty: 4592.906738 Iteration 0F: 3 clusters Score -1261259 nChanged 4383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -1263554.250000 Penalty: 4592.906738 Iteration 1F: 3 clusters Score -1263554 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -1263828.250000 Penalty: 4592.906738 Iteration 2F: 3 clusters Score -1263828 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1264031.250000 Penalty: 4592.906738 Iteration 3F: 3 clusters Score -1264031 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1264178.250000 Penalty: 4592.906738 Iteration 4Q: 3 clusters Score -1264178 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1264342.625000 Penalty: 4592.906738 Iteration 5Q: 3 clusters Score -1264343 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -1264524.500000 Penalty: 4592.906738 Iteration 6Q: 3 clusters Score -1264524 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -1264768.500000 Penalty: 4592.906738 Iteration 7Q: 3 clusters Score -1264768 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -1265039.750000 Penalty: 4592.906738 Iteration 8Q: 3 clusters Score -1265040 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1265350.375000 Penalty: 4592.906738 Iteration 9Q: 3 clusters Score -1265350 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -1265702.750000 Penalty: 4592.906738 Iteration 10Q: 3 clusters Score -1265703 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -1266053.625000 Penalty: 4592.906738 Iteration 11Q: 3 clusters Score -1266054 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1266392.875000 Penalty: 4592.906738 Iteration 12Q: 3 clusters Score -1266393 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 8887 members Entering Unmasked Estep Score: -1266670.125000 Penalty: 4592.906738 Iteration 13Q: 3 clusters Score -1266670 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -1266882.750000 Penalty: 4592.906738 Iteration 14Q: 3 clusters Score -1266883 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -1267090.375000 Penalty: 4592.906738 Iteration 15Q: 3 clusters Score -1267090 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -1267279.000000 Penalty: 4592.906738 Iteration 16Q: 3 clusters Score -1267279 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -1267423.750000 Penalty: 4592.906738 Iteration 17Q: 3 clusters Score -1267424 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -1267522.625000 Penalty: 4592.906738 Iteration 18Q: 3 clusters Score -1267523 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -1267611.750000 Penalty: 4592.906738 Iteration 19Q: 3 clusters Score -1267612 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -1267663.250000 Penalty: 4592.906738 Iteration 20F: 3 clusters Score -1267663 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 9640 members Entering Unmasked Estep Score: -1267686.125000 Penalty: 4592.906738 Iteration 21Q: 3 clusters Score -1267686 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -1267699.500000 Penalty: 4592.906738 Iteration 22Q: 3 clusters Score -1267700 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -1267704.375000 Penalty: 4592.906738 Iteration 23Q: 3 clusters Score -1267704 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -1267708.625000 Penalty: 4592.906738 Iteration 24Q: 3 clusters Score -1267709 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -1267712.000000 Penalty: 4592.906738 Iteration 25Q: 3 clusters Score -1267712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -1267711.750000 Penalty: 4592.906738 Iteration 26Q: 3 clusters Score -1267712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 9646 members Entering Unmasked Estep Score: -1267712.500000 Penalty: 4592.906738 Iteration 27Q: 3 clusters Score -1267712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -1267712.250000 Penalty: 4592.906738 Iteration 28Q: 3 clusters Score -1267712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -1267712.750000 Penalty: 4592.906738 Iteration 29Q: 3 clusters Score -1267713 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -1267712.750000 Penalty: 4592.906738 Iteration 30F: 3 clusters Score -1267713 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Entering Unmasked Estep Score: -1033534.500000 Penalty: 2249.456543 Iteration 0F: 2 clusters Score -1033534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1026698.125000 Penalty: 4498.913086 Iteration 0F: 3 clusters Score -1026698 nChanged 3602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1028710.562500 Penalty: 4498.913086 Iteration 1F: 3 clusters Score -1028711 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1029195.562500 Penalty: 4498.913086 Iteration 2F: 3 clusters Score -1029196 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -1029802.500000 Penalty: 4498.913086 Iteration 3F: 3 clusters Score -1029802 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1030596.500000 Penalty: 4498.913086 Iteration 4F: 3 clusters Score -1030596 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -1031391.687500 Penalty: 4498.913086 Iteration 5F: 3 clusters Score -1031392 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1031881.875000 Penalty: 4498.913086 Iteration 6F: 3 clusters Score -1031882 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -1032131.000000 Penalty: 4498.913086 Iteration 7Q: 3 clusters Score -1032131 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1032269.750000 Penalty: 4498.913086 Iteration 8Q: 3 clusters Score -1032270 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -1032337.062500 Penalty: 4498.913086 Iteration 9Q: 3 clusters Score -1032337 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -1032382.687500 Penalty: 4498.913086 Iteration 10Q: 3 clusters Score -1032383 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1032422.500000 Penalty: 4498.913086 Iteration 11Q: 3 clusters Score -1032422 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1032451.125000 Penalty: 4498.913086 Iteration 12Q: 3 clusters Score -1032451 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1032476.375000 Penalty: 4498.913086 Iteration 13Q: 3 clusters Score -1032476 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -1032503.187500 Penalty: 4498.913086 Iteration 14Q: 3 clusters Score -1032503 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1032527.062500 Penalty: 4498.913086 Iteration 15Q: 3 clusters Score -1032527 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -1032540.750000 Penalty: 4498.913086 Iteration 16Q: 3 clusters Score -1032541 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -1032552.125000 Penalty: 4498.913086 Iteration 17Q: 3 clusters Score -1032552 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -1032566.875000 Penalty: 4498.913086 Iteration 18Q: 3 clusters Score -1032567 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1032581.875000 Penalty: 4498.913086 Iteration 19Q: 3 clusters Score -1032582 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -1032593.062500 Penalty: 4498.913086 Iteration 20F: 3 clusters Score -1032593 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1032602.312500 Penalty: 4498.913086 Iteration 21Q: 3 clusters Score -1032602 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1032611.312500 Penalty: 4498.913086 Iteration 22Q: 3 clusters Score -1032611 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -1032613.375000 Penalty: 4498.913086 Iteration 23Q: 3 clusters Score -1032613 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -1032619.500000 Penalty: 4498.913086 Iteration 24Q: 3 clusters Score -1032620 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -1032625.125000 Penalty: 4498.913086 Iteration 25Q: 3 clusters Score -1032625 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -1032631.312500 Penalty: 4498.913086 Iteration 26Q: 3 clusters Score -1032631 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1032636.687500 Penalty: 4498.913086 Iteration 27Q: 3 clusters Score -1032637 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -1032639.500000 Penalty: 4498.913086 Iteration 28Q: 3 clusters Score -1032640 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -1032644.750000 Penalty: 4498.913086 Iteration 29Q: 3 clusters Score -1032645 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1032648.437500 Penalty: 4498.913086 Iteration 30Q: 3 clusters Score -1032648 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1032651.375000 Penalty: 4498.913086 Iteration 31Q: 3 clusters Score -1032651 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1032653.312500 Penalty: 4498.913086 Iteration 32Q: 3 clusters Score -1032653 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1032656.250000 Penalty: 4498.913086 Iteration 33Q: 3 clusters Score -1032656 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1032658.312500 Penalty: 4498.913086 Iteration 34Q: 3 clusters Score -1032658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1032660.562500 Penalty: 4498.913086 Iteration 35Q: 3 clusters Score -1032661 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1032659.875000 Penalty: 4498.913086 Iteration 36Q: 3 clusters Score -1032660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1032661.375000 Penalty: 4498.913086 Iteration 37Q: 3 clusters Score -1032661 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1032665.062500 Penalty: 4498.913086 Iteration 38Q: 3 clusters Score -1032665 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -1032662.875000 Penalty: 4498.913086 Iteration 39Q: 3 clusters Score -1032663 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1032666.250000 Penalty: 4498.913086 Iteration 40F: 3 clusters Score -1032666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1032667.187500 Penalty: 4498.913086 Iteration 41Q: 3 clusters Score -1032667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1032668.750000 Penalty: 4498.913086 Iteration 42Q: 3 clusters Score -1032669 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -1032669.750000 Penalty: 4498.913086 Iteration 43Q: 3 clusters Score -1032670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1032670.937500 Penalty: 4498.913086 Iteration 44Q: 3 clusters Score -1032671 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1032673.437500 Penalty: 4498.913086 Iteration 45Q: 3 clusters Score -1032673 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1032672.875000 Penalty: 4498.913086 Iteration 46Q: 3 clusters Score -1032673 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1032675.312500 Penalty: 4498.913086 Iteration 47Q: 3 clusters Score -1032675 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -1032675.437500 Penalty: 4498.913086 Iteration 48Q: 3 clusters Score -1032675 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -1032675.250000 Penalty: 4498.913086 Iteration 49Q: 3 clusters Score -1032675 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -1032680.437500 Penalty: 4498.913086 Iteration 50Q: 3 clusters Score -1032680 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -1032681.750000 Penalty: 4498.913086 Iteration 51Q: 3 clusters Score -1032682 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -1032682.250000 Penalty: 4498.913086 Iteration 52Q: 3 clusters Score -1032682 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1032685.437500 Penalty: 4498.913086 Iteration 53Q: 3 clusters Score -1032685 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1032690.875000 Penalty: 4498.913086 Iteration 54Q: 3 clusters Score -1032691 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -1032693.375000 Penalty: 4498.913086 Iteration 55Q: 3 clusters Score -1032693 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -1032692.062500 Penalty: 4498.913086 Iteration 56Q: 3 clusters Score -1032692 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -1032695.625000 Penalty: 4498.913086 Iteration 57Q: 3 clusters Score -1032696 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -1032698.937500 Penalty: 4498.913086 Iteration 58Q: 3 clusters Score -1032699 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -1032699.250000 Penalty: 4498.913086 Iteration 59Q: 3 clusters Score -1032699 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1032699.187500 Penalty: 4498.913086 Iteration 60F: 3 clusters Score -1032699 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1032699.625000 Penalty: 4498.913086 Iteration 61Q: 3 clusters Score -1032700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1032702.437500 Penalty: 4498.913086 Iteration 62Q: 3 clusters Score -1032702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1032703.562500 Penalty: 4498.913086 Iteration 63Q: 3 clusters Score -1032704 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1032703.562500 Penalty: 4498.913086 Iteration 64F: 3 clusters Score -1032704 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Entering Unmasked Estep Score: -1286047.125000 Penalty: 2298.052734 Iteration 0F: 2 clusters Score -1286047 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1277977.000000 Penalty: 4596.105469 Iteration 0F: 3 clusters Score -1277977 nChanged 4456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -1280339.625000 Penalty: 4596.105469 Iteration 1F: 3 clusters Score -1280340 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1280745.000000 Penalty: 4596.105469 Iteration 2F: 3 clusters Score -1280745 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5795 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1281090.125000 Penalty: 4596.105469 Iteration 3F: 3 clusters Score -1281090 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1281437.250000 Penalty: 4596.105469 Iteration 4F: 3 clusters Score -1281437 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -1281789.125000 Penalty: 4596.105469 Iteration 5F: 3 clusters Score -1281789 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1282146.625000 Penalty: 4596.105469 Iteration 6F: 3 clusters Score -1282147 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -1282485.125000 Penalty: 4596.105469 Iteration 7F: 3 clusters Score -1282485 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -1282745.625000 Penalty: 4596.105469 Iteration 8Q: 3 clusters Score -1282746 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -1282952.125000 Penalty: 4596.105469 Iteration 9Q: 3 clusters Score -1282952 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -1283105.875000 Penalty: 4596.105469 Iteration 10Q: 3 clusters Score -1283106 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -1283222.750000 Penalty: 4596.105469 Iteration 11Q: 3 clusters Score -1283223 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8115 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1283325.375000 Penalty: 4596.105469 Iteration 12Q: 3 clusters Score -1283325 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1283429.625000 Penalty: 4596.105469 Iteration 13Q: 3 clusters Score -1283430 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -1283506.000000 Penalty: 4596.105469 Iteration 14Q: 3 clusters Score -1283506 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -1283577.500000 Penalty: 4596.105469 Iteration 15Q: 3 clusters Score -1283578 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8735 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1283630.875000 Penalty: 4596.105469 Iteration 16Q: 3 clusters Score -1283631 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1283674.375000 Penalty: 4596.105469 Iteration 17Q: 3 clusters Score -1283674 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -1283709.000000 Penalty: 4596.105469 Iteration 18Q: 3 clusters Score -1283709 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1283742.875000 Penalty: 4596.105469 Iteration 19Q: 3 clusters Score -1283743 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1283777.250000 Penalty: 4596.105469 Iteration 20F: 3 clusters Score -1283777 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -1283805.750000 Penalty: 4596.105469 Iteration 21Q: 3 clusters Score -1283806 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1283829.250000 Penalty: 4596.105469 Iteration 22Q: 3 clusters Score -1283829 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9239 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1283841.625000 Penalty: 4596.105469 Iteration 23Q: 3 clusters Score -1283842 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1283860.500000 Penalty: 4596.105469 Iteration 24Q: 3 clusters Score -1283860 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -1283869.875000 Penalty: 4596.105469 Iteration 25Q: 3 clusters Score -1283870 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1283882.250000 Penalty: 4596.105469 Iteration 26Q: 3 clusters Score -1283882 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9374 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -1283895.750000 Penalty: 4596.105469 Iteration 27Q: 3 clusters Score -1283896 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9412 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1283910.625000 Penalty: 4596.105469 Iteration 28Q: 3 clusters Score -1283911 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1283922.875000 Penalty: 4596.105469 Iteration 29Q: 3 clusters Score -1283923 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9471 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1283928.750000 Penalty: 4596.105469 Iteration 30Q: 3 clusters Score -1283929 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9494 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -1283937.500000 Penalty: 4596.105469 Iteration 31Q: 3 clusters Score -1283938 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1283945.875000 Penalty: 4596.105469 Iteration 32Q: 3 clusters Score -1283946 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9536 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1283953.625000 Penalty: 4596.105469 Iteration 33Q: 3 clusters Score -1283954 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1283962.750000 Penalty: 4596.105469 Iteration 34Q: 3 clusters Score -1283963 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1283972.375000 Penalty: 4596.105469 Iteration 35Q: 3 clusters Score -1283972 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1283986.625000 Penalty: 4596.105469 Iteration 36Q: 3 clusters Score -1283987 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1283998.875000 Penalty: 4596.105469 Iteration 37Q: 3 clusters Score -1283999 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -1284008.000000 Penalty: 4596.105469 Iteration 38Q: 3 clusters Score -1284008 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1284011.875000 Penalty: 4596.105469 Iteration 39Q: 3 clusters Score -1284012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9671 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -1284017.000000 Penalty: 4596.105469 Iteration 40F: 3 clusters Score -1284017 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1284019.750000 Penalty: 4596.105469 Iteration 41Q: 3 clusters Score -1284020 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1284022.625000 Penalty: 4596.105469 Iteration 42Q: 3 clusters Score -1284023 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1284024.125000 Penalty: 4596.105469 Iteration 43Q: 3 clusters Score -1284024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1284020.375000 Penalty: 4596.105469 Iteration 44Q: 3 clusters Score -1284020 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1284021.125000 Penalty: 4596.105469 Iteration 45Q: 3 clusters Score -1284021 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -1284021.875000 Penalty: 4596.105469 Iteration 46Q: 3 clusters Score -1284022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -1284022.750000 Penalty: 4596.105469 Iteration 47Q: 3 clusters Score -1284023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1284025.875000 Penalty: 4596.105469 Iteration 48Q: 3 clusters Score -1284026 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1284031.875000 Penalty: 4596.105469 Iteration 49Q: 3 clusters Score -1284032 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1284036.250000 Penalty: 4596.105469 Iteration 50Q: 3 clusters Score -1284036 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1284042.250000 Penalty: 4596.105469 Iteration 51Q: 3 clusters Score -1284042 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1284047.375000 Penalty: 4596.105469 Iteration 52Q: 3 clusters Score -1284047 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9748 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -1284052.625000 Penalty: 4596.105469 Iteration 53Q: 3 clusters Score -1284053 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1284059.875000 Penalty: 4596.105469 Iteration 54Q: 3 clusters Score -1284060 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1284067.375000 Penalty: 4596.105469 Iteration 55Q: 3 clusters Score -1284067 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1284072.500000 Penalty: 4596.105469 Iteration 56Q: 3 clusters Score -1284072 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1284074.750000 Penalty: 4596.105469 Iteration 57Q: 3 clusters Score -1284075 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9801 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -1284079.750000 Penalty: 4596.105469 Iteration 58Q: 3 clusters Score -1284080 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1284083.875000 Penalty: 4596.105469 Iteration 59Q: 3 clusters Score -1284084 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1284090.500000 Penalty: 4596.105469 Iteration 60F: 3 clusters Score -1284090 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1284092.375000 Penalty: 4596.105469 Iteration 61Q: 3 clusters Score -1284092 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9822 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1284092.625000 Penalty: 4596.105469 Iteration 62Q: 3 clusters Score -1284093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1284091.750000 Penalty: 4596.105469 Iteration 63Q: 3 clusters Score -1284092 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1284091.750000 Penalty: 4596.105469 Iteration 64F: 3 clusters Score -1284092 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Entering Unmasked Estep Score: -569381.250000 Penalty: 2100.220947 Iteration 0F: 2 clusters Score -569381.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -564980.875000 Penalty: 4200.441895 Iteration 0F: 3 clusters Score -564980.9 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -566029.000000 Penalty: 4200.441895 Iteration 1F: 3 clusters Score -566029 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -566356.250000 Penalty: 4200.441895 Iteration 2F: 3 clusters Score -566356.2 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -566558.625000 Penalty: 4200.441895 Iteration 3F: 3 clusters Score -566558.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -566658.375000 Penalty: 4200.441895 Iteration 4Q: 3 clusters Score -566658.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -566732.312500 Penalty: 4200.441895 Iteration 5Q: 3 clusters Score -566732.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -566793.000000 Penalty: 4200.441895 Iteration 6Q: 3 clusters Score -566793 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -566858.250000 Penalty: 4200.441895 Iteration 7Q: 3 clusters Score -566858.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -566902.937500 Penalty: 4200.441895 Iteration 8Q: 3 clusters Score -566902.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -566945.187500 Penalty: 4200.441895 Iteration 9Q: 3 clusters Score -566945.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -566992.625000 Penalty: 4200.441895 Iteration 10Q: 3 clusters Score -566992.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -567035.500000 Penalty: 4200.441895 Iteration 11Q: 3 clusters Score -567035.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -567093.187500 Penalty: 4200.441895 Iteration 12Q: 3 clusters Score -567093.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -567145.500000 Penalty: 4200.441895 Iteration 13Q: 3 clusters Score -567145.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -567193.437500 Penalty: 4200.441895 Iteration 14Q: 3 clusters Score -567193.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -567238.937500 Penalty: 4200.441895 Iteration 15Q: 3 clusters Score -567238.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -567306.437500 Penalty: 4200.441895 Iteration 16Q: 3 clusters Score -567306.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -567372.375000 Penalty: 4200.441895 Iteration 17Q: 3 clusters Score -567372.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -567444.687500 Penalty: 4200.441895 Iteration 18Q: 3 clusters Score -567444.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -567507.437500 Penalty: 4200.441895 Iteration 19Q: 3 clusters Score -567507.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -567550.187500 Penalty: 4200.441895 Iteration 20F: 3 clusters Score -567550.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -567591.562500 Penalty: 4200.441895 Iteration 21Q: 3 clusters Score -567591.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -567626.750000 Penalty: 4200.441895 Iteration 22Q: 3 clusters Score -567626.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -567661.312500 Penalty: 4200.441895 Iteration 23Q: 3 clusters Score -567661.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -567694.875000 Penalty: 4200.441895 Iteration 24Q: 3 clusters Score -567694.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -567722.312500 Penalty: 4200.441895 Iteration 25Q: 3 clusters Score -567722.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -567739.812500 Penalty: 4200.441895 Iteration 26Q: 3 clusters Score -567739.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -567754.312500 Penalty: 4200.441895 Iteration 27Q: 3 clusters Score -567754.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -567762.500000 Penalty: 4200.441895 Iteration 28Q: 3 clusters Score -567762.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -567770.625000 Penalty: 4200.441895 Iteration 29Q: 3 clusters Score -567770.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -567777.625000 Penalty: 4200.441895 Iteration 30Q: 3 clusters Score -567777.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -567788.000000 Penalty: 4200.441895 Iteration 31Q: 3 clusters Score -567788 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -567800.000000 Penalty: 4200.441895 Iteration 32Q: 3 clusters Score -567800 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -567808.000000 Penalty: 4200.441895 Iteration 33Q: 3 clusters Score -567808 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -567815.937500 Penalty: 4200.441895 Iteration 34Q: 3 clusters Score -567815.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -567824.312500 Penalty: 4200.441895 Iteration 35Q: 3 clusters Score -567824.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -567830.437500 Penalty: 4200.441895 Iteration 36Q: 3 clusters Score -567830.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -567835.750000 Penalty: 4200.441895 Iteration 37Q: 3 clusters Score -567835.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -567842.250000 Penalty: 4200.441895 Iteration 38Q: 3 clusters Score -567842.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -567847.875000 Penalty: 4200.441895 Iteration 39Q: 3 clusters Score -567847.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -567851.312500 Penalty: 4200.441895 Iteration 40F: 3 clusters Score -567851.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -567854.625000 Penalty: 4200.441895 Iteration 41Q: 3 clusters Score -567854.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -567857.625000 Penalty: 4200.441895 Iteration 42Q: 3 clusters Score -567857.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -567862.750000 Penalty: 4200.441895 Iteration 43Q: 3 clusters Score -567862.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -567867.187500 Penalty: 4200.441895 Iteration 44Q: 3 clusters Score -567867.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -567872.062500 Penalty: 4200.441895 Iteration 45Q: 3 clusters Score -567872.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -567878.875000 Penalty: 4200.441895 Iteration 46Q: 3 clusters Score -567878.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -567888.750000 Penalty: 4200.441895 Iteration 47Q: 3 clusters Score -567888.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -567892.437500 Penalty: 4200.441895 Iteration 48Q: 3 clusters Score -567892.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -567893.312500 Penalty: 4200.441895 Iteration 49Q: 3 clusters Score -567893.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -567896.000000 Penalty: 4200.441895 Iteration 50Q: 3 clusters Score -567896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -567896.000000 Penalty: 4200.441895 Iteration 51Q: 3 clusters Score -567896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -567896.250000 Penalty: 4200.441895 Iteration 52Q: 3 clusters Score -567896.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -567896.250000 Penalty: 4200.441895 Iteration 53F: 3 clusters Score -567896.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (101944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101944 members Entering Unmasked Estep Score: -12356838.000000 Penalty: 2859.980469 Iteration 0F: 2 clusters Score -1.235684e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51088 members Mstep: Class 2 contains 50856 members Entering Unmasked Estep Score: -12288699.000000 Penalty: 5719.960938 Iteration 0F: 3 clusters Score -1.22887e+07 nChanged 48181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53745 members Mstep: Class 2 contains 48199 members Entering Unmasked Estep Score: -12316262.000000 Penalty: 5719.960938 Iteration 1F: 3 clusters Score -1.231626e+07 nChanged 4086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55439 members Mstep: Class 2 contains 46505 members Entering Unmasked Estep Score: -12317709.000000 Penalty: 5719.960938 Iteration 2Q: 3 clusters Score -1.231771e+07 nChanged 4547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57952 members Mstep: Class 2 contains 43992 members Entering Unmasked Estep Score: -12319535.000000 Penalty: 5719.960938 Iteration 3Q: 3 clusters Score -1.231954e+07 nChanged 5114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61558 members Mstep: Class 2 contains 40386 members Entering Unmasked Estep Score: -12321816.000000 Penalty: 5719.960938 Iteration 4F: 3 clusters Score -1.232182e+07 nChanged 5965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66583 members Mstep: Class 2 contains 35361 members Entering Unmasked Estep Score: -12325085.000000 Penalty: 5719.960938 Iteration 5F: 3 clusters Score -1.232508e+07 nChanged 7085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73186 members Mstep: Class 2 contains 28758 members Entering Unmasked Estep Score: -12330102.000000 Penalty: 5719.960938 Iteration 6F: 3 clusters Score -1.23301e+07 nChanged 7711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80739 members Mstep: Class 2 contains 21205 members Entering Unmasked Estep Score: -12336631.000000 Penalty: 5719.960938 Iteration 7F: 3 clusters Score -1.233663e+07 nChanged 7174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87861 members Mstep: Class 2 contains 14083 members Entering Unmasked Estep Score: -12343388.000000 Penalty: 5719.960938 Iteration 8F: 3 clusters Score -1.234339e+07 nChanged 5492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93333 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -12348897.000000 Penalty: 5719.960938 Iteration 9F: 3 clusters Score -1.23489e+07 nChanged 3268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96567 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -12351970.000000 Penalty: 5719.960938 Iteration 10Q: 3 clusters Score -1.235197e+07 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98270 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -12353531.000000 Penalty: 5719.960938 Iteration 11Q: 3 clusters Score -1.235353e+07 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99152 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -12354309.000000 Penalty: 5719.960938 Iteration 12Q: 3 clusters Score -1.235431e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99668 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -12354741.000000 Penalty: 5719.960938 Iteration 13Q: 3 clusters Score -1.235474e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99975 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -12354910.000000 Penalty: 5719.960938 Iteration 14Q: 3 clusters Score -1.235491e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100175 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -12355047.000000 Penalty: 5719.960938 Iteration 15Q: 3 clusters Score -1.235505e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100306 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -12355158.000000 Penalty: 5719.960938 Iteration 16Q: 3 clusters Score -1.235516e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100404 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -12355273.000000 Penalty: 5719.960938 Iteration 17Q: 3 clusters Score -1.235527e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100475 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -12355334.000000 Penalty: 5719.960938 Iteration 18Q: 3 clusters Score -1.235533e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100519 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -12355362.000000 Penalty: 5719.960938 Iteration 19Q: 3 clusters Score -1.235536e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100555 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -12355384.000000 Penalty: 5719.960938 Iteration 20F: 3 clusters Score -1.235538e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100581 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -12355393.000000 Penalty: 5719.960938 Iteration 21Q: 3 clusters Score -1.235539e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100601 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -12355408.000000 Penalty: 5719.960938 Iteration 22Q: 3 clusters Score -1.235541e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100619 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -12355397.000000 Penalty: 5719.960938 Iteration 23Q: 3 clusters Score -1.23554e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100627 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -12355411.000000 Penalty: 5719.960938 Iteration 24Q: 3 clusters Score -1.235541e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100634 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -12355406.000000 Penalty: 5719.960938 Iteration 25Q: 3 clusters Score -1.235541e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100641 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -12355420.000000 Penalty: 5719.960938 Iteration 26Q: 3 clusters Score -1.235542e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100646 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -12355436.000000 Penalty: 5719.960938 Iteration 27Q: 3 clusters Score -1.235544e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100650 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -12355430.000000 Penalty: 5719.960938 Iteration 28Q: 3 clusters Score -1.235543e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100650 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -12355443.000000 Penalty: 5719.960938 Iteration 29Q: 3 clusters Score -1.235544e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100651 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -12355440.000000 Penalty: 5719.960938 Iteration 30Q: 3 clusters Score -1.235544e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100651 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -12355437.000000 Penalty: 5719.960938 Iteration 31Q: 3 clusters Score -1.235544e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100651 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -12355438.000000 Penalty: 5719.960938 Iteration 32Q: 3 clusters Score -1.235544e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100652 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -12355432.000000 Penalty: 5719.960938 Iteration 33Q: 3 clusters Score -1.235543e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100653 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -12355431.000000 Penalty: 5719.960938 Iteration 34Q: 3 clusters Score -1.235543e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100653 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -12355431.000000 Penalty: 5719.960938 Iteration 35F: 3 clusters Score -1.235543e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 3857 members Mstep: Class 4 contains 10159 members Mstep: Class 5 contains 27666 members Mstep: Class 6 contains 54733 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7221 members Mstep: Class 9 contains 14433 members Mstep: Class 10 contains 6947 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3413 members Mstep: Class 16 contains 10508 members Mstep: Class 17 contains 8694 members Mstep: Class 19 contains 10576 members Mstep: Class 20 contains 4763 members Mstep: Class 21 contains 101944 members Entering Unmasked Estep ConsiderDeletion Score: -33514300.000000 Penalty: 56051.496094 Iteration 119Q: 19 clusters Score -3.35143e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 3849 members Mstep: Class 4 contains 10186 members Mstep: Class 5 contains 27666 members Mstep: Class 6 contains 54733 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7196 members Mstep: Class 9 contains 14438 members Mstep: Class 10 contains 6946 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3413 members Mstep: Class 16 contains 10503 members Mstep: Class 17 contains 8693 members Mstep: Class 19 contains 10575 members Mstep: Class 20 contains 4761 members Mstep: Class 21 contains 101955 members Entering Unmasked Estep ConsiderDeletion Score: -33514318.000000 Penalty: 56051.496094 Iteration 120F: 19 clusters Score -3.351432e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 3847 members Mstep: Class 4 contains 10207 members Mstep: Class 5 contains 27665 members Mstep: Class 6 contains 54731 members Mstep: Class 7 contains 6759 members Mstep: Class 8 contains 7172 members Mstep: Class 9 contains 14445 members Mstep: Class 10 contains 6946 members Mstep: Class 11 contains 3338 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3413 members Mstep: Class 16 contains 10500 members Mstep: Class 17 contains 8692 members Mstep: Class 19 contains 10575 members Mstep: Class 20 contains 4758 members Mstep: Class 21 contains 101963 members Entering Unmasked Estep ConsiderDeletion Score: -33514244.000000 Penalty: 56051.496094 Iteration 121Q: 19 clusters Score -3.351424e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 2636 members Mstep: Class 3 contains 3845 members Mstep: Class 4 contains 10223 members Mstep: Class 5 contains 27667 members Mstep: Class 6 contains 54731 members Mstep: Class 7 contains 6761 members Mstep: Class 8 contains 7152 members Mstep: Class 9 contains 14445 members Mstep: Class 10 contains 6947 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10495 members Mstep: Class 17 contains 8691 members Mstep: Class 19 contains 10575 members Mstep: Class 20 contains 4755 members Mstep: Class 21 contains 101971 members Entering Unmasked Estep ConsiderDeletion Score: -33514262.000000 Penalty: 56051.496094 Iteration 122Q: 19 clusters Score -3.351426e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3845 members Mstep: Class 4 contains 10233 members Mstep: Class 5 contains 27670 members Mstep: Class 6 contains 54732 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 7131 members Mstep: Class 9 contains 14446 members Mstep: Class 10 contains 6947 members Mstep: Class 11 contains 3338 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10491 members Mstep: Class 17 contains 8690 members Mstep: Class 19 contains 10574 members Mstep: Class 20 contains 4752 members Mstep: Class 21 contains 101984 members Entering Unmasked Estep ConsiderDeletion Score: -33514282.000000 Penalty: 56051.496094 Iteration 123Q: 19 clusters Score -3.351428e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3839 members Mstep: Class 4 contains 10246 members Mstep: Class 5 contains 27676 members Mstep: Class 6 contains 54731 members Mstep: Class 7 contains 6762 members Mstep: Class 8 contains 7119 members Mstep: Class 9 contains 14448 members Mstep: Class 10 contains 6948 members Mstep: Class 11 contains 3339 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10488 members Mstep: Class 17 contains 8688 members Mstep: Class 19 contains 10573 members Mstep: Class 20 contains 4748 members Mstep: Class 21 contains 101989 members Entering Unmasked Estep ConsiderDeletion Score: -33514290.000000 Penalty: 56051.496094 Iteration 124Q: 19 clusters Score -3.351429e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3833 members Mstep: Class 4 contains 10261 members Mstep: Class 5 contains 27680 members Mstep: Class 6 contains 54730 members Mstep: Class 7 contains 6764 members Mstep: Class 8 contains 7106 members Mstep: Class 9 contains 14450 members Mstep: Class 10 contains 6948 members Mstep: Class 11 contains 3339 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10484 members Mstep: Class 17 contains 8687 members Mstep: Class 19 contains 10573 members Mstep: Class 20 contains 4746 members Mstep: Class 21 contains 101992 members Entering Unmasked Estep ConsiderDeletion Score: -33514286.000000 Penalty: 56051.496094 Iteration 125Q: 19 clusters Score -3.351429e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 3824 members Mstep: Class 4 contains 10276 members Mstep: Class 5 contains 27687 members Mstep: Class 6 contains 54730 members Mstep: Class 7 contains 6764 members Mstep: Class 8 contains 7099 members Mstep: Class 9 contains 14454 members Mstep: Class 10 contains 6947 members Mstep: Class 11 contains 3338 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10480 members Mstep: Class 17 contains 8686 members Mstep: Class 19 contains 10573 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 101994 members Entering Unmasked Estep ConsiderDeletion Score: -33514272.000000 Penalty: 56051.496094 Iteration 126Q: 19 clusters Score -3.351427e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 3820 members Mstep: Class 4 contains 10285 members Mstep: Class 5 contains 27694 members Mstep: Class 6 contains 54729 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 7089 members Mstep: Class 9 contains 14453 members Mstep: Class 10 contains 6949 members Mstep: Class 11 contains 3338 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10474 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10572 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 101998 members Entering Unmasked Estep ConsiderDeletion Score: -33514286.000000 Penalty: 56051.496094 Iteration 127Q: 19 clusters Score -3.351429e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 3815 members Mstep: Class 4 contains 10294 members Mstep: Class 5 contains 27697 members Mstep: Class 6 contains 54728 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 7081 members Mstep: Class 9 contains 14457 members Mstep: Class 10 contains 6947 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3418 members Mstep: Class 16 contains 10470 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10572 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102002 members Entering Unmasked Estep ConsiderDeletion Score: -33514334.000000 Penalty: 56051.496094 Iteration 128Q: 19 clusters Score -3.351433e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 3815 members Mstep: Class 4 contains 10304 members Mstep: Class 5 contains 27703 members Mstep: Class 6 contains 54728 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 7074 members Mstep: Class 9 contains 14455 members Mstep: Class 10 contains 6946 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3419 members Mstep: Class 16 contains 10464 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10572 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102001 members Entering Unmasked Estep ConsiderDeletion Score: -33514336.000000 Penalty: 56051.496094 Iteration 129Q: 19 clusters Score -3.351434e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 3810 members Mstep: Class 4 contains 10316 members Mstep: Class 5 contains 27707 members Mstep: Class 6 contains 54726 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 7068 members Mstep: Class 9 contains 14455 members Mstep: Class 10 contains 6947 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3419 members Mstep: Class 16 contains 10460 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10571 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102002 members Entering Unmasked Estep ConsiderDeletion Score: -33514332.000000 Penalty: 56051.496094 Iteration 130Q: 19 clusters Score -3.351433e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2634 members Mstep: Class 3 contains 3805 members Mstep: Class 4 contains 10322 members Mstep: Class 5 contains 27715 members Mstep: Class 6 contains 54725 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 7063 members Mstep: Class 9 contains 14457 members Mstep: Class 10 contains 6948 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10454 members Mstep: Class 17 contains 8684 members Mstep: Class 19 contains 10571 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102005 members Entering Unmasked Estep ConsiderDeletion Score: -33514318.000000 Penalty: 56051.496094 Iteration 131Q: 19 clusters Score -3.351432e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3801 members Mstep: Class 4 contains 10328 members Mstep: Class 5 contains 27718 members Mstep: Class 6 contains 54724 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 7061 members Mstep: Class 9 contains 14460 members Mstep: Class 10 contains 6949 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10448 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10571 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102003 members Entering Unmasked Estep ConsiderDeletion Score: -33514316.000000 Penalty: 56051.496094 Iteration 132Q: 19 clusters Score -3.351432e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3801 members Mstep: Class 4 contains 10333 members Mstep: Class 5 contains 27724 members Mstep: Class 6 contains 54721 members Mstep: Class 7 contains 6765 members Mstep: Class 8 contains 7058 members Mstep: Class 9 contains 14462 members Mstep: Class 10 contains 6950 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3415 members Mstep: Class 16 contains 10444 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10571 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102001 members Entering Unmasked Estep ConsiderDeletion Score: -33514322.000000 Penalty: 56051.496094 Iteration 133Q: 19 clusters Score -3.351432e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3800 members Mstep: Class 4 contains 10337 members Mstep: Class 5 contains 27726 members Mstep: Class 6 contains 54721 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7056 members Mstep: Class 9 contains 14461 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3414 members Mstep: Class 16 contains 10442 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102002 members Entering Unmasked Estep ConsiderDeletion Score: -33514300.000000 Penalty: 56051.496094 Iteration 134Q: 19 clusters Score -3.35143e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3800 members Mstep: Class 4 contains 10338 members Mstep: Class 5 contains 27731 members Mstep: Class 6 contains 54721 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7055 members Mstep: Class 9 contains 14462 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3415 members Mstep: Class 16 contains 10435 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10569 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102003 members Entering Unmasked Estep ConsiderDeletion Score: -33514326.000000 Penalty: 56051.496094 Iteration 135Q: 19 clusters Score -3.351433e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3797 members Mstep: Class 4 contains 10342 members Mstep: Class 5 contains 27733 members Mstep: Class 6 contains 54721 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7056 members Mstep: Class 9 contains 14462 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10430 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102002 members Entering Unmasked Estep ConsiderDeletion Score: -33514348.000000 Penalty: 56051.496094 Iteration 136Q: 19 clusters Score -3.351435e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3791 members Mstep: Class 4 contains 10349 members Mstep: Class 5 contains 27738 members Mstep: Class 6 contains 54721 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7055 members Mstep: Class 9 contains 14462 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3415 members Mstep: Class 16 contains 10427 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4742 members Mstep: Class 21 contains 102001 members Entering Unmasked Estep ConsiderDeletion Score: -33514354.000000 Penalty: 56051.496094 Iteration 137Q: 19 clusters Score -3.351435e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 10353 members Mstep: Class 5 contains 27740 members Mstep: Class 6 contains 54723 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7052 members Mstep: Class 9 contains 14462 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3415 members Mstep: Class 16 contains 10424 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4741 members Mstep: Class 21 contains 102001 members Entering Unmasked Estep ConsiderDeletion Score: -33514370.000000 Penalty: 56051.496094 Iteration 138Q: 19 clusters Score -3.351437e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 10352 members Mstep: Class 5 contains 27743 members Mstep: Class 6 contains 54723 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7051 members Mstep: Class 9 contains 14463 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 10421 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4741 members Mstep: Class 21 contains 102001 members Entering Unmasked Estep ConsiderDeletion Score: -33514352.000000 Penalty: 56051.496094 Iteration 139Q: 19 clusters Score -3.351435e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 10352 members Mstep: Class 5 contains 27743 members Mstep: Class 6 contains 54724 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7049 members Mstep: Class 9 contains 14464 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3417 members Mstep: Class 16 contains 10418 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4741 members Mstep: Class 21 contains 102003 members Entering Unmasked Estep ConsiderDeletion Score: -33514344.000000 Penalty: 56051.496094 Iteration 140F: 19 clusters Score -3.351434e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 10353 members Mstep: Class 5 contains 27744 members Mstep: Class 6 contains 54724 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7048 members Mstep: Class 9 contains 14465 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3418 members Mstep: Class 16 contains 10415 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4741 members Mstep: Class 21 contains 102003 members Entering Unmasked Estep ConsiderDeletion Score: -33514350.000000 Penalty: 56051.496094 Iteration 141Q: 19 clusters Score -3.351435e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 10355 members Mstep: Class 5 contains 27743 members Mstep: Class 6 contains 54723 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7048 members Mstep: Class 9 contains 14467 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3418 members Mstep: Class 16 contains 10413 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4741 members Mstep: Class 21 contains 102003 members Entering Unmasked Estep ConsiderDeletion Score: -33514334.000000 Penalty: 56051.496094 Iteration 142Q: 19 clusters Score -3.351433e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 10356 members Mstep: Class 5 contains 27743 members Mstep: Class 6 contains 54723 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7047 members Mstep: Class 9 contains 14467 members Mstep: Class 10 contains 6952 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3418 members Mstep: Class 16 contains 10414 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4741 members Mstep: Class 21 contains 102001 members Entering Unmasked Estep ConsiderDeletion Score: -33514312.000000 Penalty: 56051.496094 Iteration 143Q: 19 clusters Score -3.351431e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 10357 members Mstep: Class 5 contains 27744 members Mstep: Class 6 contains 54723 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7046 members Mstep: Class 9 contains 14467 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3418 members Mstep: Class 16 contains 10414 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4741 members Mstep: Class 21 contains 102001 members Entering Unmasked Estep ConsiderDeletion Score: -33514300.000000 Penalty: 56051.496094 Iteration 144Q: 19 clusters Score -3.35143e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 10357 members Mstep: Class 5 contains 27744 members Mstep: Class 6 contains 54723 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7044 members Mstep: Class 9 contains 14467 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3418 members Mstep: Class 16 contains 10414 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4741 members Mstep: Class 21 contains 102003 members Entering Unmasked Estep ConsiderDeletion Score: -33514288.000000 Penalty: 56051.496094 Iteration 145Q: 19 clusters Score -3.351429e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2635 members Mstep: Class 3 contains 3790 members Mstep: Class 4 contains 10357 members Mstep: Class 5 contains 27744 members Mstep: Class 6 contains 54723 members Mstep: Class 7 contains 6766 members Mstep: Class 8 contains 7044 members Mstep: Class 9 contains 14467 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 583 members Mstep: Class 15 contains 3418 members Mstep: Class 16 contains 10414 members Mstep: Class 17 contains 8685 members Mstep: Class 19 contains 10570 members Mstep: Class 20 contains 4741 members Mstep: Class 21 contains 102003 members Entering Unmasked Estep ConsiderDeletion Score: -33514288.000000 Penalty: 56051.496094 Iteration 146F: 19 clusters Score -3.351429e+07 nChanged 0 Entering ConstructFrom: Score: -33514288.000000 Penalty: 56051.496094 Entering ConstructFrom: Trying to split cluster 1 (5626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Entering Unmasked Estep Score: -671897.750000 Penalty: 2141.518066 Iteration 0F: 2 clusters Score -671897.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -667004.375000 Penalty: 4283.036133 Iteration 0F: 3 clusters Score -667004.4 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -668277.875000 Penalty: 4283.036133 Iteration 1F: 3 clusters Score -668277.9 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -668639.437500 Penalty: 4283.036133 Iteration 2F: 3 clusters Score -668639.4 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -668900.312500 Penalty: 4283.036133 Iteration 3F: 3 clusters Score -668900.3 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -669130.000000 Penalty: 4283.036133 Iteration 4F: 3 clusters Score -669130 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -669325.250000 Penalty: 4283.036133 Iteration 5F: 3 clusters Score -669325.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -669513.812500 Penalty: 4283.036133 Iteration 6Q: 3 clusters Score -669513.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -669663.000000 Penalty: 4283.036133 Iteration 7Q: 3 clusters Score -669663 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -669791.562500 Penalty: 4283.036133 Iteration 8Q: 3 clusters Score -669791.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -669913.437500 Penalty: 4283.036133 Iteration 9Q: 3 clusters Score -669913.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -670009.562500 Penalty: 4283.036133 Iteration 10Q: 3 clusters Score -670009.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -670077.187500 Penalty: 4283.036133 Iteration 11Q: 3 clusters Score -670077.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -670136.875000 Penalty: 4283.036133 Iteration 12Q: 3 clusters Score -670136.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -670178.375000 Penalty: 4283.036133 Iteration 13Q: 3 clusters Score -670178.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -670211.000000 Penalty: 4283.036133 Iteration 14Q: 3 clusters Score -670211 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -670248.687500 Penalty: 4283.036133 Iteration 15Q: 3 clusters Score -670248.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -670285.687500 Penalty: 4283.036133 Iteration 16Q: 3 clusters Score -670285.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -670309.437500 Penalty: 4283.036133 Iteration 17Q: 3 clusters Score -670309.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -670328.437500 Penalty: 4283.036133 Iteration 18Q: 3 clusters Score -670328.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -670346.187500 Penalty: 4283.036133 Iteration 19Q: 3 clusters Score -670346.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -670361.000000 Penalty: 4283.036133 Iteration 20F: 3 clusters Score -670361 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -670373.000000 Penalty: 4283.036133 Iteration 21Q: 3 clusters Score -670373 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -670386.625000 Penalty: 4283.036133 Iteration 22Q: 3 clusters Score -670386.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -670400.562500 Penalty: 4283.036133 Iteration 23Q: 3 clusters Score -670400.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -670420.312500 Penalty: 4283.036133 Iteration 24Q: 3 clusters Score -670420.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -670434.437500 Penalty: 4283.036133 Iteration 25Q: 3 clusters Score -670434.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -670447.000000 Penalty: 4283.036133 Iteration 26Q: 3 clusters Score -670447 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -670451.062500 Penalty: 4283.036133 Iteration 27Q: 3 clusters Score -670451.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -670453.062500 Penalty: 4283.036133 Iteration 28Q: 3 clusters Score -670453.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -670456.062500 Penalty: 4283.036133 Iteration 29Q: 3 clusters Score -670456.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -670458.187500 Penalty: 4283.036133 Iteration 30Q: 3 clusters Score -670458.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -670460.250000 Penalty: 4283.036133 Iteration 31Q: 3 clusters Score -670460.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -670461.687500 Penalty: 4283.036133 Iteration 32Q: 3 clusters Score -670461.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -670463.250000 Penalty: 4283.036133 Iteration 33Q: 3 clusters Score -670463.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -670465.437500 Penalty: 4283.036133 Iteration 34Q: 3 clusters Score -670465.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -670468.125000 Penalty: 4283.036133 Iteration 35Q: 3 clusters Score -670468.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -670467.000000 Penalty: 4283.036133 Iteration 36Q: 3 clusters Score -670467 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -670469.000000 Penalty: 4283.036133 Iteration 37Q: 3 clusters Score -670469 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -670471.687500 Penalty: 4283.036133 Iteration 38Q: 3 clusters Score -670471.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -670472.000000 Penalty: 4283.036133 Iteration 39Q: 3 clusters Score -670472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -670477.812500 Penalty: 4283.036133 Iteration 40F: 3 clusters Score -670477.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -670479.562500 Penalty: 4283.036133 Iteration 41Q: 3 clusters Score -670479.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -670482.750000 Penalty: 4283.036133 Iteration 42Q: 3 clusters Score -670482.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -670485.375000 Penalty: 4283.036133 Iteration 43Q: 3 clusters Score -670485.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -670487.125000 Penalty: 4283.036133 Iteration 44Q: 3 clusters Score -670487.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -670487.125000 Penalty: 4283.036133 Iteration 45F: 3 clusters Score -670487.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Entering Unmasked Estep Score: -289804.437500 Penalty: 1953.406372 Iteration 0F: 2 clusters Score -289804.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -286794.281250 Penalty: 3906.812744 Iteration 0F: 3 clusters Score -286794.3 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -287338.718750 Penalty: 3906.812744 Iteration 1F: 3 clusters Score -287338.7 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -287488.312500 Penalty: 3906.812744 Iteration 2F: 3 clusters Score -287488.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -287571.562500 Penalty: 3906.812744 Iteration 3Q: 3 clusters Score -287571.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -287623.468750 Penalty: 3906.812744 Iteration 4Q: 3 clusters Score -287623.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -287662.593750 Penalty: 3906.812744 Iteration 5Q: 3 clusters Score -287662.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -287689.062500 Penalty: 3906.812744 Iteration 6Q: 3 clusters Score -287689.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -287718.250000 Penalty: 3906.812744 Iteration 7Q: 3 clusters Score -287718.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -287737.750000 Penalty: 3906.812744 Iteration 8Q: 3 clusters Score -287737.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -287753.812500 Penalty: 3906.812744 Iteration 9Q: 3 clusters Score -287753.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -287767.625000 Penalty: 3906.812744 Iteration 10Q: 3 clusters Score -287767.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -287781.843750 Penalty: 3906.812744 Iteration 11Q: 3 clusters Score -287781.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -287792.312500 Penalty: 3906.812744 Iteration 12Q: 3 clusters Score -287792.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -287803.218750 Penalty: 3906.812744 Iteration 13Q: 3 clusters Score -287803.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -287810.812500 Penalty: 3906.812744 Iteration 14Q: 3 clusters Score -287810.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -287817.062500 Penalty: 3906.812744 Iteration 15Q: 3 clusters Score -287817.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -287824.593750 Penalty: 3906.812744 Iteration 16Q: 3 clusters Score -287824.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -287833.687500 Penalty: 3906.812744 Iteration 17Q: 3 clusters Score -287833.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -287845.468750 Penalty: 3906.812744 Iteration 18Q: 3 clusters Score -287845.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -287858.218750 Penalty: 3906.812744 Iteration 19Q: 3 clusters Score -287858.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -287867.906250 Penalty: 3906.812744 Iteration 20F: 3 clusters Score -287867.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -287878.937500 Penalty: 3906.812744 Iteration 21Q: 3 clusters Score -287878.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -287894.312500 Penalty: 3906.812744 Iteration 22Q: 3 clusters Score -287894.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -287921.750000 Penalty: 3906.812744 Iteration 23Q: 3 clusters Score -287921.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -287938.187500 Penalty: 3906.812744 Iteration 24Q: 3 clusters Score -287938.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -287953.906250 Penalty: 3906.812744 Iteration 25Q: 3 clusters Score -287953.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -287968.250000 Penalty: 3906.812744 Iteration 26Q: 3 clusters Score -287968.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -287985.218750 Penalty: 3906.812744 Iteration 27Q: 3 clusters Score -287985.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -287997.281250 Penalty: 3906.812744 Iteration 28Q: 3 clusters Score -287997.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -288011.187500 Penalty: 3906.812744 Iteration 29Q: 3 clusters Score -288011.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -288023.593750 Penalty: 3906.812744 Iteration 30Q: 3 clusters Score -288023.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -288039.375000 Penalty: 3906.812744 Iteration 31Q: 3 clusters Score -288039.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -288056.093750 Penalty: 3906.812744 Iteration 32Q: 3 clusters Score -288056.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -288069.968750 Penalty: 3906.812744 Iteration 33Q: 3 clusters Score -288070 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -288078.656250 Penalty: 3906.812744 Iteration 34Q: 3 clusters Score -288078.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -288089.093750 Penalty: 3906.812744 Iteration 35Q: 3 clusters Score -288089.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -288101.406250 Penalty: 3906.812744 Iteration 36Q: 3 clusters Score -288101.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -288107.406250 Penalty: 3906.812744 Iteration 37Q: 3 clusters Score -288107.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -288109.500000 Penalty: 3906.812744 Iteration 38Q: 3 clusters Score -288109.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -288111.875000 Penalty: 3906.812744 Iteration 39Q: 3 clusters Score -288111.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -288114.625000 Penalty: 3906.812744 Iteration 40F: 3 clusters Score -288114.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -288116.031250 Penalty: 3906.812744 Iteration 41Q: 3 clusters Score -288116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -288117.000000 Penalty: 3906.812744 Iteration 42Q: 3 clusters Score -288117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -288117.625000 Penalty: 3906.812744 Iteration 43Q: 3 clusters Score -288117.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -288118.156250 Penalty: 3906.812744 Iteration 44Q: 3 clusters Score -288118.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -288118.156250 Penalty: 3906.812744 Iteration 45F: 3 clusters Score -288118.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Entering Unmasked Estep Score: -446677.250000 Penalty: 2043.549927 Iteration 0F: 2 clusters Score -446677.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -442901.187500 Penalty: 4087.099854 Iteration 0F: 3 clusters Score -442901.2 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -443719.843750 Penalty: 4087.099854 Iteration 1F: 3 clusters Score -443719.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -443900.875000 Penalty: 4087.099854 Iteration 2F: 3 clusters Score -443900.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -444029.125000 Penalty: 4087.099854 Iteration 3F: 3 clusters Score -444029.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -444109.375000 Penalty: 4087.099854 Iteration 4Q: 3 clusters Score -444109.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -444146.687500 Penalty: 4087.099854 Iteration 5Q: 3 clusters Score -444146.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -444179.687500 Penalty: 4087.099854 Iteration 6Q: 3 clusters Score -444179.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -444197.187500 Penalty: 4087.099854 Iteration 7Q: 3 clusters Score -444197.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -444215.500000 Penalty: 4087.099854 Iteration 8Q: 3 clusters Score -444215.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -444227.687500 Penalty: 4087.099854 Iteration 9Q: 3 clusters Score -444227.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -444242.656250 Penalty: 4087.099854 Iteration 10Q: 3 clusters Score -444242.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -444254.718750 Penalty: 4087.099854 Iteration 11Q: 3 clusters Score -444254.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -444268.718750 Penalty: 4087.099854 Iteration 12Q: 3 clusters Score -444268.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -444281.937500 Penalty: 4087.099854 Iteration 13Q: 3 clusters Score -444281.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -444290.718750 Penalty: 4087.099854 Iteration 14Q: 3 clusters Score -444290.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -444301.468750 Penalty: 4087.099854 Iteration 15Q: 3 clusters Score -444301.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -444322.281250 Penalty: 4087.099854 Iteration 16Q: 3 clusters Score -444322.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -444340.156250 Penalty: 4087.099854 Iteration 17Q: 3 clusters Score -444340.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -444354.937500 Penalty: 4087.099854 Iteration 18Q: 3 clusters Score -444354.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -444370.406250 Penalty: 4087.099854 Iteration 19Q: 3 clusters Score -444370.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -444381.156250 Penalty: 4087.099854 Iteration 20F: 3 clusters Score -444381.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -444390.687500 Penalty: 4087.099854 Iteration 21Q: 3 clusters Score -444390.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -444397.875000 Penalty: 4087.099854 Iteration 22Q: 3 clusters Score -444397.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -444410.562500 Penalty: 4087.099854 Iteration 23Q: 3 clusters Score -444410.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -444429.531250 Penalty: 4087.099854 Iteration 24Q: 3 clusters Score -444429.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -444454.093750 Penalty: 4087.099854 Iteration 25Q: 3 clusters Score -444454.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -444482.906250 Penalty: 4087.099854 Iteration 26Q: 3 clusters Score -444482.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -444523.218750 Penalty: 4087.099854 Iteration 27Q: 3 clusters Score -444523.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -444556.406250 Penalty: 4087.099854 Iteration 28Q: 3 clusters Score -444556.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -444586.093750 Penalty: 4087.099854 Iteration 29Q: 3 clusters Score -444586.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -444612.875000 Penalty: 4087.099854 Iteration 30Q: 3 clusters Score -444612.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -444638.437500 Penalty: 4087.099854 Iteration 31Q: 3 clusters Score -444638.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -444663.000000 Penalty: 4087.099854 Iteration 32Q: 3 clusters Score -444663 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -444687.562500 Penalty: 4087.099854 Iteration 33Q: 3 clusters Score -444687.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -444709.125000 Penalty: 4087.099854 Iteration 34Q: 3 clusters Score -444709.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -444724.062500 Penalty: 4087.099854 Iteration 35Q: 3 clusters Score -444724.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -444739.437500 Penalty: 4087.099854 Iteration 36Q: 3 clusters Score -444739.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -444756.750000 Penalty: 4087.099854 Iteration 37Q: 3 clusters Score -444756.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -444772.812500 Penalty: 4087.099854 Iteration 38Q: 3 clusters Score -444772.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -444787.500000 Penalty: 4087.099854 Iteration 39Q: 3 clusters Score -444787.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -444797.218750 Penalty: 4087.099854 Iteration 40F: 3 clusters Score -444797.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -444808.000000 Penalty: 4087.099854 Iteration 41Q: 3 clusters Score -444808 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -444815.875000 Penalty: 4087.099854 Iteration 42Q: 3 clusters Score -444815.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -444823.187500 Penalty: 4087.099854 Iteration 43Q: 3 clusters Score -444823.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -444828.875000 Penalty: 4087.099854 Iteration 44Q: 3 clusters Score -444828.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -444836.906250 Penalty: 4087.099854 Iteration 45Q: 3 clusters Score -444836.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -444843.125000 Penalty: 4087.099854 Iteration 46Q: 3 clusters Score -444843.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -444850.093750 Penalty: 4087.099854 Iteration 47Q: 3 clusters Score -444850.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -444857.562500 Penalty: 4087.099854 Iteration 48Q: 3 clusters Score -444857.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -444867.062500 Penalty: 4087.099854 Iteration 49Q: 3 clusters Score -444867.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -444870.218750 Penalty: 4087.099854 Iteration 50Q: 3 clusters Score -444870.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -444872.875000 Penalty: 4087.099854 Iteration 51Q: 3 clusters Score -444872.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -444874.562500 Penalty: 4087.099854 Iteration 52Q: 3 clusters Score -444874.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -444876.187500 Penalty: 4087.099854 Iteration 53Q: 3 clusters Score -444876.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -444876.406250 Penalty: 4087.099854 Iteration 54Q: 3 clusters Score -444876.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -444879.437500 Penalty: 4087.099854 Iteration 55Q: 3 clusters Score -444879.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -444881.875000 Penalty: 4087.099854 Iteration 56Q: 3 clusters Score -444881.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -444883.093750 Penalty: 4087.099854 Iteration 57Q: 3 clusters Score -444883.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -444886.812500 Penalty: 4087.099854 Iteration 58Q: 3 clusters Score -444886.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -444888.281250 Penalty: 4087.099854 Iteration 59Q: 3 clusters Score -444888.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -444892.718750 Penalty: 4087.099854 Iteration 60F: 3 clusters Score -444892.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -444897.406250 Penalty: 4087.099854 Iteration 61Q: 3 clusters Score -444897.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -444904.468750 Penalty: 4087.099854 Iteration 62Q: 3 clusters Score -444904.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -444908.406250 Penalty: 4087.099854 Iteration 63Q: 3 clusters Score -444908.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -444911.000000 Penalty: 4087.099854 Iteration 64Q: 3 clusters Score -444911 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -444912.062500 Penalty: 4087.099854 Iteration 65Q: 3 clusters Score -444912.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -444913.562500 Penalty: 4087.099854 Iteration 66Q: 3 clusters Score -444913.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -444913.562500 Penalty: 4087.099854 Iteration 67F: 3 clusters Score -444913.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (10357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10357 members Entering Unmasked Estep Score: -1260996.875000 Penalty: 2292.863525 Iteration 0F: 2 clusters Score -1260997 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -1252992.500000 Penalty: 4585.727051 Iteration 0F: 3 clusters Score -1252992 nChanged 4309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -1255287.625000 Penalty: 4585.727051 Iteration 1F: 3 clusters Score -1255288 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1255629.375000 Penalty: 4585.727051 Iteration 2F: 3 clusters Score -1255629 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -1255948.000000 Penalty: 4585.727051 Iteration 3F: 3 clusters Score -1255948 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1256270.125000 Penalty: 4585.727051 Iteration 4F: 3 clusters Score -1256270 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -1256590.875000 Penalty: 4585.727051 Iteration 5F: 3 clusters Score -1256591 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1256911.125000 Penalty: 4585.727051 Iteration 6Q: 3 clusters Score -1256911 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -1257236.250000 Penalty: 4585.727051 Iteration 7Q: 3 clusters Score -1257236 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -1257545.750000 Penalty: 4585.727051 Iteration 8Q: 3 clusters Score -1257546 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -1257846.375000 Penalty: 4585.727051 Iteration 9Q: 3 clusters Score -1257846 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1258111.875000 Penalty: 4585.727051 Iteration 10Q: 3 clusters Score -1258112 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -1258353.625000 Penalty: 4585.727051 Iteration 11Q: 3 clusters Score -1258354 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9604 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1258553.875000 Penalty: 4585.727051 Iteration 12Q: 3 clusters Score -1258554 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1258693.500000 Penalty: 4585.727051 Iteration 13Q: 3 clusters Score -1258694 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9851 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1258791.625000 Penalty: 4585.727051 Iteration 14Q: 3 clusters Score -1258792 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9912 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -1258861.250000 Penalty: 4585.727051 Iteration 15Q: 3 clusters Score -1258861 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1258897.625000 Penalty: 4585.727051 Iteration 16Q: 3 clusters Score -1258898 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1258922.250000 Penalty: 4585.727051 Iteration 17Q: 3 clusters Score -1258922 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9984 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1258935.250000 Penalty: 4585.727051 Iteration 18Q: 3 clusters Score -1258935 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9994 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1258945.500000 Penalty: 4585.727051 Iteration 19Q: 3 clusters Score -1258946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10004 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -1258955.875000 Penalty: 4585.727051 Iteration 20F: 3 clusters Score -1258956 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -1258961.375000 Penalty: 4585.727051 Iteration 21Q: 3 clusters Score -1258961 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1258965.250000 Penalty: 4585.727051 Iteration 22Q: 3 clusters Score -1258965 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1258971.750000 Penalty: 4585.727051 Iteration 23Q: 3 clusters Score -1258972 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10020 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -1258976.125000 Penalty: 4585.727051 Iteration 24Q: 3 clusters Score -1258976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10020 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -1258974.750000 Penalty: 4585.727051 Iteration 25Q: 3 clusters Score -1258975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10021 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1258974.500000 Penalty: 4585.727051 Iteration 26Q: 3 clusters Score -1258974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10021 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1258974.500000 Penalty: 4585.727051 Iteration 27F: 3 clusters Score -1258974 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (27744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27744 members Entering Unmasked Estep Score: -3368426.000000 Penalty: 2537.232178 Iteration 0F: 2 clusters Score -3368426 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13967 members Mstep: Class 2 contains 13777 members Entering Unmasked Estep Score: -3349367.500000 Penalty: 5074.464355 Iteration 0F: 3 clusters Score -3349368 nChanged 12466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14421 members Mstep: Class 2 contains 13323 members Entering Unmasked Estep Score: -3356399.000000 Penalty: 5074.464355 Iteration 1F: 3 clusters Score -3356399 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14649 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -3357043.500000 Penalty: 5074.464355 Iteration 2F: 3 clusters Score -3357044 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14952 members Mstep: Class 2 contains 12792 members Entering Unmasked Estep Score: -3357680.000000 Penalty: 5074.464355 Iteration 3F: 3 clusters Score -3357680 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15396 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -3358342.500000 Penalty: 5074.464355 Iteration 4F: 3 clusters Score -3358342 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15966 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -3359135.250000 Penalty: 5074.464355 Iteration 5F: 3 clusters Score -3359135 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16713 members Mstep: Class 2 contains 11031 members Entering Unmasked Estep Score: -3360047.000000 Penalty: 5074.464355 Iteration 6F: 3 clusters Score -3360047 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17515 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -3361055.750000 Penalty: 5074.464355 Iteration 7F: 3 clusters Score -3361056 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18290 members Mstep: Class 2 contains 9454 members Entering Unmasked Estep Score: -3362073.750000 Penalty: 5074.464355 Iteration 8F: 3 clusters Score -3362074 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18912 members Mstep: Class 2 contains 8832 members Entering Unmasked Estep Score: -3362937.000000 Penalty: 5074.464355 Iteration 9Q: 3 clusters Score -3362937 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19400 members Mstep: Class 2 contains 8344 members Entering Unmasked Estep Score: -3363618.000000 Penalty: 5074.464355 Iteration 10Q: 3 clusters Score -3363618 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19802 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -3364076.750000 Penalty: 5074.464355 Iteration 11Q: 3 clusters Score -3364077 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20121 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -3364336.000000 Penalty: 5074.464355 Iteration 12Q: 3 clusters Score -3364336 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20421 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -3364506.750000 Penalty: 5074.464355 Iteration 13Q: 3 clusters Score -3364507 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20669 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -3364616.500000 Penalty: 5074.464355 Iteration 14Q: 3 clusters Score -3364616 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20906 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -3364715.000000 Penalty: 5074.464355 Iteration 15Q: 3 clusters Score -3364715 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21123 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -3364779.500000 Penalty: 5074.464355 Iteration 16Q: 3 clusters Score -3364780 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -3364854.750000 Penalty: 5074.464355 Iteration 17Q: 3 clusters Score -3364855 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21535 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -3364913.000000 Penalty: 5074.464355 Iteration 18Q: 3 clusters Score -3364913 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21729 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -3364976.250000 Penalty: 5074.464355 Iteration 19Q: 3 clusters Score -3364976 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21906 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -3365025.000000 Penalty: 5074.464355 Iteration 20F: 3 clusters Score -3365025 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22065 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -3365081.750000 Penalty: 5074.464355 Iteration 21Q: 3 clusters Score -3365082 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22231 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -3365122.250000 Penalty: 5074.464355 Iteration 22Q: 3 clusters Score -3365122 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22378 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -3365157.750000 Penalty: 5074.464355 Iteration 23Q: 3 clusters Score -3365158 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22522 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -3365204.500000 Penalty: 5074.464355 Iteration 24Q: 3 clusters Score -3365204 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22673 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -3365259.250000 Penalty: 5074.464355 Iteration 25Q: 3 clusters Score -3365259 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22805 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -3365274.000000 Penalty: 5074.464355 Iteration 26Q: 3 clusters Score -3365274 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22924 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -3365329.500000 Penalty: 5074.464355 Iteration 27Q: 3 clusters Score -3365330 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23049 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -3365350.000000 Penalty: 5074.464355 Iteration 28Q: 3 clusters Score -3365350 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23160 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -3365360.500000 Penalty: 5074.464355 Iteration 29Q: 3 clusters Score -3365360 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23268 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -3365398.250000 Penalty: 5074.464355 Iteration 30Q: 3 clusters Score -3365398 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23363 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -3365414.750000 Penalty: 5074.464355 Iteration 31Q: 3 clusters Score -3365415 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23462 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -3365430.750000 Penalty: 5074.464355 Iteration 32Q: 3 clusters Score -3365431 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23557 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -3365447.500000 Penalty: 5074.464355 Iteration 33Q: 3 clusters Score -3365448 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -3365470.250000 Penalty: 5074.464355 Iteration 34Q: 3 clusters Score -3365470 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23728 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -3365476.750000 Penalty: 5074.464355 Iteration 35Q: 3 clusters Score -3365477 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23803 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -3365502.750000 Penalty: 5074.464355 Iteration 36Q: 3 clusters Score -3365503 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23877 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -3365520.000000 Penalty: 5074.464355 Iteration 37Q: 3 clusters Score -3365520 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23949 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -3365542.500000 Penalty: 5074.464355 Iteration 38Q: 3 clusters Score -3365542 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24034 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -3365553.500000 Penalty: 5074.464355 Iteration 39Q: 3 clusters Score -3365554 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24104 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -3365578.250000 Penalty: 5074.464355 Iteration 40F: 3 clusters Score -3365578 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24184 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -3365593.000000 Penalty: 5074.464355 Iteration 41Q: 3 clusters Score -3365593 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24266 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -3365614.750000 Penalty: 5074.464355 Iteration 42Q: 3 clusters Score -3365615 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24350 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -3365636.000000 Penalty: 5074.464355 Iteration 43Q: 3 clusters Score -3365636 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24430 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -3365648.000000 Penalty: 5074.464355 Iteration 44Q: 3 clusters Score -3365648 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24498 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -3365665.750000 Penalty: 5074.464355 Iteration 45Q: 3 clusters Score -3365666 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24566 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -3365685.500000 Penalty: 5074.464355 Iteration 46Q: 3 clusters Score -3365686 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24640 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -3365703.750000 Penalty: 5074.464355 Iteration 47Q: 3 clusters Score -3365704 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24686 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -3365718.750000 Penalty: 5074.464355 Iteration 48Q: 3 clusters Score -3365719 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24731 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -3365726.750000 Penalty: 5074.464355 Iteration 49Q: 3 clusters Score -3365727 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24771 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -3365728.000000 Penalty: 5074.464355 Iteration 50Q: 3 clusters Score -3365728 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24815 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -3365748.750000 Penalty: 5074.464355 Iteration 51Q: 3 clusters Score -3365749 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24870 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -3365756.750000 Penalty: 5074.464355 Iteration 52Q: 3 clusters Score -3365757 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24912 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -3365766.750000 Penalty: 5074.464355 Iteration 53Q: 3 clusters Score -3365767 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24946 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -3365779.250000 Penalty: 5074.464355 Iteration 54Q: 3 clusters Score -3365779 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24985 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -3365782.750000 Penalty: 5074.464355 Iteration 55Q: 3 clusters Score -3365783 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25029 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -3365796.750000 Penalty: 5074.464355 Iteration 56Q: 3 clusters Score -3365797 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25064 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -3365805.250000 Penalty: 5074.464355 Iteration 57Q: 3 clusters Score -3365805 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25094 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -3365814.250000 Penalty: 5074.464355 Iteration 58Q: 3 clusters Score -3365814 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25116 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -3365818.250000 Penalty: 5074.464355 Iteration 59Q: 3 clusters Score -3365818 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25144 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -3365828.500000 Penalty: 5074.464355 Iteration 60F: 3 clusters Score -3365828 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25171 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -3365830.250000 Penalty: 5074.464355 Iteration 61Q: 3 clusters Score -3365830 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25205 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -3365832.750000 Penalty: 5074.464355 Iteration 62Q: 3 clusters Score -3365833 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25239 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -3365847.500000 Penalty: 5074.464355 Iteration 63Q: 3 clusters Score -3365848 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25267 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -3365852.250000 Penalty: 5074.464355 Iteration 64Q: 3 clusters Score -3365852 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25301 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -3365868.000000 Penalty: 5074.464355 Iteration 65Q: 3 clusters Score -3365868 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25324 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -3365884.750000 Penalty: 5074.464355 Iteration 66Q: 3 clusters Score -3365885 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25356 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -3365891.500000 Penalty: 5074.464355 Iteration 67Q: 3 clusters Score -3365892 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25391 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -3365902.750000 Penalty: 5074.464355 Iteration 68Q: 3 clusters Score -3365903 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25425 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -3365910.750000 Penalty: 5074.464355 Iteration 69Q: 3 clusters Score -3365911 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25461 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -3365916.750000 Penalty: 5074.464355 Iteration 70Q: 3 clusters Score -3365917 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25488 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -3365931.750000 Penalty: 5074.464355 Iteration 71Q: 3 clusters Score -3365932 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25510 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -3365942.500000 Penalty: 5074.464355 Iteration 72Q: 3 clusters Score -3365942 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25540 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -3365940.750000 Penalty: 5074.464355 Iteration 73Q: 3 clusters Score -3365941 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25574 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -3365957.750000 Penalty: 5074.464355 Iteration 74Q: 3 clusters Score -3365958 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25604 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -3365958.500000 Penalty: 5074.464355 Iteration 75Q: 3 clusters Score -3365958 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25625 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -3365971.750000 Penalty: 5074.464355 Iteration 76Q: 3 clusters Score -3365972 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25651 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -3365981.500000 Penalty: 5074.464355 Iteration 77Q: 3 clusters Score -3365982 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25676 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -3365990.750000 Penalty: 5074.464355 Iteration 78Q: 3 clusters Score -3365991 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25698 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -3366001.750000 Penalty: 5074.464355 Iteration 79Q: 3 clusters Score -3366002 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25715 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -3366002.750000 Penalty: 5074.464355 Iteration 80F: 3 clusters Score -3366003 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25733 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -3366010.250000 Penalty: 5074.464355 Iteration 81Q: 3 clusters Score -3366010 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25761 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -3366021.000000 Penalty: 5074.464355 Iteration 82Q: 3 clusters Score -3366021 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25792 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -3366027.000000 Penalty: 5074.464355 Iteration 83Q: 3 clusters Score -3366027 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25821 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -3366034.500000 Penalty: 5074.464355 Iteration 84Q: 3 clusters Score -3366034 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25854 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -3366050.500000 Penalty: 5074.464355 Iteration 85Q: 3 clusters Score -3366050 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25886 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -3366058.250000 Penalty: 5074.464355 Iteration 86Q: 3 clusters Score -3366058 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25918 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -3366072.250000 Penalty: 5074.464355 Iteration 87Q: 3 clusters Score -3366072 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25944 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -3366084.250000 Penalty: 5074.464355 Iteration 88Q: 3 clusters Score -3366084 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25970 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -3366078.750000 Penalty: 5074.464355 Iteration 89Q: 3 clusters Score -3366079 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25996 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -3366084.500000 Penalty: 5074.464355 Iteration 90Q: 3 clusters Score -3366084 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26027 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -3366097.000000 Penalty: 5074.464355 Iteration 91Q: 3 clusters Score -3366097 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26057 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -3366114.250000 Penalty: 5074.464355 Iteration 92Q: 3 clusters Score -3366114 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26082 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -3366119.750000 Penalty: 5074.464355 Iteration 93Q: 3 clusters Score -3366120 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26104 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -3366136.500000 Penalty: 5074.464355 Iteration 94Q: 3 clusters Score -3366136 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26126 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -3366149.000000 Penalty: 5074.464355 Iteration 95Q: 3 clusters Score -3366149 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26146 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -3366161.500000 Penalty: 5074.464355 Iteration 96Q: 3 clusters Score -3366162 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26165 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -3366163.500000 Penalty: 5074.464355 Iteration 97Q: 3 clusters Score -3366164 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26176 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -3366166.250000 Penalty: 5074.464355 Iteration 98Q: 3 clusters Score -3366166 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26198 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -3366168.000000 Penalty: 5074.464355 Iteration 99Q: 3 clusters Score -3366168 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26215 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -3366176.250000 Penalty: 5074.464355 Iteration 100F: 3 clusters Score -3366176 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26232 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -3366180.500000 Penalty: 5074.464355 Iteration 101Q: 3 clusters Score -3366180 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26251 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -3366183.750000 Penalty: 5074.464355 Iteration 102Q: 3 clusters Score -3366184 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26267 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -3366187.000000 Penalty: 5074.464355 Iteration 103Q: 3 clusters Score -3366187 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26290 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -3366198.750000 Penalty: 5074.464355 Iteration 104Q: 3 clusters Score -3366199 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26312 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -3366204.500000 Penalty: 5074.464355 Iteration 105Q: 3 clusters Score -3366204 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26331 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -3366221.250000 Penalty: 5074.464355 Iteration 106Q: 3 clusters Score -3366221 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26353 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -3366240.000000 Penalty: 5074.464355 Iteration 107Q: 3 clusters Score -3366240 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26364 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -3366237.000000 Penalty: 5074.464355 Iteration 108Q: 3 clusters Score -3366237 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26379 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -3366250.500000 Penalty: 5074.464355 Iteration 109Q: 3 clusters Score -3366250 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26395 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -3366261.000000 Penalty: 5074.464355 Iteration 110Q: 3 clusters Score -3366261 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26410 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3366269.500000 Penalty: 5074.464355 Iteration 111Q: 3 clusters Score -3366270 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26423 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -3366276.500000 Penalty: 5074.464355 Iteration 112Q: 3 clusters Score -3366276 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26431 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -3366281.250000 Penalty: 5074.464355 Iteration 113Q: 3 clusters Score -3366281 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26438 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3366282.500000 Penalty: 5074.464355 Iteration 114Q: 3 clusters Score -3366282 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26444 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -3366281.000000 Penalty: 5074.464355 Iteration 115Q: 3 clusters Score -3366281 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26448 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -3366293.000000 Penalty: 5074.464355 Iteration 116Q: 3 clusters Score -3366293 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26455 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -3366295.500000 Penalty: 5074.464355 Iteration 117Q: 3 clusters Score -3366296 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26467 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -3366304.500000 Penalty: 5074.464355 Iteration 118Q: 3 clusters Score -3366304 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26474 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -3366310.250000 Penalty: 5074.464355 Iteration 119Q: 3 clusters Score -3366310 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26481 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -3366309.250000 Penalty: 5074.464355 Iteration 120F: 3 clusters Score -3366309 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26487 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -3366307.500000 Penalty: 5074.464355 Iteration 121Q: 3 clusters Score -3366308 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26495 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -3366305.750000 Penalty: 5074.464355 Iteration 122Q: 3 clusters Score -3366306 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26499 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -3366310.750000 Penalty: 5074.464355 Iteration 123Q: 3 clusters Score -3366311 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26501 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -3366310.750000 Penalty: 5074.464355 Iteration 124Q: 3 clusters Score -3366311 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26506 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -3366311.000000 Penalty: 5074.464355 Iteration 125Q: 3 clusters Score -3366311 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26506 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -3366311.000000 Penalty: 5074.464355 Iteration 126F: 3 clusters Score -3366311 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (54723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54723 members Entering Unmasked Estep Score: -6653421.000000 Penalty: 2705.689697 Iteration 0F: 2 clusters Score -6653421 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27563 members Mstep: Class 2 contains 27160 members Entering Unmasked Estep Score: -6616472.000000 Penalty: 5411.379395 Iteration 0F: 3 clusters Score -6616472 nChanged 25570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28975 members Mstep: Class 2 contains 25748 members Entering Unmasked Estep Score: -6630977.000000 Penalty: 5411.379395 Iteration 1F: 3 clusters Score -6630977 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30122 members Mstep: Class 2 contains 24601 members Entering Unmasked Estep Score: -6631747.500000 Penalty: 5411.379395 Iteration 2Q: 3 clusters Score -6631748 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31897 members Mstep: Class 2 contains 22826 members Entering Unmasked Estep Score: -6632921.000000 Penalty: 5411.379395 Iteration 3Q: 3 clusters Score -6632921 nChanged 3282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34557 members Mstep: Class 2 contains 20166 members Entering Unmasked Estep Score: -6634767.500000 Penalty: 5411.379395 Iteration 4F: 3 clusters Score -6634768 nChanged 4044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38161 members Mstep: Class 2 contains 16562 members Entering Unmasked Estep Score: -6637641.000000 Penalty: 5411.379395 Iteration 5F: 3 clusters Score -6637641 nChanged 4421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42242 members Mstep: Class 2 contains 12481 members Entering Unmasked Estep Score: -6641218.000000 Penalty: 5411.379395 Iteration 6F: 3 clusters Score -6641218 nChanged 4001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46011 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -6644564.500000 Penalty: 5411.379395 Iteration 7F: 3 clusters Score -6644564 nChanged 3056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48957 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -6647003.000000 Penalty: 5411.379395 Iteration 8F: 3 clusters Score -6647003 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51008 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -6648609.000000 Penalty: 5411.379395 Iteration 9Q: 3 clusters Score -6648609 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52294 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -6649618.500000 Penalty: 5411.379395 Iteration 10Q: 3 clusters Score -6649618 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53107 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -6650171.500000 Penalty: 5411.379395 Iteration 11Q: 3 clusters Score -6650172 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53578 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -6650526.000000 Penalty: 5411.379395 Iteration 12Q: 3 clusters Score -6650526 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53852 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -6650736.000000 Penalty: 5411.379395 Iteration 13Q: 3 clusters Score -6650736 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53994 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -6650848.000000 Penalty: 5411.379395 Iteration 14Q: 3 clusters Score -6650848 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54068 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -6650903.500000 Penalty: 5411.379395 Iteration 15Q: 3 clusters Score -6650904 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54117 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -6650947.500000 Penalty: 5411.379395 Iteration 16Q: 3 clusters Score -6650948 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54154 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -6650979.000000 Penalty: 5411.379395 Iteration 17Q: 3 clusters Score -6650979 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54179 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -6651013.500000 Penalty: 5411.379395 Iteration 18Q: 3 clusters Score -6651014 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54198 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -6651034.500000 Penalty: 5411.379395 Iteration 19Q: 3 clusters Score -6651034 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54209 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -6651042.000000 Penalty: 5411.379395 Iteration 20F: 3 clusters Score -6651042 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54215 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -6651046.500000 Penalty: 5411.379395 Iteration 21Q: 3 clusters Score -6651046 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54224 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -6651049.500000 Penalty: 5411.379395 Iteration 22Q: 3 clusters Score -6651050 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54227 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -6651047.500000 Penalty: 5411.379395 Iteration 23Q: 3 clusters Score -6651048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54230 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -6651054.500000 Penalty: 5411.379395 Iteration 24Q: 3 clusters Score -6651054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54234 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -6651056.000000 Penalty: 5411.379395 Iteration 25Q: 3 clusters Score -6651056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54235 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -6651058.500000 Penalty: 5411.379395 Iteration 26Q: 3 clusters Score -6651058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54235 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -6651058.500000 Penalty: 5411.379395 Iteration 27F: 3 clusters Score -6651058 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (6766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Entering Unmasked Estep Score: -809676.437500 Penalty: 2187.276855 Iteration 0F: 2 clusters Score -809676.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -804137.250000 Penalty: 4374.553711 Iteration 0F: 3 clusters Score -804137.2 nChanged 2684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -805738.812500 Penalty: 4374.553711 Iteration 1F: 3 clusters Score -805738.8 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -806228.125000 Penalty: 4374.553711 Iteration 2F: 3 clusters Score -806228.1 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -806677.687500 Penalty: 4374.553711 Iteration 3F: 3 clusters Score -806677.7 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -807016.812500 Penalty: 4374.553711 Iteration 4F: 3 clusters Score -807016.8 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -807292.437500 Penalty: 4374.553711 Iteration 5F: 3 clusters Score -807292.4 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -807586.187500 Penalty: 4374.553711 Iteration 6F: 3 clusters Score -807586.2 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -807828.000000 Penalty: 4374.553711 Iteration 7Q: 3 clusters Score -807828 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -808012.250000 Penalty: 4374.553711 Iteration 8Q: 3 clusters Score -808012.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -808114.750000 Penalty: 4374.553711 Iteration 9Q: 3 clusters Score -808114.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -808204.375000 Penalty: 4374.553711 Iteration 10Q: 3 clusters Score -808204.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -808255.312500 Penalty: 4374.553711 Iteration 11Q: 3 clusters Score -808255.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -808306.187500 Penalty: 4374.553711 Iteration 12Q: 3 clusters Score -808306.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 5375 members Entering Unmasked Estep Score: -808332.437500 Penalty: 4374.553711 Iteration 13Q: 3 clusters Score -808332.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -808349.500000 Penalty: 4374.553711 Iteration 14Q: 3 clusters Score -808349.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -808367.125000 Penalty: 4374.553711 Iteration 15Q: 3 clusters Score -808367.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -808384.000000 Penalty: 4374.553711 Iteration 16Q: 3 clusters Score -808384 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -808402.937500 Penalty: 4374.553711 Iteration 17Q: 3 clusters Score -808402.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -808416.187500 Penalty: 4374.553711 Iteration 18Q: 3 clusters Score -808416.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -808426.625000 Penalty: 4374.553711 Iteration 19Q: 3 clusters Score -808426.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -808432.562500 Penalty: 4374.553711 Iteration 20F: 3 clusters Score -808432.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -808437.687500 Penalty: 4374.553711 Iteration 21Q: 3 clusters Score -808437.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -808441.125000 Penalty: 4374.553711 Iteration 22Q: 3 clusters Score -808441.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -808443.625000 Penalty: 4374.553711 Iteration 23Q: 3 clusters Score -808443.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -808452.500000 Penalty: 4374.553711 Iteration 24Q: 3 clusters Score -808452.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -808461.875000 Penalty: 4374.553711 Iteration 25Q: 3 clusters Score -808461.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -808466.125000 Penalty: 4374.553711 Iteration 26Q: 3 clusters Score -808466.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -808468.812500 Penalty: 4374.553711 Iteration 27Q: 3 clusters Score -808468.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -808471.812500 Penalty: 4374.553711 Iteration 28Q: 3 clusters Score -808471.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -808474.875000 Penalty: 4374.553711 Iteration 29Q: 3 clusters Score -808474.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -808474.875000 Penalty: 4374.553711 Iteration 30F: 3 clusters Score -808474.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Entering Unmasked Estep Score: -849436.437500 Penalty: 2197.263184 Iteration 0F: 2 clusters Score -849436.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -843703.687500 Penalty: 4394.526367 Iteration 0F: 3 clusters Score -843703.7 nChanged 2775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -845174.062500 Penalty: 4394.526367 Iteration 1F: 3 clusters Score -845174.1 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -845374.812500 Penalty: 4394.526367 Iteration 2F: 3 clusters Score -845374.8 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -845495.937500 Penalty: 4394.526367 Iteration 3Q: 3 clusters Score -845495.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -845582.375000 Penalty: 4394.526367 Iteration 4Q: 3 clusters Score -845582.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -845665.937500 Penalty: 4394.526367 Iteration 5Q: 3 clusters Score -845665.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -845744.250000 Penalty: 4394.526367 Iteration 6Q: 3 clusters Score -845744.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -845809.312500 Penalty: 4394.526367 Iteration 7Q: 3 clusters Score -845809.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -845880.250000 Penalty: 4394.526367 Iteration 8Q: 3 clusters Score -845880.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -845939.500000 Penalty: 4394.526367 Iteration 9Q: 3 clusters Score -845939.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -845987.812500 Penalty: 4394.526367 Iteration 10Q: 3 clusters Score -845987.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -846034.875000 Penalty: 4394.526367 Iteration 11Q: 3 clusters Score -846034.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -846090.375000 Penalty: 4394.526367 Iteration 12Q: 3 clusters Score -846090.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -846153.437500 Penalty: 4394.526367 Iteration 13Q: 3 clusters Score -846153.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -846228.000000 Penalty: 4394.526367 Iteration 14Q: 3 clusters Score -846228 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -846306.250000 Penalty: 4394.526367 Iteration 15Q: 3 clusters Score -846306.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -846403.062500 Penalty: 4394.526367 Iteration 16Q: 3 clusters Score -846403.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -846502.687500 Penalty: 4394.526367 Iteration 17Q: 3 clusters Score -846502.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -846611.125000 Penalty: 4394.526367 Iteration 18Q: 3 clusters Score -846611.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -846721.562500 Penalty: 4394.526367 Iteration 19Q: 3 clusters Score -846721.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -846838.937500 Penalty: 4394.526367 Iteration 20F: 3 clusters Score -846838.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -846970.125000 Penalty: 4394.526367 Iteration 21Q: 3 clusters Score -846970.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -847094.312500 Penalty: 4394.526367 Iteration 22Q: 3 clusters Score -847094.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -847195.625000 Penalty: 4394.526367 Iteration 23Q: 3 clusters Score -847195.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -847258.625000 Penalty: 4394.526367 Iteration 24Q: 3 clusters Score -847258.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -847309.062500 Penalty: 4394.526367 Iteration 25Q: 3 clusters Score -847309.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -847341.000000 Penalty: 4394.526367 Iteration 26Q: 3 clusters Score -847341 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -847372.125000 Penalty: 4394.526367 Iteration 27Q: 3 clusters Score -847372.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -847399.875000 Penalty: 4394.526367 Iteration 28Q: 3 clusters Score -847399.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -847415.750000 Penalty: 4394.526367 Iteration 29Q: 3 clusters Score -847415.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -847431.625000 Penalty: 4394.526367 Iteration 30Q: 3 clusters Score -847431.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -847443.375000 Penalty: 4394.526367 Iteration 31Q: 3 clusters Score -847443.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -847447.625000 Penalty: 4394.526367 Iteration 32Q: 3 clusters Score -847447.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -847458.187500 Penalty: 4394.526367 Iteration 33Q: 3 clusters Score -847458.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -847466.812500 Penalty: 4394.526367 Iteration 34Q: 3 clusters Score -847466.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -847475.125000 Penalty: 4394.526367 Iteration 35Q: 3 clusters Score -847475.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -847479.875000 Penalty: 4394.526367 Iteration 36Q: 3 clusters Score -847479.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -847484.187500 Penalty: 4394.526367 Iteration 37Q: 3 clusters Score -847484.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -847485.375000 Penalty: 4394.526367 Iteration 38Q: 3 clusters Score -847485.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -847487.562500 Penalty: 4394.526367 Iteration 39Q: 3 clusters Score -847487.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -847488.125000 Penalty: 4394.526367 Iteration 40F: 3 clusters Score -847488.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -847491.875000 Penalty: 4394.526367 Iteration 41Q: 3 clusters Score -847491.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -847496.062500 Penalty: 4394.526367 Iteration 42Q: 3 clusters Score -847496.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -847500.437500 Penalty: 4394.526367 Iteration 43Q: 3 clusters Score -847500.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -847504.187500 Penalty: 4394.526367 Iteration 44Q: 3 clusters Score -847504.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -847503.187500 Penalty: 4394.526367 Iteration 45Q: 3 clusters Score -847503.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -847508.687500 Penalty: 4394.526367 Iteration 46Q: 3 clusters Score -847508.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -847508.687500 Penalty: 4394.526367 Iteration 47F: 3 clusters Score -847508.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Entering Unmasked Estep Score: -1593559.875000 Penalty: 2375.747070 Iteration 0F: 2 clusters Score -1593560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -1583092.875000 Penalty: 4751.494141 Iteration 0F: 3 clusters Score -1583093 nChanged 6239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1586740.625000 Penalty: 4751.494141 Iteration 1F: 3 clusters Score -1586741 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -1587551.625000 Penalty: 4751.494141 Iteration 2F: 3 clusters Score -1587552 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -1588474.750000 Penalty: 4751.494141 Iteration 3F: 3 clusters Score -1588475 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -1589442.250000 Penalty: 4751.494141 Iteration 4F: 3 clusters Score -1589442 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1590221.750000 Penalty: 4751.494141 Iteration 5F: 3 clusters Score -1590222 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -1590774.125000 Penalty: 4751.494141 Iteration 6F: 3 clusters Score -1590774 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -1591166.000000 Penalty: 4751.494141 Iteration 7Q: 3 clusters Score -1591166 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -1591376.125000 Penalty: 4751.494141 Iteration 8Q: 3 clusters Score -1591376 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -1591521.250000 Penalty: 4751.494141 Iteration 9Q: 3 clusters Score -1591521 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -1591602.000000 Penalty: 4751.494141 Iteration 10Q: 3 clusters Score -1591602 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -1591642.375000 Penalty: 4751.494141 Iteration 11Q: 3 clusters Score -1591642 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -1591674.250000 Penalty: 4751.494141 Iteration 12Q: 3 clusters Score -1591674 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -1591693.125000 Penalty: 4751.494141 Iteration 13Q: 3 clusters Score -1591693 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1591705.875000 Penalty: 4751.494141 Iteration 14Q: 3 clusters Score -1591706 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -1591712.750000 Penalty: 4751.494141 Iteration 15Q: 3 clusters Score -1591713 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8754 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -1591717.875000 Penalty: 4751.494141 Iteration 16Q: 3 clusters Score -1591718 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8770 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1591726.250000 Penalty: 4751.494141 Iteration 17Q: 3 clusters Score -1591726 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -1591730.000000 Penalty: 4751.494141 Iteration 18Q: 3 clusters Score -1591730 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -1591740.250000 Penalty: 4751.494141 Iteration 19Q: 3 clusters Score -1591740 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1591748.375000 Penalty: 4751.494141 Iteration 20F: 3 clusters Score -1591748 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -1591754.125000 Penalty: 4751.494141 Iteration 21Q: 3 clusters Score -1591754 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -1591755.625000 Penalty: 4751.494141 Iteration 22Q: 3 clusters Score -1591756 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1591755.375000 Penalty: 4751.494141 Iteration 23Q: 3 clusters Score -1591755 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8920 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1591760.125000 Penalty: 4751.494141 Iteration 24Q: 3 clusters Score -1591760 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -1591762.625000 Penalty: 4751.494141 Iteration 25Q: 3 clusters Score -1591763 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -1591762.875000 Penalty: 4751.494141 Iteration 26Q: 3 clusters Score -1591763 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1591767.375000 Penalty: 4751.494141 Iteration 27Q: 3 clusters Score -1591767 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9004 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1591767.875000 Penalty: 4751.494141 Iteration 28Q: 3 clusters Score -1591768 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -1591774.375000 Penalty: 4751.494141 Iteration 29Q: 3 clusters Score -1591774 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9054 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -1591773.375000 Penalty: 4751.494141 Iteration 30Q: 3 clusters Score -1591773 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9085 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1591781.375000 Penalty: 4751.494141 Iteration 31Q: 3 clusters Score -1591781 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -1591781.625000 Penalty: 4751.494141 Iteration 32Q: 3 clusters Score -1591782 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9131 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1591786.625000 Penalty: 4751.494141 Iteration 33Q: 3 clusters Score -1591787 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -1591787.625000 Penalty: 4751.494141 Iteration 34Q: 3 clusters Score -1591788 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9189 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1591796.500000 Penalty: 4751.494141 Iteration 35Q: 3 clusters Score -1591796 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -1591798.250000 Penalty: 4751.494141 Iteration 36Q: 3 clusters Score -1591798 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1591804.500000 Penalty: 4751.494141 Iteration 37Q: 3 clusters Score -1591804 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1591814.875000 Penalty: 4751.494141 Iteration 38Q: 3 clusters Score -1591815 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9331 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -1591818.875000 Penalty: 4751.494141 Iteration 39Q: 3 clusters Score -1591819 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1591822.250000 Penalty: 4751.494141 Iteration 40F: 3 clusters Score -1591822 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1591826.750000 Penalty: 4751.494141 Iteration 41Q: 3 clusters Score -1591827 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -1591841.500000 Penalty: 4751.494141 Iteration 42Q: 3 clusters Score -1591842 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9547 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -1591863.375000 Penalty: 4751.494141 Iteration 43Q: 3 clusters Score -1591863 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -1591876.375000 Penalty: 4751.494141 Iteration 44Q: 3 clusters Score -1591876 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1591901.750000 Penalty: 4751.494141 Iteration 45Q: 3 clusters Score -1591902 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1591922.375000 Penalty: 4751.494141 Iteration 46Q: 3 clusters Score -1591922 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1592222.625000 Penalty: 4751.494141 Iteration 51Q: 3 clusters Score -1592223 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1592282.000000 Penalty: 4751.494141 Iteration 52Q: 3 clusters Score -1592282 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10782 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -1592330.750000 Penalty: 4751.494141 Iteration 53Q: 3 clusters Score -1592331 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -1592373.000000 Penalty: 4751.494141 Iteration 54Q: 3 clusters Score -1592373 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11027 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1592407.750000 Penalty: 4751.494141 Iteration 55Q: 3 clusters Score -1592408 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1592433.125000 Penalty: 4751.494141 Iteration 56Q: 3 clusters Score -1592433 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1592466.875000 Penalty: 4751.494141 Iteration 57Q: 3 clusters Score -1592467 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1592492.000000 Penalty: 4751.494141 Iteration 58Q: 3 clusters Score -1592492 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11453 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1592519.375000 Penalty: 4751.494141 Iteration 59Q: 3 clusters Score -1592519 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -1592544.750000 Penalty: 4751.494141 Iteration 60F: 3 clusters Score -1592545 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -1592560.375000 Penalty: 4751.494141 Iteration 61Q: 3 clusters Score -1592560 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -1592573.250000 Penalty: 4751.494141 Iteration 62Q: 3 clusters Score -1592573 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11720 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -1592580.625000 Penalty: 4751.494141 Iteration 63Q: 3 clusters Score -1592581 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11777 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -1592589.750000 Penalty: 4751.494141 Iteration 64Q: 3 clusters Score -1592590 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11831 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -1592605.375000 Penalty: 4751.494141 Iteration 65Q: 3 clusters Score -1592605 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11885 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -1592619.250000 Penalty: 4751.494141 Iteration 66Q: 3 clusters Score -1592619 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -1592627.625000 Penalty: 4751.494141 Iteration 67Q: 3 clusters Score -1592628 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -1592636.625000 Penalty: 4751.494141 Iteration 68Q: 3 clusters Score -1592637 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1592650.875000 Penalty: 4751.494141 Iteration 69Q: 3 clusters Score -1592651 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -1592657.125000 Penalty: 4751.494141 Iteration 70Q: 3 clusters Score -1592657 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -1592666.375000 Penalty: 4751.494141 Iteration 71Q: 3 clusters Score -1592666 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12152 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1592673.875000 Penalty: 4751.494141 Iteration 72Q: 3 clusters Score -1592674 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -1592676.250000 Penalty: 4751.494141 Iteration 73Q: 3 clusters Score -1592676 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12219 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -1592681.375000 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-1592706.375000 Penalty: 4751.494141 Iteration 78Q: 3 clusters Score -1592706 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12363 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1592710.375000 Penalty: 4751.494141 Iteration 79Q: 3 clusters Score -1592710 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12385 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1592712.000000 Penalty: 4751.494141 Iteration 80F: 3 clusters Score -1592712 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12403 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -1592714.625000 Penalty: 4751.494141 Iteration 81Q: 3 clusters Score -1592715 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -1592720.500000 Penalty: 4751.494141 Iteration 82Q: 3 clusters Score -1592720 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12426 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1592722.750000 Penalty: 4751.494141 Iteration 83Q: 3 clusters Score -1592723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12431 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -1592722.750000 Penalty: 4751.494141 Iteration 84Q: 3 clusters Score -1592723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12436 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -1592722.875000 Penalty: 4751.494141 Iteration 85Q: 3 clusters Score -1592723 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12439 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -1592724.750000 Penalty: 4751.494141 Iteration 86Q: 3 clusters Score -1592725 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12442 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1592723.750000 Penalty: 4751.494141 Iteration 87Q: 3 clusters Score -1592724 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -1592727.125000 Penalty: 4751.494141 Iteration 88Q: 3 clusters Score -1592727 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12448 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -1592727.500000 Penalty: 4751.494141 Iteration 89Q: 3 clusters Score -1592728 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -1592726.625000 Penalty: 4751.494141 Iteration 90Q: 3 clusters Score -1592727 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -1592733.000000 Penalty: 4751.494141 Iteration 91Q: 3 clusters Score -1592733 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -1592730.125000 Penalty: 4751.494141 Iteration 92Q: 3 clusters Score -1592730 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -1592733.625000 Penalty: 4751.494141 Iteration 93Q: 3 clusters Score -1592734 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members 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12520 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -1592738.625000 Penalty: 4751.494141 Iteration 98Q: 3 clusters Score -1592739 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -1592735.000000 Penalty: 4751.494141 Iteration 99Q: 3 clusters Score -1592735 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -1592738.750000 Penalty: 4751.494141 Iteration 100F: 3 clusters Score -1592739 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12532 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -1592738.875000 Penalty: 4751.494141 Iteration 101Q: 3 clusters Score -1592739 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12533 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1592739.875000 Penalty: 4751.494141 Iteration 102Q: 3 clusters Score -1592740 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -1592739.125000 Penalty: 4751.494141 Iteration 103Q: 3 clusters Score -1592739 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12539 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1592740.000000 Penalty: 4751.494141 Iteration 104Q: 3 clusters Score -1592740 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12543 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1592738.875000 Penalty: 4751.494141 Iteration 105Q: 3 clusters Score -1592739 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Class 0 contains 0 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1592746.000000 Penalty: 4751.494141 Iteration 110Q: 3 clusters Score -1592746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12580 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1592748.125000 Penalty: 4751.494141 Iteration 111Q: 3 clusters Score -1592748 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12581 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1592749.750000 Penalty: 4751.494141 Iteration 112Q: 3 clusters Score -1592750 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12581 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1592749.750000 Penalty: 4751.494141 Iteration 113F: 3 clusters Score -1592750 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Entering Unmasked Estep Score: -838669.375000 Penalty: 2193.966797 Iteration 0F: 2 clusters Score -838669.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -832967.312500 Penalty: 4387.933594 Iteration 0F: 3 clusters Score -832967.3 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -834509.187500 Penalty: 4387.933594 Iteration 1F: 3 clusters Score -834509.2 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -834759.312500 Penalty: 4387.933594 Iteration 2F: 3 clusters Score -834759.3 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -834951.187500 Penalty: 4387.933594 Iteration 3Q: 3 clusters Score -834951.2 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -835101.000000 Penalty: 4387.933594 Iteration 4Q: 3 clusters Score -835101 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -835243.687500 Penalty: 4387.933594 Iteration 5Q: 3 clusters Score -835243.7 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -835366.812500 Penalty: 4387.933594 Iteration 6Q: 3 clusters Score -835366.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -835511.000000 Penalty: 4387.933594 Iteration 7Q: 3 clusters Score -835511 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -835672.437500 Penalty: 4387.933594 Iteration 8Q: 3 clusters Score -835672.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -835853.562500 Penalty: 4387.933594 Iteration 9Q: 3 clusters Score -835853.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -836082.250000 Penalty: 4387.933594 Iteration 10Q: 3 clusters Score -836082.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -836339.000000 Penalty: 4387.933594 Iteration 11Q: 3 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Iteration 15Q: 3 clusters Score -836880.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -836969.187500 Penalty: 4387.933594 Iteration 16Q: 3 clusters Score -836969.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -837050.250000 Penalty: 4387.933594 Iteration 17Q: 3 clusters Score -837050.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -837122.062500 Penalty: 4387.933594 Iteration 18Q: 3 clusters Score -837122.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -837172.687500 Penalty: 4387.933594 Iteration 19Q: 3 clusters Score -837172.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -837201.437500 Penalty: 4387.933594 Iteration 20F: 3 clusters Score -837201.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -837233.062500 Penalty: 4387.933594 Iteration 21Q: 3 clusters Score -837233.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -837252.750000 Penalty: 4387.933594 Iteration 22Q: 3 clusters Score -837252.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -837271.375000 Penalty: 4387.933594 Iteration 23Q: 3 clusters Score -837271.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -837285.187500 Penalty: 4387.933594 Iteration 24Q: 3 clusters Score -837285.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -837297.437500 Penalty: 4387.933594 Iteration 25Q: 3 clusters Score -837297.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -837305.062500 Penalty: 4387.933594 Iteration 26Q: 3 clusters Score -837305.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -837309.625000 Penalty: 4387.933594 Iteration 27Q: 3 clusters Score -837309.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -837310.875000 Penalty: 4387.933594 Iteration 28Q: 3 clusters Score -837310.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -837312.437500 Penalty: 4387.933594 Iteration 29Q: 3 clusters Score -837312.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -837313.812500 Penalty: 4387.933594 Iteration 30Q: 3 clusters Score -837313.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -837315.875000 Penalty: 4387.933594 Iteration 31Q: 3 clusters Score -837315.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -837316.187500 Penalty: 4387.933594 Iteration 32Q: 3 clusters Score -837316.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -837318.062500 Penalty: 4387.933594 Iteration 33Q: 3 clusters Score -837318.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -837317.000000 Penalty: 4387.933594 Iteration 34Q: 3 clusters Score -837317 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -837317.000000 Penalty: 4387.933594 Iteration 35F: 3 clusters Score -837317 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Entering Unmasked Estep Score: -391730.406250 Penalty: 2011.906860 Iteration 0F: 2 clusters Score -391730.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -388250.281250 Penalty: 4023.813721 Iteration 0F: 3 clusters Score -388250.3 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -388980.906250 Penalty: 4023.813721 Iteration 1F: 3 clusters Score -388980.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -389148.125000 Penalty: 4023.813721 Iteration 2F: 3 clusters Score -389148.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -389233.531250 Penalty: 4023.813721 Iteration 3Q: 3 clusters Score -389233.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -389289.593750 Penalty: 4023.813721 Iteration 4Q: 3 clusters Score -389289.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -389333.281250 Penalty: 4023.813721 Iteration 5Q: 3 clusters Score -389333.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -389364.687500 Penalty: 4023.813721 Iteration 6Q: 3 clusters Score -389364.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -389393.062500 Penalty: 4023.813721 Iteration 7Q: 3 clusters Score -389393.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -389424.375000 Penalty: 4023.813721 Iteration 8Q: 3 clusters Score -389424.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -389451.218750 Penalty: 4023.813721 Iteration 9Q: 3 clusters Score -389451.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -389467.562500 Penalty: 4023.813721 Iteration 10Q: 3 clusters Score -389467.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -389477.687500 Penalty: 4023.813721 Iteration 11Q: 3 clusters Score -389477.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -389485.562500 Penalty: 4023.813721 Iteration 12Q: 3 clusters Score -389485.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -389489.125000 Penalty: 4023.813721 Iteration 13Q: 3 clusters Score -389489.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -389492.281250 Penalty: 4023.813721 Iteration 14Q: 3 clusters Score -389492.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -389494.437500 Penalty: 4023.813721 Iteration 15Q: 3 clusters Score -389494.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -389496.500000 Penalty: 4023.813721 Iteration 16Q: 3 clusters Score -389496.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -389503.000000 Penalty: 4023.813721 Iteration 17Q: 3 clusters Score -389503 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -389509.093750 Penalty: 4023.813721 Iteration 18Q: 3 clusters Score -389509.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -389514.968750 Penalty: 4023.813721 Iteration 19Q: 3 clusters Score -389515 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -389521.687500 Penalty: 4023.813721 Iteration 20F: 3 clusters Score -389521.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -389528.593750 Penalty: 4023.813721 Iteration 21Q: 3 clusters Score -389528.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -389534.312500 Penalty: 4023.813721 Iteration 22Q: 3 clusters Score -389534.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -389542.281250 Penalty: 4023.813721 Iteration 23Q: 3 clusters Score -389542.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -389550.343750 Penalty: 4023.813721 Iteration 24Q: 3 clusters Score -389550.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -389556.656250 Penalty: 4023.813721 Iteration 25Q: 3 clusters Score -389556.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -389559.000000 Penalty: 4023.813721 Iteration 26Q: 3 clusters Score -389559 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -389562.000000 Penalty: 4023.813721 Iteration 27Q: 3 clusters Score -389562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -389565.781250 Penalty: 4023.813721 Iteration 28Q: 3 clusters Score -389565.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -389567.906250 Penalty: 4023.813721 Iteration 29Q: 3 clusters Score -389567.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -389569.031250 Penalty: 4023.813721 Iteration 30Q: 3 clusters Score -389569 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -389570.781250 Penalty: 4023.813721 Iteration 31Q: 3 clusters Score -389570.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -389572.406250 Penalty: 4023.813721 Iteration 32Q: 3 clusters Score -389572.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -389575.812500 Penalty: 4023.813721 Iteration 33Q: 3 clusters Score -389575.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -389581.656250 Penalty: 4023.813721 Iteration 34Q: 3 clusters Score -389581.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -389583.718750 Penalty: 4023.813721 Iteration 35Q: 3 clusters Score -389583.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -389585.687500 Penalty: 4023.813721 Iteration 36Q: 3 clusters Score -389585.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -389589.000000 Penalty: 4023.813721 Iteration 37Q: 3 clusters Score -389589 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -389592.062500 Penalty: 4023.813721 Iteration 38Q: 3 clusters Score -389592.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -389595.093750 Penalty: 4023.813721 Iteration 39Q: 3 clusters Score -389595.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -389601.781250 Penalty: 4023.813721 Iteration 40F: 3 clusters Score -389601.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -389607.906250 Penalty: 4023.813721 Iteration 41Q: 3 clusters Score -389607.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -389611.062500 Penalty: 4023.813721 Iteration 42Q: 3 clusters Score -389611.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -389612.468750 Penalty: 4023.813721 Iteration 43Q: 3 clusters Score -389612.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -389614.218750 Penalty: 4023.813721 Iteration 44Q: 3 clusters Score -389614.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -389615.812500 Penalty: 4023.813721 Iteration 45Q: 3 clusters Score -389615.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -389619.250000 Penalty: 4023.813721 Iteration 46Q: 3 clusters Score -389619.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -389620.468750 Penalty: 4023.813721 Iteration 47Q: 3 clusters Score -389620.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -389620.875000 Penalty: 4023.813721 Iteration 48Q: 3 clusters Score -389620.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -389621.031250 Penalty: 4023.813721 Iteration 49Q: 3 clusters Score -389621 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -389621.031250 Penalty: 4023.813721 Iteration 50F: 3 clusters Score -389621 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Entering Unmasked Estep Score: -61446.253906 Penalty: 1579.310303 Iteration 0F: 2 clusters Score -61446.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -59893.523438 Penalty: 3158.620605 Iteration 0F: 3 clusters Score -59893.52 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -60061.917969 Penalty: 3158.620605 Iteration 1F: 3 clusters Score -60061.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -60100.175781 Penalty: 3158.620605 Iteration 2Q: 3 clusters Score -60100.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -60141.566406 Penalty: 3158.620605 Iteration 3Q: 3 clusters Score -60141.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -60176.429688 Penalty: 3158.620605 Iteration 4Q: 3 clusters Score -60176.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -60195.617188 Penalty: 3158.620605 Iteration 5Q: 3 clusters Score -60195.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -60205.132812 Penalty: 3158.620605 Iteration 6Q: 3 clusters Score -60205.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -60209.085938 Penalty: 3158.620605 Iteration 7Q: 3 clusters Score -60209.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -60209.085938 Penalty: 3158.620605 Iteration 8F: 3 clusters Score -60209.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Entering Unmasked Estep Score: -405353.656250 Penalty: 2017.929199 Iteration 0F: 2 clusters Score -405353.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -401810.687500 Penalty: 4035.858398 Iteration 0F: 3 clusters Score -401810.7 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -402555.031250 Penalty: 4035.858398 Iteration 1F: 3 clusters Score -402555 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -402762.406250 Penalty: 4035.858398 Iteration 2F: 3 clusters Score -402762.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -402920.000000 Penalty: 4035.858398 Iteration 3F: 3 clusters Score -402920 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -403034.125000 Penalty: 4035.858398 Iteration 4Q: 3 clusters Score -403034.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -403098.875000 Penalty: 4035.858398 Iteration 5Q: 3 clusters Score -403098.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -403143.406250 Penalty: 4035.858398 Iteration 6Q: 3 clusters Score -403143.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -403197.250000 Penalty: 4035.858398 Iteration 7Q: 3 clusters Score -403197.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -403241.593750 Penalty: 4035.858398 Iteration 8Q: 3 clusters Score -403241.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -403286.250000 Penalty: 4035.858398 Iteration 9Q: 3 clusters Score -403286.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -403338.656250 Penalty: 4035.858398 Iteration 10Q: 3 clusters Score -403338.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -403394.531250 Penalty: 4035.858398 Iteration 11Q: 3 clusters Score -403394.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -403443.500000 Penalty: 4035.858398 Iteration 12Q: 3 clusters Score -403443.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -403493.343750 Penalty: 4035.858398 Iteration 13Q: 3 clusters Score -403493.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -403543.218750 Penalty: 4035.858398 Iteration 14Q: 3 clusters Score -403543.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -403574.343750 Penalty: 4035.858398 Iteration 15Q: 3 clusters Score -403574.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -403602.750000 Penalty: 4035.858398 Iteration 16Q: 3 clusters Score -403602.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -403633.062500 Penalty: 4035.858398 Iteration 17Q: 3 clusters Score -403633.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -403656.375000 Penalty: 4035.858398 Iteration 18Q: 3 clusters Score -403656.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -403672.125000 Penalty: 4035.858398 Iteration 19Q: 3 clusters Score -403672.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -403690.125000 Penalty: 4035.858398 Iteration 20F: 3 clusters Score -403690.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -403708.687500 Penalty: 4035.858398 Iteration 21Q: 3 clusters Score -403708.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -403721.375000 Penalty: 4035.858398 Iteration 22Q: 3 clusters Score -403721.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -403734.250000 Penalty: 4035.858398 Iteration 23Q: 3 clusters Score -403734.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -403744.000000 Penalty: 4035.858398 Iteration 24Q: 3 clusters Score -403744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -403751.906250 Penalty: 4035.858398 Iteration 25Q: 3 clusters Score -403751.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -403757.687500 Penalty: 4035.858398 Iteration 26Q: 3 clusters Score -403757.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -403765.093750 Penalty: 4035.858398 Iteration 27Q: 3 clusters Score -403765.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -403774.187500 Penalty: 4035.858398 Iteration 28Q: 3 clusters Score -403774.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -403781.937500 Penalty: 4035.858398 Iteration 29Q: 3 clusters Score -403781.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -403785.656250 Penalty: 4035.858398 Iteration 30Q: 3 clusters Score -403785.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -403787.187500 Penalty: 4035.858398 Iteration 31Q: 3 clusters Score -403787.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -403789.812500 Penalty: 4035.858398 Iteration 32Q: 3 clusters Score -403789.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -403789.812500 Penalty: 4035.858398 Iteration 33F: 3 clusters Score -403789.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10414 members Entering Unmasked Estep Score: -1258115.500000 Penalty: 2294.224609 Iteration 0F: 2 clusters Score -1258116 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -1250125.750000 Penalty: 4588.449219 Iteration 0F: 3 clusters Score -1250126 nChanged 4274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -1252425.000000 Penalty: 4588.449219 Iteration 1F: 3 clusters Score -1252425 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1252710.000000 Penalty: 4588.449219 Iteration 2F: 3 clusters Score -1252710 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1252908.250000 Penalty: 4588.449219 Iteration 3Q: 3 clusters Score -1252908 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1253104.875000 Penalty: 4588.449219 Iteration 4Q: 3 clusters Score -1253105 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -1253316.375000 Penalty: 4588.449219 Iteration 5Q: 3 clusters Score -1253316 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1253552.250000 Penalty: 4588.449219 Iteration 6Q: 3 clusters Score -1253552 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -1253854.375000 Penalty: 4588.449219 Iteration 7Q: 3 clusters Score -1253854 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -1254219.875000 Penalty: 4588.449219 Iteration 8F: 3 clusters Score -1254220 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -1254644.500000 Penalty: 4588.449219 Iteration 9F: 3 clusters Score -1254644 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -1255074.625000 Penalty: 4588.449219 Iteration 10Q: 3 clusters Score -1255075 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8505 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1255479.000000 Penalty: 4588.449219 Iteration 11Q: 3 clusters Score -1255479 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1255841.000000 Penalty: 4588.449219 Iteration 12Q: 3 clusters Score -1255841 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8929 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1256115.375000 Penalty: 4588.449219 Iteration 13Q: 3 clusters Score -1256115 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1256299.000000 Penalty: 4588.449219 Iteration 14Q: 3 clusters Score -1256299 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1256414.375000 Penalty: 4588.449219 Iteration 15Q: 3 clusters Score -1256414 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1256469.125000 Penalty: 4588.449219 Iteration 16Q: 3 clusters Score -1256469 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1256500.125000 Penalty: 4588.449219 Iteration 17Q: 3 clusters Score -1256500 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9246 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1256521.000000 Penalty: 4588.449219 Iteration 18Q: 3 clusters Score -1256521 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1256526.875000 Penalty: 4588.449219 Iteration 19Q: 3 clusters Score -1256527 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1256530.875000 Penalty: 4588.449219 Iteration 20F: 3 clusters Score -1256531 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -1256532.250000 Penalty: 4588.449219 Iteration 21Q: 3 clusters Score -1256532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1256535.750000 Penalty: 4588.449219 Iteration 22Q: 3 clusters Score -1256536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1256536.000000 Penalty: 4588.449219 Iteration 23Q: 3 clusters Score -1256536 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9295 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1256540.875000 Penalty: 4588.449219 Iteration 24Q: 3 clusters Score -1256541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1256541.000000 Penalty: 4588.449219 Iteration 25Q: 3 clusters Score -1256541 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1256542.250000 Penalty: 4588.449219 Iteration 26Q: 3 clusters Score -1256542 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1256542.625000 Penalty: 4588.449219 Iteration 27Q: 3 clusters Score -1256543 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1256544.875000 Penalty: 4588.449219 Iteration 28Q: 3 clusters Score -1256545 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1256544.875000 Penalty: 4588.449219 Iteration 29Q: 3 clusters Score -1256545 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1256545.750000 Penalty: 4588.449219 Iteration 30Q: 3 clusters Score -1256546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1256546.375000 Penalty: 4588.449219 Iteration 31Q: 3 clusters Score -1256546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1256547.375000 Penalty: 4588.449219 Iteration 32Q: 3 clusters Score -1256547 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1256547.250000 Penalty: 4588.449219 Iteration 33Q: 3 clusters Score -1256547 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1256547.250000 Penalty: 4588.449219 Iteration 34F: 3 clusters Score -1256547 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Entering Unmasked Estep Score: -1032462.687500 Penalty: 2249.199463 Iteration 0F: 2 clusters Score -1032463 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1025615.125000 Penalty: 4498.398926 Iteration 0F: 3 clusters Score -1025615 nChanged 3502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -1027696.937500 Penalty: 4498.398926 Iteration 1F: 3 clusters Score -1027697 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1028447.812500 Penalty: 4498.398926 Iteration 2F: 3 clusters Score -1028448 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -1029434.937500 Penalty: 4498.398926 Iteration 3F: 3 clusters Score -1029435 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1030455.312500 Penalty: 4498.398926 Iteration 4F: 3 clusters Score -1030455 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -1031040.562500 Penalty: 4498.398926 Iteration 5F: 3 clusters Score -1031041 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -1031318.500000 Penalty: 4498.398926 Iteration 6Q: 3 clusters Score -1031318 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -1031454.437500 Penalty: 4498.398926 Iteration 7Q: 3 clusters Score -1031454 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -1031534.187500 Penalty: 4498.398926 Iteration 8Q: 3 clusters Score -1031534 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -1031571.625000 Penalty: 4498.398926 Iteration 9Q: 3 clusters Score -1031572 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1031593.187500 Penalty: 4498.398926 Iteration 10Q: 3 clusters Score -1031593 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -1031604.937500 Penalty: 4498.398926 Iteration 11Q: 3 clusters Score -1031605 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -1031614.937500 Penalty: 4498.398926 Iteration 12Q: 3 clusters Score -1031615 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -1031616.875000 Penalty: 4498.398926 Iteration 13Q: 3 clusters Score -1031617 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1031621.250000 Penalty: 4498.398926 Iteration 14Q: 3 clusters Score -1031621 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -1031622.187500 Penalty: 4498.398926 Iteration 15Q: 3 clusters Score -1031622 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1031625.250000 Penalty: 4498.398926 Iteration 16Q: 3 clusters Score -1031625 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -1031627.812500 Penalty: 4498.398926 Iteration 17Q: 3 clusters Score -1031628 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -1031628.937500 Penalty: 4498.398926 Iteration 18Q: 3 clusters Score -1031629 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -1031628.750000 Penalty: 4498.398926 Iteration 19Q: 3 clusters Score -1031629 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -1031631.000000 Penalty: 4498.398926 Iteration 20F: 3 clusters Score -1031631 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -1031633.187500 Penalty: 4498.398926 Iteration 21Q: 3 clusters Score -1031633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -1031632.375000 Penalty: 4498.398926 Iteration 22Q: 3 clusters Score -1031632 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -1031633.625000 Penalty: 4498.398926 Iteration 23Q: 3 clusters Score -1031634 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -1031633.125000 Penalty: 4498.398926 Iteration 24Q: 3 clusters Score -1031633 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -1031634.812500 Penalty: 4498.398926 Iteration 25Q: 3 clusters Score -1031635 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -1031634.437500 Penalty: 4498.398926 Iteration 26Q: 3 clusters Score -1031634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1031635.687500 Penalty: 4498.398926 Iteration 27Q: 3 clusters Score -1031636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1031635.687500 Penalty: 4498.398926 Iteration 28F: 3 clusters Score -1031636 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Entering Unmasked Estep Score: -1285336.000000 Penalty: 2297.912109 Iteration 0F: 2 clusters Score -1285336 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -1277338.125000 Penalty: 4595.824219 Iteration 0F: 3 clusters Score -1277338 nChanged 4439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -1279729.500000 Penalty: 4595.824219 Iteration 1F: 3 clusters Score -1279730 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1279993.250000 Penalty: 4595.824219 Iteration 2F: 3 clusters Score -1279993 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -1280145.375000 Penalty: 4595.824219 Iteration 3Q: 3 clusters Score -1280145 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1280251.625000 Penalty: 4595.824219 Iteration 4Q: 3 clusters Score -1280252 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -1280341.875000 Penalty: 4595.824219 Iteration 5Q: 3 clusters Score -1280342 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1280424.875000 Penalty: 4595.824219 Iteration 6Q: 3 clusters Score -1280425 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -1280519.875000 Penalty: 4595.824219 Iteration 7Q: 3 clusters Score -1280520 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -1280653.250000 Penalty: 4595.824219 Iteration 8Q: 3 clusters Score -1280653 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -1280839.250000 Penalty: 4595.824219 Iteration 9Q: 3 clusters Score -1280839 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -1281082.375000 Penalty: 4595.824219 Iteration 10Q: 3 clusters Score -1281082 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -1281351.375000 Penalty: 4595.824219 Iteration 11Q: 3 clusters Score -1281351 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -1281689.500000 Penalty: 4595.824219 Iteration 12Q: 3 clusters Score -1281690 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -1282037.625000 Penalty: 4595.824219 Iteration 13Q: 3 clusters Score -1282038 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -1282356.875000 Penalty: 4595.824219 Iteration 14Q: 3 clusters Score -1282357 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 9039 members Entering Unmasked Estep Score: -1282642.750000 Penalty: 4595.824219 Iteration 15Q: 3 clusters Score -1282643 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 9293 members Entering Unmasked Estep Score: -1282848.625000 Penalty: 4595.824219 Iteration 16Q: 3 clusters Score -1282849 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -1283000.875000 Penalty: 4595.824219 Iteration 17Q: 3 clusters Score -1283001 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -1283101.375000 Penalty: 4595.824219 Iteration 18Q: 3 clusters Score -1283101 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -1283168.250000 Penalty: 4595.824219 Iteration 19Q: 3 clusters Score -1283168 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -1283210.625000 Penalty: 4595.824219 Iteration 20F: 3 clusters Score -1283211 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 9831 members Entering Unmasked Estep Score: -1283251.375000 Penalty: 4595.824219 Iteration 21Q: 3 clusters Score -1283251 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 9876 members Entering Unmasked Estep Score: -1283283.750000 Penalty: 4595.824219 Iteration 22Q: 3 clusters Score -1283284 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 9913 members Entering Unmasked Estep Score: -1283306.250000 Penalty: 4595.824219 Iteration 23Q: 3 clusters Score -1283306 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -1283331.250000 Penalty: 4595.824219 Iteration 24Q: 3 clusters Score -1283331 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 9969 members Entering Unmasked Estep Score: -1283351.375000 Penalty: 4595.824219 Iteration 25Q: 3 clusters Score -1283351 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -1283362.750000 Penalty: 4595.824219 Iteration 26Q: 3 clusters Score -1283363 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 10003 members Entering Unmasked Estep Score: -1283377.625000 Penalty: 4595.824219 Iteration 27Q: 3 clusters Score -1283378 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -1283387.250000 Penalty: 4595.824219 Iteration 28Q: 3 clusters Score -1283387 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1283395.250000 Penalty: 4595.824219 Iteration 29Q: 3 clusters Score -1283395 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -1283400.125000 Penalty: 4595.824219 Iteration 30Q: 3 clusters Score -1283400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -1283406.375000 Penalty: 4595.824219 Iteration 31Q: 3 clusters Score -1283406 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -1283405.375000 Penalty: 4595.824219 Iteration 32Q: 3 clusters Score -1283405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -1283406.375000 Penalty: 4595.824219 Iteration 33Q: 3 clusters Score -1283406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -1283407.625000 Penalty: 4595.824219 Iteration 34Q: 3 clusters Score -1283408 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -1283407.625000 Penalty: 4595.824219 Iteration 35F: 3 clusters Score -1283408 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Entering Unmasked Estep Score: -566745.312500 Penalty: 2099.072998 Iteration 0F: 2 clusters Score -566745.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -562321.562500 Penalty: 4198.145996 Iteration 0F: 3 clusters Score -562321.6 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -563398.125000 Penalty: 4198.145996 Iteration 1F: 3 clusters Score -563398.1 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -563662.875000 Penalty: 4198.145996 Iteration 2F: 3 clusters Score -563662.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -563834.750000 Penalty: 4198.145996 Iteration 3F: 3 clusters Score -563834.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -563973.750000 Penalty: 4198.145996 Iteration 4Q: 3 clusters Score -563973.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -564081.437500 Penalty: 4198.145996 Iteration 5Q: 3 clusters Score -564081.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -564161.750000 Penalty: 4198.145996 Iteration 6Q: 3 clusters Score -564161.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -564218.125000 Penalty: 4198.145996 Iteration 7Q: 3 clusters Score -564218.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -564263.250000 Penalty: 4198.145996 Iteration 8Q: 3 clusters Score -564263.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -564305.000000 Penalty: 4198.145996 Iteration 9Q: 3 clusters Score -564305 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -564339.750000 Penalty: 4198.145996 Iteration 10Q: 3 clusters Score -564339.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -564373.187500 Penalty: 4198.145996 Iteration 11Q: 3 clusters Score -564373.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -564400.187500 Penalty: 4198.145996 Iteration 12Q: 3 clusters Score -564400.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -564415.375000 Penalty: 4198.145996 Iteration 13Q: 3 clusters Score -564415.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -564429.562500 Penalty: 4198.145996 Iteration 14Q: 3 clusters Score -564429.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -564437.687500 Penalty: 4198.145996 Iteration 15Q: 3 clusters Score -564437.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -564446.062500 Penalty: 4198.145996 Iteration 16Q: 3 clusters Score -564446.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -564456.000000 Penalty: 4198.145996 Iteration 17Q: 3 clusters Score -564456 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -564471.562500 Penalty: 4198.145996 Iteration 18Q: 3 clusters Score -564471.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -564494.812500 Penalty: 4198.145996 Iteration 19Q: 3 clusters Score -564494.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -564530.875000 Penalty: 4198.145996 Iteration 20F: 3 clusters Score -564530.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -564586.750000 Penalty: 4198.145996 Iteration 21Q: 3 clusters Score -564586.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -564643.625000 Penalty: 4198.145996 Iteration 22Q: 3 clusters Score -564643.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -564685.375000 Penalty: 4198.145996 Iteration 23Q: 3 clusters Score -564685.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -564723.500000 Penalty: 4198.145996 Iteration 24Q: 3 clusters Score -564723.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -564760.375000 Penalty: 4198.145996 Iteration 25Q: 3 clusters Score -564760.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -564787.812500 Penalty: 4198.145996 Iteration 26Q: 3 clusters Score -564787.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -564820.375000 Penalty: 4198.145996 Iteration 27Q: 3 clusters Score -564820.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -564850.750000 Penalty: 4198.145996 Iteration 28Q: 3 clusters Score -564850.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -564880.750000 Penalty: 4198.145996 Iteration 29Q: 3 clusters Score -564880.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -564914.500000 Penalty: 4198.145996 Iteration 30Q: 3 clusters Score -564914.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -564943.312500 Penalty: 4198.145996 Iteration 31Q: 3 clusters Score -564943.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -564969.062500 Penalty: 4198.145996 Iteration 32Q: 3 clusters Score -564969.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -564996.750000 Penalty: 4198.145996 Iteration 33Q: 3 clusters Score -564996.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -565016.937500 Penalty: 4198.145996 Iteration 34Q: 3 clusters Score -565016.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -565035.500000 Penalty: 4198.145996 Iteration 35Q: 3 clusters Score -565035.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -565052.937500 Penalty: 4198.145996 Iteration 36Q: 3 clusters Score -565052.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -565077.000000 Penalty: 4198.145996 Iteration 37Q: 3 clusters Score -565077 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -565102.312500 Penalty: 4198.145996 Iteration 38Q: 3 clusters Score -565102.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -565119.625000 Penalty: 4198.145996 Iteration 39Q: 3 clusters Score -565119.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -565129.750000 Penalty: 4198.145996 Iteration 40F: 3 clusters Score -565129.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -565138.750000 Penalty: 4198.145996 Iteration 41Q: 3 clusters Score -565138.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -565151.687500 Penalty: 4198.145996 Iteration 42Q: 3 clusters Score -565151.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -565159.625000 Penalty: 4198.145996 Iteration 43Q: 3 clusters Score -565159.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -565170.312500 Penalty: 4198.145996 Iteration 44Q: 3 clusters Score -565170.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -565184.125000 Penalty: 4198.145996 Iteration 45Q: 3 clusters Score -565184.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -565189.562500 Penalty: 4198.145996 Iteration 46Q: 3 clusters Score -565189.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -565195.437500 Penalty: 4198.145996 Iteration 47Q: 3 clusters Score -565195.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -565196.812500 Penalty: 4198.145996 Iteration 48Q: 3 clusters Score -565196.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -565199.750000 Penalty: 4198.145996 Iteration 49Q: 3 clusters Score -565199.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -565203.875000 Penalty: 4198.145996 Iteration 50Q: 3 clusters Score -565203.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -565210.250000 Penalty: 4198.145996 Iteration 51Q: 3 clusters Score -565210.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -565214.562500 Penalty: 4198.145996 Iteration 52Q: 3 clusters Score -565214.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -565217.625000 Penalty: 4198.145996 Iteration 53Q: 3 clusters Score -565217.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -565224.187500 Penalty: 4198.145996 Iteration 54Q: 3 clusters Score -565224.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -565230.187500 Penalty: 4198.145996 Iteration 55Q: 3 clusters Score -565230.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -565234.875000 Penalty: 4198.145996 Iteration 56Q: 3 clusters Score -565234.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -565238.125000 Penalty: 4198.145996 Iteration 57Q: 3 clusters Score -565238.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -565244.000000 Penalty: 4198.145996 Iteration 58Q: 3 clusters Score -565244 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -565247.625000 Penalty: 4198.145996 Iteration 59Q: 3 clusters Score -565247.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -565252.750000 Penalty: 4198.145996 Iteration 60F: 3 clusters Score -565252.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -565255.687500 Penalty: 4198.145996 Iteration 61Q: 3 clusters Score -565255.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -565258.500000 Penalty: 4198.145996 Iteration 62Q: 3 clusters Score -565258.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -565260.187500 Penalty: 4198.145996 Iteration 63Q: 3 clusters Score -565260.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -565260.687500 Penalty: 4198.145996 Iteration 64Q: 3 clusters Score -565260.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -565262.812500 Penalty: 4198.145996 Iteration 65Q: 3 clusters Score -565262.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -565263.687500 Penalty: 4198.145996 Iteration 66Q: 3 clusters Score -565263.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -565265.687500 Penalty: 4198.145996 Iteration 67Q: 3 clusters Score -565265.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -565266.937500 Penalty: 4198.145996 Iteration 68Q: 3 clusters Score -565266.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -565266.937500 Penalty: 4198.145996 Iteration 69F: 3 clusters Score -565266.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (102003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102003 members Entering Unmasked Estep Score: -12363847.000000 Penalty: 2860.124023 Iteration 0F: 2 clusters Score -1.236385e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51016 members Mstep: Class 2 contains 50987 members Entering Unmasked Estep Score: -12295702.000000 Penalty: 5720.248047 Iteration 0F: 3 clusters Score -1.22957e+07 nChanged 48294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51496 members Mstep: Class 2 contains 50507 members Entering Unmasked Estep Score: -12323579.000000 Penalty: 5720.248047 Iteration 1F: 3 clusters Score -1.232358e+07 nChanged 3598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51590 members Mstep: Class 2 contains 50413 members Entering Unmasked Estep Score: -12324585.000000 Penalty: 5720.248047 Iteration 2Q: 3 clusters Score -1.232458e+07 nChanged 3664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51620 members Mstep: Class 2 contains 50383 members Entering Unmasked Estep Score: -12325618.000000 Penalty: 5720.248047 Iteration 3Q: 3 clusters Score -1.232562e+07 nChanged 3711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51645 members Mstep: Class 2 contains 50358 members Entering Unmasked Estep Score: -12326636.000000 Penalty: 5720.248047 Iteration 4Q: 3 clusters Score -1.232664e+07 nChanged 3731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51678 members Mstep: Class 2 contains 50325 members Entering Unmasked Estep Score: -12327815.000000 Penalty: 5720.248047 Iteration 5Q: 3 clusters Score -1.232782e+07 nChanged 3927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51547 members Mstep: Class 2 contains 50456 members Entering Unmasked Estep Score: -12329237.000000 Penalty: 5720.248047 Iteration 6Q: 3 clusters Score -1.232924e+07 nChanged 4252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51231 members Mstep: Class 2 contains 50772 members Entering Unmasked Estep Score: -12331051.000000 Penalty: 5720.248047 Iteration 7Q: 3 clusters Score -1.233105e+07 nChanged 4779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50624 members Mstep: Class 2 contains 51379 members Entering Unmasked Estep Score: -12333505.000000 Penalty: 5720.248047 Iteration 8Q: 3 clusters Score -1.23335e+07 nChanged 5366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49818 members Mstep: Class 2 contains 52185 members Entering Unmasked Estep Score: -12336877.000000 Penalty: 5720.248047 Iteration 9F: 3 clusters Score -1.233688e+07 nChanged 5699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48929 members Mstep: Class 2 contains 53074 members Entering Unmasked Estep Score: -12340546.000000 Penalty: 5720.248047 Iteration 10F: 3 clusters Score -1.234055e+07 nChanged 5341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48080 members Mstep: Class 2 contains 53923 members Entering Unmasked Estep Score: -12343717.000000 Penalty: 5720.248047 Iteration 11F: 3 clusters Score -1.234372e+07 nChanged 4322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47330 members Mstep: Class 2 contains 54673 members Entering Unmasked Estep Score: -12345561.000000 Penalty: 5720.248047 Iteration 12Q: 3 clusters Score -1.234556e+07 nChanged 2897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46605 members Mstep: Class 2 contains 55398 members Entering Unmasked Estep Score: -12346426.000000 Penalty: 5720.248047 Iteration 13Q: 3 clusters Score -1.234643e+07 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45955 members Mstep: Class 2 contains 56048 members Entering Unmasked Estep Score: -12346820.000000 Penalty: 5720.248047 Iteration 14Q: 3 clusters Score -1.234682e+07 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45295 members Mstep: Class 2 contains 56708 members Entering Unmasked Estep Score: -12347064.000000 Penalty: 5720.248047 Iteration 15Q: 3 clusters Score -1.234706e+07 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44638 members Mstep: Class 2 contains 57365 members Entering Unmasked Estep Score: -12347303.000000 Penalty: 5720.248047 Iteration 16Q: 3 clusters Score -1.23473e+07 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43914 members Mstep: Class 2 contains 58089 members Entering Unmasked Estep Score: -12347577.000000 Penalty: 5720.248047 Iteration 17Q: 3 clusters Score -1.234758e+07 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43185 members Mstep: Class 2 contains 58818 members Entering Unmasked Estep Score: -12347722.000000 Penalty: 5720.248047 Iteration 18Q: 3 clusters Score -1.234772e+07 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42341 members Mstep: Class 2 contains 59662 members Entering Unmasked Estep Score: -12348016.000000 Penalty: 5720.248047 Iteration 19Q: 3 clusters Score -1.234802e+07 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41432 members Mstep: Class 2 contains 60571 members Entering Unmasked Estep Score: -12348285.000000 Penalty: 5720.248047 Iteration 20F: 3 clusters Score -1.234828e+07 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40478 members Mstep: Class 2 contains 61525 members Entering Unmasked Estep Score: -12348587.000000 Penalty: 5720.248047 Iteration 21Q: 3 clusters Score -1.234859e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39474 members Mstep: Class 2 contains 62529 members Entering Unmasked Estep Score: -12348861.000000 Penalty: 5720.248047 Iteration 22Q: 3 clusters Score -1.234886e+07 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38418 members Mstep: Class 2 contains 63585 members Entering Unmasked Estep Score: -12349104.000000 Penalty: 5720.248047 Iteration 23Q: 3 clusters Score -1.23491e+07 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37382 members Mstep: Class 2 contains 64621 members Entering Unmasked Estep Score: -12349359.000000 Penalty: 5720.248047 Iteration 24Q: 3 clusters Score -1.234936e+07 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36298 members Mstep: Class 2 contains 65705 members Entering Unmasked Estep Score: -12349626.000000 Penalty: 5720.248047 Iteration 25Q: 3 clusters Score -1.234963e+07 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35197 members Mstep: Class 2 contains 66806 members Entering Unmasked Estep Score: -12349896.000000 Penalty: 5720.248047 Iteration 26Q: 3 clusters Score -1.23499e+07 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34056 members Mstep: Class 2 contains 67947 members Entering Unmasked Estep Score: -12350255.000000 Penalty: 5720.248047 Iteration 27Q: 3 clusters Score -1.235026e+07 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32864 members Mstep: Class 2 contains 69139 members Entering Unmasked Estep Score: -12350548.000000 Penalty: 5720.248047 Iteration 28Q: 3 clusters Score -1.235055e+07 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31594 members Mstep: Class 2 contains 70409 members Entering Unmasked Estep Score: -12350830.000000 Penalty: 5720.248047 Iteration 29Q: 3 clusters Score -1.235083e+07 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30257 members Mstep: Class 2 contains 71746 members Entering Unmasked Estep Score: -12351271.000000 Penalty: 5720.248047 Iteration 30Q: 3 clusters Score -1.235127e+07 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28875 members Mstep: Class 2 contains 73128 members Entering Unmasked Estep Score: -12351612.000000 Penalty: 5720.248047 Iteration 31Q: 3 clusters Score -1.235161e+07 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27562 members Mstep: Class 2 contains 74441 members Entering Unmasked Estep Score: -12352041.000000 Penalty: 5720.248047 Iteration 32Q: 3 clusters Score -1.235204e+07 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26234 members Mstep: Class 2 contains 75769 members Entering Unmasked Estep Score: -12352368.000000 Penalty: 5720.248047 Iteration 33Q: 3 clusters Score -1.235237e+07 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24855 members Mstep: Class 2 contains 77148 members Entering Unmasked Estep Score: -12352782.000000 Penalty: 5720.248047 Iteration 34Q: 3 clusters Score -1.235278e+07 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23426 members Mstep: Class 2 contains 78577 members Entering Unmasked Estep Score: -12353173.000000 Penalty: 5720.248047 Iteration 35Q: 3 clusters Score -1.235317e+07 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22010 members Mstep: Class 2 contains 79993 members Entering Unmasked Estep Score: -12353582.000000 Penalty: 5720.248047 Iteration 36Q: 3 clusters Score -1.235358e+07 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20606 members Mstep: Class 2 contains 81397 members Entering Unmasked Estep Score: -12353992.000000 Penalty: 5720.248047 Iteration 37Q: 3 clusters Score -1.235399e+07 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19173 members Mstep: Class 2 contains 82830 members Entering Unmasked Estep Score: -12354421.000000 Penalty: 5720.248047 Iteration 38Q: 3 clusters Score -1.235442e+07 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17785 members Mstep: Class 2 contains 84218 members Entering Unmasked Estep Score: -12354903.000000 Penalty: 5720.248047 Iteration 39Q: 3 clusters Score -1.23549e+07 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16360 members Mstep: Class 2 contains 85643 members Entering Unmasked Estep Score: -12355382.000000 Penalty: 5720.248047 Iteration 40F: 3 clusters Score -1.235538e+07 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14985 members Mstep: Class 2 contains 87018 members Entering Unmasked Estep Score: -12355864.000000 Penalty: 5720.248047 Iteration 41Q: 3 clusters Score -1.235586e+07 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Mstep: Class 2 contains 88359 members Entering Unmasked Estep Score: -12356278.000000 Penalty: 5720.248047 Iteration 42Q: 3 clusters Score -1.235628e+07 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12367 members Mstep: Class 2 contains 89636 members Entering Unmasked Estep Score: -12356762.000000 Penalty: 5720.248047 Iteration 43Q: 3 clusters Score -1.235676e+07 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 90892 members Entering Unmasked Estep Score: -12357309.000000 Penalty: 5720.248047 Iteration 44Q: 3 clusters Score -1.235731e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 92165 members Entering Unmasked Estep Score: -12357863.000000 Penalty: 5720.248047 Iteration 45Q: 3 clusters Score -1.235786e+07 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 93360 members Entering Unmasked Estep Score: -12358407.000000 Penalty: 5720.248047 Iteration 46Q: 3 clusters Score -1.235841e+07 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 94466 members Entering Unmasked Estep Score: -12358918.000000 Penalty: 5720.248047 Iteration 47Q: 3 clusters Score -1.235892e+07 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 95530 members Entering Unmasked Estep Score: -12359432.000000 Penalty: 5720.248047 Iteration 48Q: 3 clusters Score -1.235943e+07 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 96479 members Entering Unmasked Estep Score: -12359900.000000 Penalty: 5720.248047 Iteration 49Q: 3 clusters Score -1.23599e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 97300 members Entering Unmasked Estep Score: -12360338.000000 Penalty: 5720.248047 Iteration 50Q: 3 clusters Score -1.236034e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 97935 members Entering Unmasked Estep Score: -12360626.000000 Penalty: 5720.248047 Iteration 51Q: 3 clusters Score -1.236063e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 98432 members Entering Unmasked Estep Score: -12360953.000000 Penalty: 5720.248047 Iteration 52Q: 3 clusters Score -1.236095e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 98839 members Entering Unmasked Estep Score: -12361185.000000 Penalty: 5720.248047 Iteration 53Q: 3 clusters Score -1.236118e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 99182 members Entering Unmasked Estep Score: -12361414.000000 Penalty: 5720.248047 Iteration 54Q: 3 clusters Score -1.236141e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 99423 members Entering Unmasked Estep Score: -12361575.000000 Penalty: 5720.248047 Iteration 55Q: 3 clusters Score -1.236158e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 99598 members Entering Unmasked Estep Score: -12361663.000000 Penalty: 5720.248047 Iteration 56Q: 3 clusters Score -1.236166e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 99735 members Entering Unmasked Estep Score: -12361700.000000 Penalty: 5720.248047 Iteration 57Q: 3 clusters Score -1.23617e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 99845 members Entering Unmasked Estep Score: -12361769.000000 Penalty: 5720.248047 Iteration 58Q: 3 clusters Score -1.236177e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 99929 members Entering Unmasked Estep Score: -12361814.000000 Penalty: 5720.248047 Iteration 59Q: 3 clusters Score -1.236181e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 99993 members Entering Unmasked Estep Score: -12361847.000000 Penalty: 5720.248047 Iteration 60F: 3 clusters Score -1.236185e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 100039 members Entering Unmasked Estep Score: -12361854.000000 Penalty: 5720.248047 Iteration 61Q: 3 clusters Score -1.236185e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 100074 members Entering Unmasked Estep Score: -12361884.000000 Penalty: 5720.248047 Iteration 62Q: 3 clusters Score -1.236188e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 100107 members Entering Unmasked Estep Score: -12361883.000000 Penalty: 5720.248047 Iteration 63Q: 3 clusters Score -1.236188e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 100132 members Entering Unmasked Estep Score: -12361901.000000 Penalty: 5720.248047 Iteration 64Q: 3 clusters Score -1.23619e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 100160 members Entering Unmasked Estep Score: -12361902.000000 Penalty: 5720.248047 Iteration 65Q: 3 clusters Score -1.23619e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 100182 members Entering Unmasked Estep Score: -12361914.000000 Penalty: 5720.248047 Iteration 66Q: 3 clusters Score -1.236191e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 100201 members Entering Unmasked Estep Score: -12361927.000000 Penalty: 5720.248047 Iteration 67Q: 3 clusters Score -1.236193e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 100219 members Entering Unmasked Estep Score: -12361943.000000 Penalty: 5720.248047 Iteration 68Q: 3 clusters Score -1.236194e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 100231 members Entering Unmasked Estep Score: -12361940.000000 Penalty: 5720.248047 Iteration 69Q: 3 clusters Score -1.236194e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 100253 members Entering Unmasked Estep Score: -12361952.000000 Penalty: 5720.248047 Iteration 70Q: 3 clusters Score -1.236195e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 100269 members Entering Unmasked Estep Score: -12361952.000000 Penalty: 5720.248047 Iteration 71Q: 3 clusters Score -1.236195e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 100286 members Entering Unmasked Estep Score: -12361965.000000 Penalty: 5720.248047 Iteration 72Q: 3 clusters Score -1.236196e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 100302 members Entering Unmasked Estep Score: -12361976.000000 Penalty: 5720.248047 Iteration 73Q: 3 clusters Score -1.236198e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 100311 members Entering Unmasked Estep Score: -12361973.000000 Penalty: 5720.248047 Iteration 74Q: 3 clusters Score -1.236197e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 100317 members Entering Unmasked Estep Score: -12361958.000000 Penalty: 5720.248047 Iteration 75Q: 3 clusters Score -1.236196e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 100323 members Entering Unmasked Estep Score: -12361958.000000 Penalty: 5720.248047 Iteration 76Q: 3 clusters Score -1.236196e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 100328 members Entering Unmasked Estep Score: -12361964.000000 Penalty: 5720.248047 Iteration 77Q: 3 clusters Score -1.236196e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 100334 members Entering Unmasked Estep Score: -12361967.000000 Penalty: 5720.248047 Iteration 78Q: 3 clusters Score -1.236197e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 100339 members Entering Unmasked Estep Score: -12361964.000000 Penalty: 5720.248047 Iteration 79Q: 3 clusters Score -1.236196e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 100342 members Entering Unmasked Estep Score: -12361973.000000 Penalty: 5720.248047 Iteration 80F: 3 clusters Score -1.236197e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 100347 members Entering Unmasked Estep Score: -12361978.000000 Penalty: 5720.248047 Iteration 81Q: 3 clusters Score -1.236198e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 100348 members Entering Unmasked Estep Score: -12361979.000000 Penalty: 5720.248047 Iteration 82Q: 3 clusters Score -1.236198e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 100354 members Entering Unmasked Estep Score: -12361962.000000 Penalty: 5720.248047 Iteration 83Q: 3 clusters Score -1.236196e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 100362 members Entering Unmasked Estep Score: -12361967.000000 Penalty: 5720.248047 Iteration 84Q: 3 clusters Score -1.236197e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 100370 members Entering Unmasked Estep Score: -12361978.000000 Penalty: 5720.248047 Iteration 85Q: 3 clusters Score -1.236198e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 100371 members Entering Unmasked Estep Score: -12361974.000000 Penalty: 5720.248047 Iteration 86Q: 3 clusters Score -1.236197e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 100372 members Entering Unmasked Estep Score: -12361974.000000 Penalty: 5720.248047 Iteration 87Q: 3 clusters Score -1.236197e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 100372 members Entering Unmasked Estep Score: -12361974.000000 Penalty: 5720.248047 Iteration 88F: 3 clusters Score -1.236197e+07 nChanged 0 --- Evaluating fit on full set of 851668 points --- Entering Unmasked Estep Score: -100614280.000000 Penalty: 60955.707031 23->19 Clusters: Score -100614280.000000, best is -100617008.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 283889 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12295 members Mstep: Class 2 contains 12554 members Mstep: Class 3 contains 12491 members Mstep: Class 4 contains 12350 members Mstep: Class 5 contains 12373 members Mstep: Class 6 contains 12356 members Mstep: Class 7 contains 12322 members Mstep: Class 8 contains 12344 members Mstep: Class 9 contains 12248 members Mstep: Class 10 contains 12223 members Mstep: Class 11 contains 12179 members Mstep: Class 12 contains 12429 members Mstep: Class 13 contains 12198 members Mstep: Class 14 contains 12429 members Mstep: Class 15 contains 12236 members Mstep: Class 16 contains 12135 members Mstep: Class 17 contains 12540 members Mstep: Class 18 contains 12464 members Mstep: Class 19 contains 12194 members Mstep: Class 20 contains 12322 members Mstep: Class 21 contains 12407 members Mstep: Class 22 contains 12481 members Mstep: Class 23 contains 12319 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 708.911560 but Gain 3113.968750 Score: -32149500.000000 Penalty: 68507.382812 Iteration 0F: 23 clusters Score -3.21495e+07 nChanged 269182 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 11052 members Mstep: Class 2 contains 10396 members Mstep: Class 3 contains 13130 members Mstep: Class 4 contains 11525 members Mstep: Class 5 contains 13217 members Mstep: Class 6 contains 7623 members Mstep: Class 7 contains 27820 members Mstep: Class 8 contains 6314 members Mstep: Class 9 contains 18180 members Mstep: Class 10 contains 10042 members Mstep: Class 11 contains 6261 members Mstep: Class 12 contains 19649 members Mstep: Class 13 contains 17205 members Mstep: Class 14 contains 18273 members Mstep: Class 15 contains 16822 members Mstep: Class 17 contains 8441 members Mstep: Class 18 contains 11614 members Mstep: Class 19 contains 12761 members Mstep: Class 20 contains 8531 members Mstep: Class 21 contains 4818 members Mstep: Class 22 contains 11159 members Mstep: Class 23 contains 18942 members Entering Unmasked Estep ConsiderDeletion Score: -32820024.000000 Penalty: 68507.382812 Iteration 1F: 23 clusters Score -3.282002e+07 nChanged 113937 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 9045 members Mstep: Class 3 contains 9080 members Mstep: Class 4 contains 10806 members Mstep: Class 5 contains 10086 members Mstep: Class 6 contains 7443 members Mstep: Class 7 contains 42327 members Mstep: Class 8 contains 6323 members Mstep: Class 9 contains 21991 members Mstep: Class 10 contains 14324 members Mstep: Class 11 contains 4234 members Mstep: Class 12 contains 18535 members Mstep: Class 13 contains 14130 members Mstep: Class 14 contains 17104 members Mstep: Class 15 contains 16106 members Mstep: Class 17 contains 7578 members Mstep: Class 18 contains 9101 members Mstep: Class 19 contains 11773 members Mstep: Class 20 contains 8058 members Mstep: Class 21 contains 3235 members Mstep: Class 22 contains 8977 members Mstep: Class 23 contains 22743 members Entering Unmasked Estep ConsiderDeletion Score: -33071822.000000 Penalty: 68507.382812 Iteration 2F: 23 clusters Score -3.307182e+07 nChanged 81609 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 8587 members Mstep: Class 3 contains 5899 members Mstep: Class 4 contains 9963 members Mstep: Class 5 contains 6429 members Mstep: Class 6 contains 7486 members Mstep: Class 7 contains 48801 members Mstep: Class 8 contains 6995 members Mstep: Class 9 contains 23119 members Mstep: Class 10 contains 22176 members Mstep: Class 11 contains 3323 members Mstep: Class 12 contains 15953 members Mstep: Class 13 contains 12405 members Mstep: Class 14 contains 15642 members Mstep: Class 15 contains 18930 members Mstep: Class 17 contains 7324 members Mstep: Class 18 contains 10158 members Mstep: Class 19 contains 11349 members Mstep: Class 20 contains 8349 members Mstep: Class 21 contains 2502 members Mstep: Class 22 contains 6904 members Mstep: Class 23 contains 22910 members Entering Unmasked Estep ConsiderDeletion Score: -33203740.000000 Penalty: 68507.382812 Iteration 3F: 23 clusters Score -3.320374e+07 nChanged 60852 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 8593 members Mstep: Class 3 contains 3769 members Mstep: Class 4 contains 9186 members Mstep: Class 5 contains 3718 members Mstep: Class 6 contains 7702 members Mstep: Class 7 contains 52712 members Mstep: Class 8 contains 7820 members Mstep: Class 9 contains 21570 members Mstep: Class 10 contains 31566 members Mstep: Class 11 contains 2922 members Mstep: Class 12 contains 12740 members Mstep: Class 13 contains 10935 members Mstep: Class 14 contains 14936 members Mstep: Class 15 contains 24051 members Mstep: Class 17 contains 6682 members Mstep: Class 18 contains 11196 members Mstep: Class 19 contains 10782 members Mstep: Class 20 contains 9091 members Mstep: Class 21 contains 2362 members Mstep: Class 22 contains 5312 members Mstep: Class 23 contains 20359 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 2385.526855 but Gain 3113.972656 Score: -33281880.000000 Penalty: 65393.410156 Iteration 4F: 22 clusters Score -3.328188e+07 nChanged 48832 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 8158 members Mstep: Class 3 contains 2448 members Mstep: Class 4 contains 8843 members Mstep: Class 6 contains 7650 members Mstep: Class 7 contains 57436 members Mstep: Class 8 contains 8675 members Mstep: Class 9 contains 18726 members Mstep: Class 10 contains 41042 members Mstep: Class 11 contains 2983 members Mstep: Class 12 contains 10043 members Mstep: Class 13 contains 9441 members Mstep: Class 14 contains 14944 members Mstep: Class 15 contains 28133 members Mstep: Class 17 contains 5946 members Mstep: Class 18 contains 11315 members Mstep: Class 19 contains 10747 members Mstep: Class 20 contains 10246 members Mstep: Class 21 contains 2677 members Mstep: Class 22 contains 4259 members Mstep: Class 23 contains 16515 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1855.735718 but Gain 3113.972656 Score: -33335090.000000 Penalty: 62279.437500 Iteration 5F: 21 clusters Score -3.333509e+07 nChanged 38515 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 6909 members Mstep: Class 4 contains 8936 members Mstep: Class 6 contains 7690 members Mstep: Class 7 contains 60880 members Mstep: Class 8 contains 9201 members Mstep: Class 9 contains 14461 members Mstep: Class 10 contains 50529 members Mstep: Class 11 contains 3187 members Mstep: Class 12 contains 8220 members Mstep: Class 13 contains 8018 members Mstep: Class 14 contains 15046 members Mstep: Class 15 contains 31418 members Mstep: Class 17 contains 5423 members Mstep: Class 18 contains 10967 members Mstep: Class 19 contains 10854 members Mstep: Class 20 contains 11638 members Mstep: Class 21 contains 2737 members Mstep: Class 22 contains 3443 members Mstep: Class 23 contains 12114 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1530.680054 but Gain 3113.972656 Score: -33372902.000000 Penalty: 59165.464844 Iteration 6F: 20 clusters Score -3.33729e+07 nChanged 31015 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 5636 members Mstep: Class 4 contains 9253 members Mstep: Class 6 contains 7679 members Mstep: Class 7 contains 62879 members Mstep: Class 8 contains 9319 members Mstep: Class 9 contains 10015 members Mstep: Class 10 contains 59893 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 6875 members Mstep: Class 13 contains 6985 members Mstep: Class 14 contains 14959 members Mstep: Class 15 contains 33283 members Mstep: Class 17 contains 4950 members Mstep: Class 18 contains 10420 members Mstep: Class 19 contains 11149 members Mstep: Class 20 contains 12992 members Mstep: Class 21 contains 2758 members Mstep: Class 22 contains 2724 members Mstep: Class 23 contains 8747 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 2610.874512 but Gain 3113.968750 Score: -33402342.000000 Penalty: 56051.496094 Iteration 7F: 19 clusters Score -3.340234e+07 nChanged 25679 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 4504 members Mstep: Class 4 contains 9805 members Mstep: Class 6 contains 7721 members Mstep: Class 7 contains 62836 members Mstep: Class 8 contains 9062 members Mstep: Class 9 contains 6362 members Mstep: Class 10 contains 68923 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 6131 members Mstep: Class 13 contains 6441 members Mstep: Class 14 contains 14749 members Mstep: Class 15 contains 34663 members Mstep: Class 17 contains 4554 members Mstep: Class 18 contains 9895 members Mstep: Class 19 contains 10790 members Mstep: Class 20 contains 14085 members Mstep: Class 21 contains 2896 members Mstep: Class 23 contains 6957 members Entering Unmasked Estep ConsiderDeletion Score: -33427298.000000 Penalty: 56051.496094 Iteration 8F: 19 clusters Score -3.34273e+07 nChanged 18966 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 3654 members Mstep: Class 4 contains 10135 members Mstep: Class 6 contains 7713 members Mstep: Class 7 contains 61377 members Mstep: Class 8 contains 8611 members Mstep: Class 9 contains 3971 members Mstep: Class 10 contains 75888 members Mstep: Class 11 contains 3516 members Mstep: Class 12 contains 5593 members Mstep: Class 13 contains 6082 members Mstep: Class 14 contains 14584 members Mstep: Class 15 contains 35445 members Mstep: Class 17 contains 4320 members Mstep: Class 18 contains 9515 members Mstep: Class 19 contains 10094 members Mstep: Class 20 contains 14675 members Mstep: Class 21 contains 3208 members Mstep: Class 23 contains 5472 members Entering Unmasked Estep ConsiderDeletion Score: -33445422.000000 Penalty: 56051.496094 Iteration 9F: 19 clusters Score -3.344542e+07 nChanged 15083 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 3102 members Mstep: Class 4 contains 10297 members Mstep: Class 6 contains 7720 members Mstep: Class 7 contains 59559 members Mstep: Class 8 contains 8144 members Mstep: Class 9 contains 2715 members Mstep: Class 10 contains 81832 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5133 members Mstep: Class 13 contains 5847 members Mstep: Class 14 contains 14536 members Mstep: Class 15 contains 35975 members Mstep: Class 17 contains 4134 members Mstep: Class 18 contains 9320 members Mstep: Class 19 contains 9308 members Mstep: Class 20 contains 14758 members Mstep: Class 21 contains 3642 members Mstep: Class 23 contains 4304 members Entering Unmasked Estep ConsiderDeletion Score: -33459092.000000 Penalty: 56051.496094 Iteration 10F: 19 clusters Score -3.345909e+07 nChanged 11586 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2742 members Mstep: Class 4 contains 10209 members Mstep: Class 6 contains 7731 members Mstep: Class 7 contains 57806 members Mstep: Class 8 contains 7706 members Mstep: Class 9 contains 2183 members Mstep: Class 10 contains 86382 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 4796 members Mstep: Class 13 contains 5692 members Mstep: Class 14 contains 14574 members Mstep: Class 15 contains 36396 members Mstep: Class 17 contains 3984 members Mstep: Class 18 contains 9269 members Mstep: Class 19 contains 8745 members Mstep: Class 20 contains 14564 members Mstep: Class 21 contains 4045 members Mstep: Class 23 contains 3494 members Entering Unmasked Estep ConsiderDeletion Score: -33468280.000000 Penalty: 56051.496094 Iteration 11Q: 19 clusters Score -3.346828e+07 nChanged 8753 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2547 members Mstep: Class 4 contains 10004 members Mstep: Class 6 contains 7747 members Mstep: Class 7 contains 56210 members Mstep: Class 8 contains 7295 members Mstep: Class 9 contains 2019 members Mstep: Class 10 contains 89611 members Mstep: Class 11 contains 3567 members Mstep: Class 12 contains 4517 members Mstep: Class 13 contains 5581 members Mstep: Class 14 contains 14672 members Mstep: Class 15 contains 36892 members Mstep: Class 17 contains 3886 members Mstep: Class 18 contains 9234 members Mstep: Class 19 contains 8367 members Mstep: Class 20 contains 14299 members Mstep: Class 21 contains 4410 members Mstep: Class 23 contains 2995 members Entering Unmasked Estep ConsiderDeletion Score: -33474460.000000 Penalty: 56051.496094 Iteration 12Q: 19 clusters Score -3.347446e+07 nChanged 6600 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2435 members Mstep: Class 4 contains 9734 members Mstep: Class 6 contains 7780 members Mstep: Class 7 contains 55031 members Mstep: Class 8 contains 6962 members Mstep: Class 9 contains 2009 members Mstep: Class 10 contains 91829 members Mstep: Class 11 contains 3566 members Mstep: Class 12 contains 4319 members Mstep: Class 13 contains 5470 members Mstep: Class 14 contains 14797 members Mstep: Class 15 contains 37333 members Mstep: Class 17 contains 3804 members Mstep: Class 18 contains 9231 members Mstep: Class 19 contains 8176 members Mstep: Class 20 contains 13996 members Mstep: Class 21 contains 4698 members Mstep: Class 23 contains 2683 members Entering Unmasked Estep ConsiderDeletion Score: -33478012.000000 Penalty: 56051.496094 Iteration 13Q: 19 clusters Score -3.347801e+07 nChanged 4975 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2387 members Mstep: Class 4 contains 9460 members Mstep: Class 6 contains 7805 members Mstep: Class 7 contains 54281 members Mstep: Class 8 contains 6681 members Mstep: Class 9 contains 2036 members Mstep: Class 10 contains 93279 members Mstep: Class 11 contains 3572 members Mstep: Class 12 contains 4141 members Mstep: Class 13 contains 5393 members Mstep: Class 14 contains 14924 members Mstep: Class 15 contains 37705 members Mstep: Class 17 contains 3753 members Mstep: Class 18 contains 9200 members Mstep: Class 19 contains 8178 members Mstep: Class 20 contains 13685 members Mstep: Class 21 contains 4892 members Mstep: Class 23 contains 2481 members Entering Unmasked Estep ConsiderDeletion Score: -33479964.000000 Penalty: 56051.496094 Iteration 14Q: 19 clusters Score -3.347996e+07 nChanged 3736 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2393 members Mstep: Class 4 contains 9159 members Mstep: Class 6 contains 7824 members Mstep: Class 7 contains 53940 members Mstep: Class 8 contains 6443 members Mstep: Class 9 contains 2072 members Mstep: Class 10 contains 94336 members Mstep: Class 11 contains 3571 members Mstep: Class 12 contains 4004 members Mstep: Class 13 contains 5318 members Mstep: Class 14 contains 15000 members Mstep: Class 15 contains 37920 members Mstep: Class 17 contains 3699 members Mstep: Class 18 contains 9190 members Mstep: Class 19 contains 8229 members Mstep: Class 20 contains 13390 members Mstep: Class 21 contains 5008 members Mstep: Class 23 contains 2357 members Entering Unmasked Estep ConsiderDeletion Score: -33481160.000000 Penalty: 56051.496094 Iteration 15Q: 19 clusters Score -3.348116e+07 nChanged 2952 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2388 members Mstep: Class 4 contains 8863 members Mstep: Class 6 contains 7841 members Mstep: Class 7 contains 53757 members Mstep: Class 8 contains 6243 members Mstep: Class 9 contains 2093 members Mstep: Class 10 contains 95057 members Mstep: Class 11 contains 3566 members Mstep: Class 12 contains 3965 members Mstep: Class 13 contains 5256 members Mstep: Class 14 contains 15061 members Mstep: Class 15 contains 38046 members Mstep: Class 17 contains 3658 members Mstep: Class 18 contains 9184 members Mstep: Class 19 contains 8325 members Mstep: Class 20 contains 13109 members Mstep: Class 21 contains 5113 members Mstep: Class 23 contains 2328 members Entering Unmasked Estep ConsiderDeletion Score: -33482286.000000 Penalty: 56051.496094 Iteration 16Q: 19 clusters Score -3.348229e+07 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2389 members Mstep: Class 4 contains 8611 members Mstep: Class 6 contains 7856 members Mstep: Class 7 contains 53679 members Mstep: Class 8 contains 6044 members Mstep: Class 9 contains 2101 members Mstep: Class 10 contains 95592 members Mstep: Class 11 contains 3565 members Mstep: Class 12 contains 3966 members Mstep: Class 13 contains 5202 members Mstep: Class 14 contains 15126 members Mstep: Class 15 contains 38111 members Mstep: Class 17 contains 3615 members Mstep: Class 18 contains 9204 members Mstep: Class 19 contains 8426 members Mstep: Class 20 contains 12849 members Mstep: Class 21 contains 5191 members Mstep: Class 23 contains 2326 members Entering Unmasked Estep ConsiderDeletion Score: -33483088.000000 Penalty: 56051.496094 Iteration 17Q: 19 clusters Score -3.348309e+07 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2391 members Mstep: Class 4 contains 8366 members Mstep: Class 6 contains 7871 members Mstep: Class 7 contains 53636 members Mstep: Class 8 contains 5867 members Mstep: Class 9 contains 2110 members Mstep: Class 10 contains 96009 members Mstep: Class 11 contains 3566 members Mstep: Class 12 contains 4014 members Mstep: Class 13 contains 5154 members Mstep: Class 14 contains 15199 members Mstep: Class 15 contains 38141 members Mstep: Class 17 contains 3558 members Mstep: Class 18 contains 9213 members Mstep: Class 19 contains 8567 members Mstep: Class 20 contains 12596 members Mstep: Class 21 contains 5252 members Mstep: Class 23 contains 2343 members Entering Unmasked Estep ConsiderDeletion Score: -33483828.000000 Penalty: 56051.496094 Iteration 18Q: 19 clusters Score -3.348383e+07 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2371 members Mstep: Class 4 contains 8189 members Mstep: Class 6 contains 7880 members Mstep: Class 7 contains 53627 members Mstep: Class 8 contains 5724 members Mstep: Class 9 contains 2115 members Mstep: Class 10 contains 96336 members Mstep: Class 11 contains 3568 members Mstep: Class 12 contains 4048 members Mstep: Class 13 contains 5122 members Mstep: Class 14 contains 15263 members Mstep: Class 15 contains 38156 members Mstep: Class 17 contains 3502 members Mstep: Class 18 contains 9228 members Mstep: Class 19 contains 8695 members Mstep: Class 20 contains 12346 members Mstep: Class 21 contains 5289 members Mstep: Class 23 contains 2394 members Entering Unmasked Estep ConsiderDeletion Score: -33484450.000000 Penalty: 56051.496094 Iteration 19Q: 19 clusters Score -3.348445e+07 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2358 members Mstep: Class 4 contains 8058 members Mstep: Class 6 contains 7889 members Mstep: Class 7 contains 53622 members Mstep: Class 8 contains 5590 members Mstep: Class 9 contains 2126 members Mstep: Class 10 contains 96568 members Mstep: Class 11 contains 3568 members Mstep: Class 12 contains 4066 members Mstep: Class 13 contains 5090 members Mstep: Class 14 contains 15346 members Mstep: Class 15 contains 38142 members Mstep: Class 17 contains 3446 members Mstep: Class 18 contains 9268 members Mstep: Class 19 contains 8828 members Mstep: Class 20 contains 12081 members Mstep: Class 21 contains 5322 members Mstep: Class 23 contains 2485 members Entering Unmasked Estep ConsiderDeletion Score: -33485244.000000 Penalty: 56051.496094 Iteration 20F: 19 clusters Score -3.348524e+07 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2353 members Mstep: Class 4 contains 7951 members Mstep: Class 6 contains 7899 members Mstep: Class 7 contains 53634 members Mstep: Class 8 contains 5455 members Mstep: Class 9 contains 2134 members Mstep: Class 10 contains 96753 members Mstep: Class 11 contains 3565 members Mstep: Class 12 contains 4121 members Mstep: Class 13 contains 5061 members Mstep: Class 14 contains 15444 members Mstep: Class 15 contains 38092 members Mstep: Class 17 contains 3386 members Mstep: Class 18 contains 9277 members Mstep: Class 19 contains 8965 members Mstep: Class 20 contains 11807 members Mstep: Class 21 contains 5344 members Mstep: Class 23 contains 2612 members Entering Unmasked Estep ConsiderDeletion Score: -33485852.000000 Penalty: 56051.496094 Iteration 21Q: 19 clusters Score -3.348585e+07 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2336 members Mstep: Class 4 contains 7867 members Mstep: Class 6 contains 7917 members Mstep: Class 7 contains 53628 members Mstep: Class 8 contains 5338 members Mstep: Class 9 contains 2138 members Mstep: Class 10 contains 96947 members Mstep: Class 11 contains 3567 members Mstep: Class 12 contains 4177 members Mstep: Class 13 contains 5031 members Mstep: Class 14 contains 15529 members Mstep: Class 15 contains 38033 members Mstep: Class 17 contains 3324 members Mstep: Class 18 contains 9291 members Mstep: Class 19 contains 9116 members Mstep: Class 20 contains 11535 members Mstep: Class 21 contains 5367 members Mstep: Class 23 contains 2712 members Entering Unmasked Estep ConsiderDeletion Score: -33486398.000000 Penalty: 56051.496094 Iteration 22Q: 19 clusters Score -3.34864e+07 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2301 members Mstep: Class 4 contains 7816 members Mstep: Class 6 contains 7926 members Mstep: Class 7 contains 53621 members Mstep: Class 8 contains 5226 members Mstep: Class 9 contains 2148 members Mstep: Class 10 contains 97127 members Mstep: Class 11 contains 3570 members Mstep: Class 12 contains 4244 members Mstep: Class 13 contains 5003 members Mstep: Class 14 contains 15601 members Mstep: Class 15 contains 37992 members Mstep: Class 17 contains 3276 members Mstep: Class 18 contains 9266 members Mstep: Class 19 contains 9265 members Mstep: Class 20 contains 11308 members Mstep: Class 21 contains 5380 members Mstep: Class 23 contains 2783 members Entering Unmasked Estep ConsiderDeletion Score: -33486808.000000 Penalty: 56051.496094 Iteration 23Q: 19 clusters Score -3.348681e+07 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2270 members Mstep: Class 4 contains 7773 members Mstep: Class 6 contains 7944 members Mstep: Class 7 contains 53626 members Mstep: Class 8 contains 5103 members Mstep: Class 9 contains 2157 members Mstep: Class 10 contains 97312 members Mstep: Class 11 contains 3571 members Mstep: Class 12 contains 4293 members Mstep: Class 13 contains 4976 members Mstep: Class 14 contains 15652 members Mstep: Class 15 contains 37966 members Mstep: Class 17 contains 3234 members Mstep: Class 18 contains 9218 members Mstep: Class 19 contains 9410 members Mstep: Class 20 contains 11103 members Mstep: Class 21 contains 5396 members Mstep: Class 23 contains 2849 members Entering Unmasked Estep ConsiderDeletion Score: -33487322.000000 Penalty: 56051.496094 Iteration 24Q: 19 clusters Score -3.348732e+07 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2252 members Mstep: Class 4 contains 7728 members Mstep: Class 6 contains 7958 members Mstep: Class 7 contains 53624 members Mstep: Class 8 contains 5003 members Mstep: Class 9 contains 2171 members Mstep: Class 10 contains 97470 members Mstep: Class 11 contains 3570 members Mstep: Class 12 contains 4338 members Mstep: Class 13 contains 4957 members Mstep: Class 14 contains 15712 members Mstep: Class 15 contains 37924 members Mstep: Class 17 contains 3174 members Mstep: Class 18 contains 9171 members Mstep: Class 19 contains 9564 members Mstep: Class 20 contains 10925 members Mstep: Class 21 contains 5411 members Mstep: Class 23 contains 2901 members Entering Unmasked Estep ConsiderDeletion Score: -33487636.000000 Penalty: 56051.496094 Iteration 25Q: 19 clusters Score -3.348764e+07 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2240 members Mstep: Class 4 contains 7670 members Mstep: Class 6 contains 7975 members Mstep: Class 7 contains 53619 members Mstep: Class 8 contains 4919 members Mstep: Class 9 contains 2172 members Mstep: Class 10 contains 97623 members Mstep: Class 11 contains 3569 members Mstep: Class 12 contains 4388 members Mstep: Class 13 contains 4933 members Mstep: Class 14 contains 15743 members Mstep: Class 15 contains 37903 members Mstep: Class 17 contains 3120 members Mstep: Class 18 contains 9131 members Mstep: Class 19 contains 9704 members Mstep: Class 20 contains 10771 members Mstep: Class 21 contains 5421 members Mstep: Class 23 contains 2952 members Entering Unmasked Estep ConsiderDeletion Score: -33487930.000000 Penalty: 56051.496094 Iteration 26Q: 19 clusters Score -3.348793e+07 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2226 members Mstep: Class 4 contains 7611 members Mstep: Class 6 contains 7985 members Mstep: Class 7 contains 53616 members Mstep: Class 8 contains 4829 members Mstep: Class 9 contains 2178 members Mstep: Class 10 contains 97734 members Mstep: Class 11 contains 3569 members Mstep: Class 12 contains 4450 members Mstep: Class 13 contains 4913 members Mstep: Class 14 contains 15779 members Mstep: Class 15 contains 37892 members Mstep: Class 17 contains 3080 members Mstep: Class 18 contains 9082 members Mstep: Class 19 contains 9832 members Mstep: Class 20 contains 10637 members Mstep: Class 21 contains 5432 members Mstep: Class 23 contains 3008 members Entering Unmasked Estep ConsiderDeletion Score: -33488176.000000 Penalty: 56051.496094 Iteration 27Q: 19 clusters Score -3.348818e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2207 members Mstep: Class 4 contains 7527 members Mstep: Class 6 contains 7996 members Mstep: Class 7 contains 53622 members Mstep: Class 8 contains 4754 members Mstep: Class 9 contains 2181 members Mstep: Class 10 contains 97825 members Mstep: Class 11 contains 3573 members Mstep: Class 12 contains 4503 members Mstep: Class 13 contains 4900 members Mstep: Class 14 contains 15828 members Mstep: Class 15 contains 37861 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 9031 members Mstep: Class 19 contains 9932 members Mstep: Class 20 contains 10556 members Mstep: Class 21 contains 5438 members Mstep: Class 23 contains 3063 members Entering Unmasked Estep ConsiderDeletion Score: -33488406.000000 Penalty: 56051.496094 Iteration 28Q: 19 clusters Score -3.348841e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2195 members Mstep: Class 4 contains 7432 members Mstep: Class 6 contains 8003 members Mstep: Class 7 contains 53624 members Mstep: Class 8 contains 4688 members Mstep: Class 9 contains 2180 members Mstep: Class 10 contains 97896 members Mstep: Class 11 contains 3577 members Mstep: Class 12 contains 4594 members Mstep: Class 13 contains 4887 members Mstep: Class 14 contains 15876 members Mstep: Class 15 contains 37828 members Mstep: Class 17 contains 3019 members Mstep: Class 18 contains 8980 members Mstep: Class 19 contains 10027 members Mstep: Class 20 contains 10492 members Mstep: Class 21 contains 5438 members Mstep: Class 23 contains 3117 members Entering Unmasked Estep ConsiderDeletion Score: -33488578.000000 Penalty: 56051.496094 Iteration 29Q: 19 clusters Score -3.348858e+07 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2194 members Mstep: Class 4 contains 7341 members Mstep: Class 6 contains 8010 members Mstep: Class 7 contains 53619 members Mstep: Class 8 contains 4637 members Mstep: Class 9 contains 2182 members Mstep: Class 10 contains 97951 members Mstep: Class 11 contains 3578 members Mstep: Class 12 contains 4678 members Mstep: Class 13 contains 4874 members Mstep: Class 14 contains 15925 members Mstep: Class 15 contains 37815 members Mstep: Class 17 contains 2978 members Mstep: Class 18 contains 8923 members Mstep: Class 19 contains 10109 members Mstep: Class 20 contains 10451 members Mstep: Class 21 contains 5439 members Mstep: Class 23 contains 3149 members Entering Unmasked Estep ConsiderDeletion Score: -33488684.000000 Penalty: 56051.496094 Iteration 30Q: 19 clusters Score -3.348868e+07 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2186 members Mstep: Class 4 contains 7258 members Mstep: Class 6 contains 8024 members Mstep: Class 7 contains 53613 members Mstep: Class 8 contains 4562 members Mstep: Class 9 contains 2186 members Mstep: Class 10 contains 97981 members Mstep: Class 11 contains 3578 members Mstep: Class 12 contains 4753 members Mstep: Class 13 contains 4865 members Mstep: Class 14 contains 15981 members Mstep: Class 15 contains 37807 members Mstep: Class 17 contains 2940 members Mstep: Class 18 contains 8873 members Mstep: Class 19 contains 10195 members Mstep: Class 20 contains 10435 members Mstep: Class 21 contains 5444 members Mstep: Class 23 contains 3172 members Entering Unmasked Estep ConsiderDeletion Score: -33488870.000000 Penalty: 56051.496094 Iteration 31Q: 19 clusters Score -3.348887e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2179 members Mstep: Class 4 contains 7195 members Mstep: Class 6 contains 8031 members Mstep: Class 7 contains 53610 members Mstep: Class 8 contains 4499 members Mstep: Class 9 contains 2188 members Mstep: Class 10 contains 97986 members Mstep: Class 11 contains 3577 members Mstep: Class 12 contains 4838 members Mstep: Class 13 contains 4848 members Mstep: Class 14 contains 16051 members Mstep: Class 15 contains 37779 members Mstep: Class 17 contains 2904 members Mstep: Class 18 contains 8814 members Mstep: Class 19 contains 10279 members Mstep: Class 20 contains 10427 members Mstep: Class 21 contains 5450 members Mstep: Class 23 contains 3198 members Entering Unmasked Estep ConsiderDeletion Score: -33488972.000000 Penalty: 56051.496094 Iteration 32Q: 19 clusters Score -3.348897e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2173 members Mstep: Class 4 contains 7102 members Mstep: Class 6 contains 8043 members Mstep: Class 7 contains 53604 members Mstep: Class 8 contains 4452 members Mstep: Class 9 contains 2187 members Mstep: Class 10 contains 97991 members Mstep: Class 11 contains 3574 members Mstep: Class 12 contains 4925 members Mstep: Class 13 contains 4842 members Mstep: Class 14 contains 16113 members Mstep: Class 15 contains 37770 members Mstep: Class 17 contains 2850 members Mstep: Class 18 contains 8763 members Mstep: Class 19 contains 10350 members Mstep: Class 20 contains 10420 members Mstep: Class 21 contains 5455 members Mstep: Class 23 contains 3239 members Entering Unmasked Estep ConsiderDeletion Score: -33489058.000000 Penalty: 56051.496094 Iteration 33Q: 19 clusters Score -3.348906e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2169 members Mstep: Class 4 contains 7026 members Mstep: Class 6 contains 8052 members Mstep: Class 7 contains 53596 members Mstep: Class 8 contains 4404 members Mstep: Class 9 contains 2189 members Mstep: Class 10 contains 98008 members Mstep: Class 11 contains 3570 members Mstep: Class 12 contains 5001 members Mstep: Class 13 contains 4837 members Mstep: Class 14 contains 16140 members Mstep: Class 15 contains 37765 members Mstep: Class 17 contains 2814 members Mstep: Class 18 contains 8716 members Mstep: Class 19 contains 10421 members Mstep: Class 20 contains 10408 members Mstep: Class 21 contains 5458 members Mstep: Class 23 contains 3279 members Entering Unmasked Estep ConsiderDeletion Score: -33489160.000000 Penalty: 56051.496094 Iteration 34Q: 19 clusters Score -3.348916e+07 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2172 members Mstep: Class 4 contains 6975 members Mstep: Class 6 contains 8055 members Mstep: Class 7 contains 53588 members Mstep: Class 8 contains 4341 members Mstep: Class 9 contains 2191 members Mstep: Class 10 contains 98003 members Mstep: Class 11 contains 3569 members Mstep: Class 12 contains 5068 members Mstep: Class 13 contains 4833 members Mstep: Class 14 contains 16169 members Mstep: Class 15 contains 37771 members Mstep: Class 17 contains 2795 members Mstep: Class 18 contains 8667 members Mstep: Class 19 contains 10491 members Mstep: Class 20 contains 10395 members Mstep: Class 21 contains 5457 members Mstep: Class 23 contains 3313 members Entering Unmasked Estep ConsiderDeletion Score: -33489250.000000 Penalty: 56051.496094 Iteration 35Q: 19 clusters Score -3.348925e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2170 members Mstep: Class 4 contains 6917 members Mstep: Class 6 contains 8062 members Mstep: Class 7 contains 53584 members Mstep: Class 8 contains 4290 members Mstep: Class 9 contains 2194 members Mstep: Class 10 contains 98002 members Mstep: Class 11 contains 3568 members Mstep: Class 12 contains 5138 members Mstep: Class 13 contains 4827 members Mstep: Class 14 contains 16205 members Mstep: Class 15 contains 37767 members Mstep: Class 17 contains 2772 members Mstep: Class 18 contains 8623 members Mstep: Class 19 contains 10559 members Mstep: Class 20 contains 10386 members Mstep: Class 21 contains 5458 members Mstep: Class 23 contains 3331 members Entering Unmasked Estep ConsiderDeletion Score: -33489408.000000 Penalty: 56051.496094 Iteration 36Q: 19 clusters Score -3.348941e+07 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2165 members Mstep: Class 4 contains 6844 members Mstep: Class 6 contains 8061 members Mstep: Class 7 contains 53575 members Mstep: Class 8 contains 4232 members Mstep: Class 9 contains 2192 members Mstep: Class 10 contains 98012 members Mstep: Class 11 contains 3568 members Mstep: Class 12 contains 5204 members Mstep: Class 13 contains 4821 members Mstep: Class 14 contains 16240 members Mstep: Class 15 contains 37778 members Mstep: Class 17 contains 2766 members Mstep: Class 18 contains 8579 members Mstep: Class 19 contains 10635 members Mstep: Class 20 contains 10376 members Mstep: Class 21 contains 5459 members Mstep: Class 23 contains 3346 members Entering Unmasked Estep ConsiderDeletion Score: -33489604.000000 Penalty: 56051.496094 Iteration 37Q: 19 clusters Score -3.34896e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2156 members Mstep: Class 4 contains 6786 members Mstep: Class 6 contains 8064 members Mstep: Class 7 contains 53565 members Mstep: Class 8 contains 4180 members Mstep: Class 9 contains 2189 members Mstep: Class 10 contains 97990 members Mstep: Class 11 contains 3565 members Mstep: Class 12 contains 5285 members Mstep: Class 13 contains 4814 members Mstep: Class 14 contains 16256 members Mstep: Class 15 contains 37799 members Mstep: Class 17 contains 2758 members Mstep: Class 18 contains 8547 members Mstep: Class 19 contains 10701 members Mstep: Class 20 contains 10366 members Mstep: Class 21 contains 5456 members Mstep: Class 23 contains 3376 members Entering Unmasked Estep ConsiderDeletion Score: -33489610.000000 Penalty: 56051.496094 Iteration 38Q: 19 clusters Score -3.348961e+07 nChanged 487 Entering ConstructFrom: Score: -33489610.000000 Penalty: 56051.496094 Entering ConstructFrom: Trying to split cluster 2 (2149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Entering Unmasked Estep Score: -242024.109375 Penalty: 1902.843994 Iteration 0F: 2 clusters Score -242024.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -239262.937500 Penalty: 3805.687988 Iteration 0F: 3 clusters Score -239262.9 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -239750.281250 Penalty: 3805.687988 Iteration 1F: 3 clusters Score -239750.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -239926.640625 Penalty: 3805.687988 Iteration 2F: 3 clusters Score -239926.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -240011.593750 Penalty: 3805.687988 Iteration 3F: 3 clusters Score -240011.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -240064.890625 Penalty: 3805.687988 Iteration 4Q: 3 clusters Score -240064.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -240100.890625 Penalty: 3805.687988 Iteration 5Q: 3 clusters Score -240100.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -240133.203125 Penalty: 3805.687988 Iteration 6Q: 3 clusters Score -240133.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -240162.296875 Penalty: 3805.687988 Iteration 7Q: 3 clusters Score -240162.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -240188.140625 Penalty: 3805.687988 Iteration 8Q: 3 clusters Score -240188.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -240213.703125 Penalty: 3805.687988 Iteration 9Q: 3 clusters Score -240213.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -240240.640625 Penalty: 3805.687988 Iteration 10Q: 3 clusters Score -240240.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -240256.484375 Penalty: 3805.687988 Iteration 11Q: 3 clusters Score -240256.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -240271.203125 Penalty: 3805.687988 Iteration 12Q: 3 clusters Score -240271.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -240282.593750 Penalty: 3805.687988 Iteration 13Q: 3 clusters Score -240282.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -240294.000000 Penalty: 3805.687988 Iteration 14Q: 3 clusters Score -240294 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -240302.312500 Penalty: 3805.687988 Iteration 15Q: 3 clusters Score -240302.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -240305.921875 Penalty: 3805.687988 Iteration 16Q: 3 clusters Score -240305.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -240309.296875 Penalty: 3805.687988 Iteration 17Q: 3 clusters Score -240309.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -240310.984375 Penalty: 3805.687988 Iteration 18Q: 3 clusters Score -240311 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -240311.953125 Penalty: 3805.687988 Iteration 19Q: 3 clusters Score -240312 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -240312.578125 Penalty: 3805.687988 Iteration 20F: 3 clusters Score -240312.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -240313.125000 Penalty: 3805.687988 Iteration 21Q: 3 clusters Score -240313.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -240313.125000 Penalty: 3805.687988 Iteration 22F: 3 clusters Score -240313.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Entering Unmasked Estep Score: -813777.437500 Penalty: 2185.917236 Iteration 0F: 2 clusters Score -813777.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -808144.062500 Penalty: 4371.834473 Iteration 0F: 3 clusters Score -808144.1 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -809623.500000 Penalty: 4371.834473 Iteration 1F: 3 clusters Score -809623.5 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -809877.937500 Penalty: 4371.834473 Iteration 2F: 3 clusters Score -809877.9 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -810057.000000 Penalty: 4371.834473 Iteration 3F: 3 clusters Score -810057 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -810181.875000 Penalty: 4371.834473 Iteration 4Q: 3 clusters Score -810181.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -810284.125000 Penalty: 4371.834473 Iteration 5Q: 3 clusters Score -810284.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -810385.312500 Penalty: 4371.834473 Iteration 6Q: 3 clusters Score -810385.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -810468.562500 Penalty: 4371.834473 Iteration 7Q: 3 clusters Score -810468.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -810542.687500 Penalty: 4371.834473 Iteration 8Q: 3 clusters Score -810542.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -810616.875000 Penalty: 4371.834473 Iteration 9Q: 3 clusters Score -810616.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -810687.937500 Penalty: 4371.834473 Iteration 10Q: 3 clusters Score -810687.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -810736.062500 Penalty: 4371.834473 Iteration 11Q: 3 clusters Score -810736.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -810781.437500 Penalty: 4371.834473 Iteration 12Q: 3 clusters Score -810781.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -810829.937500 Penalty: 4371.834473 Iteration 13Q: 3 clusters Score -810829.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -810879.875000 Penalty: 4371.834473 Iteration 14Q: 3 clusters Score -810879.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -810937.312500 Penalty: 4371.834473 Iteration 15Q: 3 clusters Score -810937.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -811004.812500 Penalty: 4371.834473 Iteration 16Q: 3 clusters Score -811004.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -811072.500000 Penalty: 4371.834473 Iteration 17Q: 3 clusters Score -811072.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -811141.125000 Penalty: 4371.834473 Iteration 18Q: 3 clusters Score -811141.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -811219.625000 Penalty: 4371.834473 Iteration 19Q: 3 clusters Score -811219.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -811293.375000 Penalty: 4371.834473 Iteration 20F: 3 clusters Score -811293.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -811362.375000 Penalty: 4371.834473 Iteration 21Q: 3 clusters Score -811362.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -811429.437500 Penalty: 4371.834473 Iteration 22Q: 3 clusters Score -811429.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -811496.625000 Penalty: 4371.834473 Iteration 23Q: 3 clusters Score -811496.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -811548.000000 Penalty: 4371.834473 Iteration 24Q: 3 clusters Score -811548 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -811594.875000 Penalty: 4371.834473 Iteration 25Q: 3 clusters Score -811594.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -811639.937500 Penalty: 4371.834473 Iteration 26Q: 3 clusters Score -811639.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -811664.000000 Penalty: 4371.834473 Iteration 27Q: 3 clusters Score -811664 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -811678.312500 Penalty: 4371.834473 Iteration 28Q: 3 clusters Score -811678.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -811691.937500 Penalty: 4371.834473 Iteration 29Q: 3 clusters Score -811691.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -811701.312500 Penalty: 4371.834473 Iteration 30Q: 3 clusters Score -811701.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -811711.687500 Penalty: 4371.834473 Iteration 31Q: 3 clusters Score -811711.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -811719.562500 Penalty: 4371.834473 Iteration 32Q: 3 clusters Score -811719.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -811727.687500 Penalty: 4371.834473 Iteration 33Q: 3 clusters Score -811727.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -811737.812500 Penalty: 4371.834473 Iteration 34Q: 3 clusters Score -811737.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -811747.187500 Penalty: 4371.834473 Iteration 35Q: 3 clusters Score -811747.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -811750.375000 Penalty: 4371.834473 Iteration 36Q: 3 clusters Score -811750.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -811763.187500 Penalty: 4371.834473 Iteration 37Q: 3 clusters Score -811763.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -811777.500000 Penalty: 4371.834473 Iteration 38Q: 3 clusters Score -811777.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -811785.437500 Penalty: 4371.834473 Iteration 39Q: 3 clusters Score -811785.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -811800.937500 Penalty: 4371.834473 Iteration 40F: 3 clusters Score -811800.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -811812.062500 Penalty: 4371.834473 Iteration 41Q: 3 clusters Score -811812.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -811819.187500 Penalty: 4371.834473 Iteration 42Q: 3 clusters Score -811819.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -811822.625000 Penalty: 4371.834473 Iteration 43Q: 3 clusters Score -811822.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -811824.937500 Penalty: 4371.834473 Iteration 44Q: 3 clusters Score -811824.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -811826.312500 Penalty: 4371.834473 Iteration 45Q: 3 clusters Score -811826.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -811828.500000 Penalty: 4371.834473 Iteration 46Q: 3 clusters Score -811828.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -811831.125000 Penalty: 4371.834473 Iteration 47Q: 3 clusters Score -811831.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -811831.687500 Penalty: 4371.834473 Iteration 48Q: 3 clusters Score -811831.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -811837.062500 Penalty: 4371.834473 Iteration 49Q: 3 clusters Score -811837.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -811837.062500 Penalty: 4371.834473 Iteration 50F: 3 clusters Score -811837.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Entering Unmasked Estep Score: -966661.875000 Penalty: 2230.923828 Iteration 0F: 2 clusters Score -966661.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -960227.875000 Penalty: 4461.847656 Iteration 0F: 3 clusters Score -960227.9 nChanged 3280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -962032.687500 Penalty: 4461.847656 Iteration 1F: 3 clusters Score -962032.7 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -962291.250000 Penalty: 4461.847656 Iteration 2F: 3 clusters Score -962291.2 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -962479.812500 Penalty: 4461.847656 Iteration 3Q: 3 clusters Score -962479.8 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -962663.000000 Penalty: 4461.847656 Iteration 4Q: 3 clusters Score -962663 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -962918.812500 Penalty: 4461.847656 Iteration 5Q: 3 clusters Score -962918.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -963261.000000 Penalty: 4461.847656 Iteration 6Q: 3 clusters Score -963261 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -963642.500000 Penalty: 4461.847656 Iteration 7F: 3 clusters Score -963642.5 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -963953.750000 Penalty: 4461.847656 Iteration 8F: 3 clusters Score -963953.8 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -964211.187500 Penalty: 4461.847656 Iteration 9Q: 3 clusters Score -964211.2 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -964423.375000 Penalty: 4461.847656 Iteration 10Q: 3 clusters Score -964423.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -964589.375000 Penalty: 4461.847656 Iteration 11Q: 3 clusters Score -964589.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -964734.750000 Penalty: 4461.847656 Iteration 12Q: 3 clusters Score -964734.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -964869.875000 Penalty: 4461.847656 Iteration 13Q: 3 clusters Score -964869.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -965017.062500 Penalty: 4461.847656 Iteration 14Q: 3 clusters Score -965017.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -965150.875000 Penalty: 4461.847656 Iteration 15Q: 3 clusters Score -965150.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -965276.062500 Penalty: 4461.847656 Iteration 16Q: 3 clusters Score -965276.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -965430.062500 Penalty: 4461.847656 Iteration 17Q: 3 clusters Score -965430.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -965566.000000 Penalty: 4461.847656 Iteration 18Q: 3 clusters Score -965566 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -965682.687500 Penalty: 4461.847656 Iteration 19Q: 3 clusters Score -965682.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -965759.062500 Penalty: 4461.847656 Iteration 20F: 3 clusters Score -965759.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -965802.562500 Penalty: 4461.847656 Iteration 21Q: 3 clusters Score -965802.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -965826.312500 Penalty: 4461.847656 Iteration 22Q: 3 clusters Score -965826.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -965847.375000 Penalty: 4461.847656 Iteration 23Q: 3 clusters Score -965847.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -965865.187500 Penalty: 4461.847656 Iteration 24Q: 3 clusters Score -965865.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -965871.062500 Penalty: 4461.847656 Iteration 25Q: 3 clusters Score -965871.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 6379 members Entering Unmasked Estep Score: -965874.875000 Penalty: 4461.847656 Iteration 26Q: 3 clusters Score -965874.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -965884.875000 Penalty: 4461.847656 Iteration 27Q: 3 clusters Score -965884.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -965890.875000 Penalty: 4461.847656 Iteration 28Q: 3 clusters Score -965890.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -965893.750000 Penalty: 4461.847656 Iteration 29Q: 3 clusters Score -965893.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -965897.125000 Penalty: 4461.847656 Iteration 30Q: 3 clusters Score -965897.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -965900.187500 Penalty: 4461.847656 Iteration 31Q: 3 clusters Score -965900.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -965901.312500 Penalty: 4461.847656 Iteration 32Q: 3 clusters Score -965901.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -965904.125000 Penalty: 4461.847656 Iteration 33Q: 3 clusters Score -965904.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -965905.312500 Penalty: 4461.847656 Iteration 34Q: 3 clusters Score -965905.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -965905.625000 Penalty: 4461.847656 Iteration 35Q: 3 clusters Score -965905.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -965905.812500 Penalty: 4461.847656 Iteration 36Q: 3 clusters Score -965905.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -965905.812500 Penalty: 4461.847656 Iteration 37F: 3 clusters Score -965905.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (53556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53556 members Entering Unmasked Estep Score: -6520716.000000 Penalty: 2700.343750 Iteration 0F: 2 clusters Score -6520716 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26781 members Mstep: Class 2 contains 26775 members Entering Unmasked Estep Score: -6484694.000000 Penalty: 5400.687500 Iteration 0F: 3 clusters Score -6484694 nChanged 24884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26265 members Mstep: Class 2 contains 27291 members Entering Unmasked Estep Score: -6498644.500000 Penalty: 5400.687500 Iteration 1F: 3 clusters Score -6498644 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25838 members Mstep: Class 2 contains 27718 members Entering Unmasked Estep Score: -6499277.000000 Penalty: 5400.687500 Iteration 2Q: 3 clusters Score -6499277 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25072 members Mstep: Class 2 contains 28484 members Entering Unmasked Estep Score: -6500019.500000 Penalty: 5400.687500 Iteration 3Q: 3 clusters Score -6500020 nChanged 2372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23974 members Mstep: Class 2 contains 29582 members Entering Unmasked Estep Score: -6500794.500000 Penalty: 5400.687500 Iteration 4Q: 3 clusters Score -6500794 nChanged 2468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22548 members Mstep: Class 2 contains 31008 members Entering Unmasked Estep Score: -6501808.000000 Penalty: 5400.687500 Iteration 5Q: 3 clusters Score -6501808 nChanged 2710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20686 members Mstep: Class 2 contains 32870 members Entering Unmasked Estep Score: -6503062.500000 Penalty: 5400.687500 Iteration 6F: 3 clusters Score -6503062 nChanged 3050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 35206 members Entering Unmasked Estep Score: -6504744.000000 Penalty: 5400.687500 Iteration 7F: 3 clusters Score -6504744 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15579 members Mstep: Class 2 contains 37977 members Entering Unmasked Estep Score: -6506765.500000 Penalty: 5400.687500 Iteration 8F: 3 clusters Score -6506766 nChanged 3319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12576 members Mstep: Class 2 contains 40980 members Entering Unmasked Estep Score: -6509056.000000 Penalty: 5400.687500 Iteration 9F: 3 clusters Score -6509056 nChanged 3110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 43942 members Entering Unmasked Estep Score: -6511281.500000 Penalty: 5400.687500 Iteration 10F: 3 clusters Score -6511282 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 46605 members Entering Unmasked Estep Score: -6513305.000000 Penalty: 5400.687500 Iteration 11F: 3 clusters Score -6513305 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 48808 members Entering Unmasked Estep Score: -6514979.000000 Penalty: 5400.687500 Iteration 12Q: 3 clusters Score -6514979 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 50459 members Entering Unmasked Estep Score: -6516325.500000 Penalty: 5400.687500 Iteration 13Q: 3 clusters Score -6516326 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 51596 members Entering Unmasked Estep Score: -6517223.000000 Penalty: 5400.687500 Iteration 14Q: 3 clusters Score -6517223 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 52243 members Entering Unmasked Estep Score: -6517739.500000 Penalty: 5400.687500 Iteration 15Q: 3 clusters Score -6517740 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 52601 members Entering Unmasked Estep Score: -6518021.000000 Penalty: 5400.687500 Iteration 16Q: 3 clusters Score -6518021 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 52808 members Entering Unmasked Estep Score: -6518190.500000 Penalty: 5400.687500 Iteration 17Q: 3 clusters Score -6518190 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 52899 members Entering Unmasked Estep Score: -6518264.000000 Penalty: 5400.687500 Iteration 18Q: 3 clusters Score -6518264 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 52952 members Entering Unmasked Estep Score: -6518310.500000 Penalty: 5400.687500 Iteration 19Q: 3 clusters Score -6518310 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 52983 members Entering Unmasked Estep Score: -6518326.000000 Penalty: 5400.687500 Iteration 20F: 3 clusters Score -6518326 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 53015 members Entering Unmasked Estep Score: -6518366.500000 Penalty: 5400.687500 Iteration 21Q: 3 clusters Score -6518366 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 53035 members Entering Unmasked Estep Score: -6518403.000000 Penalty: 5400.687500 Iteration 22Q: 3 clusters Score -6518403 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 53052 members Entering Unmasked Estep Score: -6518423.000000 Penalty: 5400.687500 Iteration 23Q: 3 clusters Score -6518423 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 53063 members Entering Unmasked Estep Score: -6518438.500000 Penalty: 5400.687500 Iteration 24Q: 3 clusters Score -6518438 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 53076 members Entering Unmasked Estep Score: -6518442.500000 Penalty: 5400.687500 Iteration 25Q: 3 clusters Score -6518442 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 53085 members Entering Unmasked Estep Score: -6518453.000000 Penalty: 5400.687500 Iteration 26Q: 3 clusters Score -6518453 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 53092 members Entering Unmasked Estep Score: -6518457.000000 Penalty: 5400.687500 Iteration 27Q: 3 clusters Score -6518457 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 53099 members Entering Unmasked Estep Score: -6518471.000000 Penalty: 5400.687500 Iteration 28Q: 3 clusters Score -6518471 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 53107 members Entering Unmasked Estep Score: -6518464.500000 Penalty: 5400.687500 Iteration 29Q: 3 clusters Score -6518464 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 53112 members Entering Unmasked Estep Score: -6518472.000000 Penalty: 5400.687500 Iteration 30Q: 3 clusters Score -6518472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 53115 members Entering Unmasked Estep Score: -6518469.500000 Penalty: 5400.687500 Iteration 31Q: 3 clusters Score -6518470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 53116 members Entering Unmasked Estep Score: -6518471.000000 Penalty: 5400.687500 Iteration 32Q: 3 clusters Score -6518471 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 53117 members Entering Unmasked Estep Score: -6518474.000000 Penalty: 5400.687500 Iteration 33Q: 3 clusters Score -6518474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 53118 members Entering Unmasked Estep Score: -6518479.000000 Penalty: 5400.687500 Iteration 34Q: 3 clusters Score -6518479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 53119 members Entering Unmasked Estep Score: -6518479.000000 Penalty: 5400.687500 Iteration 35Q: 3 clusters Score -6518479 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 53121 members Entering Unmasked Estep Score: -6518481.000000 Penalty: 5400.687500 Iteration 36Q: 3 clusters Score -6518481 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 53121 members Entering Unmasked Estep Score: -6518481.000000 Penalty: 5400.687500 Iteration 37F: 3 clusters Score -6518481 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Entering Unmasked Estep Score: -450605.937500 Penalty: 2064.976318 Iteration 0F: 2 clusters Score -450605.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -446634.218750 Penalty: 4129.952637 Iteration 0F: 3 clusters Score -446634.2 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -447468.000000 Penalty: 4129.952637 Iteration 1F: 3 clusters Score -447468 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -447666.406250 Penalty: 4129.952637 Iteration 2F: 3 clusters Score -447666.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -447792.187500 Penalty: 4129.952637 Iteration 3F: 3 clusters Score -447792.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -447890.468750 Penalty: 4129.952637 Iteration 4Q: 3 clusters Score -447890.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -447971.125000 Penalty: 4129.952637 Iteration 5Q: 3 clusters Score -447971.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -448042.437500 Penalty: 4129.952637 Iteration 6Q: 3 clusters Score -448042.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -448098.218750 Penalty: 4129.952637 Iteration 7Q: 3 clusters Score -448098.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -448137.968750 Penalty: 4129.952637 Iteration 8Q: 3 clusters Score -448138 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -448184.281250 Penalty: 4129.952637 Iteration 9Q: 3 clusters Score -448184.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -448225.750000 Penalty: 4129.952637 Iteration 10Q: 3 clusters Score -448225.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -448263.125000 Penalty: 4129.952637 Iteration 11Q: 3 clusters Score -448263.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -448297.093750 Penalty: 4129.952637 Iteration 12Q: 3 clusters Score -448297.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -448330.375000 Penalty: 4129.952637 Iteration 13Q: 3 clusters Score -448330.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -448364.437500 Penalty: 4129.952637 Iteration 14Q: 3 clusters Score -448364.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -448395.062500 Penalty: 4129.952637 Iteration 15Q: 3 clusters Score -448395.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -448435.187500 Penalty: 4129.952637 Iteration 16Q: 3 clusters Score -448435.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -448483.468750 Penalty: 4129.952637 Iteration 17Q: 3 clusters Score -448483.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -448534.187500 Penalty: 4129.952637 Iteration 18Q: 3 clusters Score -448534.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -448591.281250 Penalty: 4129.952637 Iteration 19Q: 3 clusters Score -448591.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -448647.968750 Penalty: 4129.952637 Iteration 20F: 3 clusters Score -448648 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -448695.625000 Penalty: 4129.952637 Iteration 21Q: 3 clusters Score -448695.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -448740.687500 Penalty: 4129.952637 Iteration 22Q: 3 clusters Score -448740.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -448792.000000 Penalty: 4129.952637 Iteration 23Q: 3 clusters Score -448792 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -448826.375000 Penalty: 4129.952637 Iteration 24Q: 3 clusters Score -448826.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -448864.437500 Penalty: 4129.952637 Iteration 25Q: 3 clusters Score -448864.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -448910.437500 Penalty: 4129.952637 Iteration 26Q: 3 clusters Score -448910.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -448957.906250 Penalty: 4129.952637 Iteration 27Q: 3 clusters Score -448957.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -449007.937500 Penalty: 4129.952637 Iteration 28Q: 3 clusters Score -449007.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -449063.750000 Penalty: 4129.952637 Iteration 29Q: 3 clusters Score -449063.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -449101.406250 Penalty: 4129.952637 Iteration 30Q: 3 clusters Score -449101.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -449124.437500 Penalty: 4129.952637 Iteration 31Q: 3 clusters Score -449124.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -449139.968750 Penalty: 4129.952637 Iteration 32Q: 3 clusters Score -449140 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -449158.187500 Penalty: 4129.952637 Iteration 33Q: 3 clusters Score -449158.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -449175.562500 Penalty: 4129.952637 Iteration 34Q: 3 clusters Score -449175.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -449190.281250 Penalty: 4129.952637 Iteration 35Q: 3 clusters Score -449190.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -449205.750000 Penalty: 4129.952637 Iteration 36Q: 3 clusters Score -449205.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -449219.781250 Penalty: 4129.952637 Iteration 37Q: 3 clusters Score -449219.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -449226.281250 Penalty: 4129.952637 Iteration 38Q: 3 clusters Score -449226.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -449230.312500 Penalty: 4129.952637 Iteration 39Q: 3 clusters Score -449230.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -449236.187500 Penalty: 4129.952637 Iteration 40F: 3 clusters Score -449236.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -449245.531250 Penalty: 4129.952637 Iteration 41Q: 3 clusters Score -449245.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -449256.031250 Penalty: 4129.952637 Iteration 42Q: 3 clusters Score -449256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -449261.312500 Penalty: 4129.952637 Iteration 43Q: 3 clusters Score -449261.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -449263.218750 Penalty: 4129.952637 Iteration 44Q: 3 clusters Score -449263.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -449265.875000 Penalty: 4129.952637 Iteration 45Q: 3 clusters Score -449265.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -449268.875000 Penalty: 4129.952637 Iteration 46Q: 3 clusters Score -449268.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -449271.812500 Penalty: 4129.952637 Iteration 47Q: 3 clusters Score -449271.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -449272.500000 Penalty: 4129.952637 Iteration 48Q: 3 clusters Score -449272.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -449273.781250 Penalty: 4129.952637 Iteration 49Q: 3 clusters Score -449273.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -449276.062500 Penalty: 4129.952637 Iteration 50Q: 3 clusters Score -449276.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -449278.312500 Penalty: 4129.952637 Iteration 51Q: 3 clusters Score -449278.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -449279.812500 Penalty: 4129.952637 Iteration 52Q: 3 clusters Score -449279.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -449279.593750 Penalty: 4129.952637 Iteration 53Q: 3 clusters Score -449279.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -449279.593750 Penalty: 4129.952637 Iteration 54F: 3 clusters Score -449279.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Entering Unmasked Estep Score: -266445.937500 Penalty: 1907.077515 Iteration 0F: 2 clusters Score -266445.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -263682.687500 Penalty: 3814.155029 Iteration 0F: 3 clusters Score -263682.7 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -264163.687500 Penalty: 3814.155029 Iteration 1F: 3 clusters Score -264163.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -264289.656250 Penalty: 3814.155029 Iteration 2F: 3 clusters Score -264289.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -264364.687500 Penalty: 3814.155029 Iteration 3Q: 3 clusters Score -264364.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -264405.375000 Penalty: 3814.155029 Iteration 4Q: 3 clusters Score -264405.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -264429.593750 Penalty: 3814.155029 Iteration 5Q: 3 clusters Score -264429.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -264443.718750 Penalty: 3814.155029 Iteration 6Q: 3 clusters Score -264443.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -264454.687500 Penalty: 3814.155029 Iteration 7Q: 3 clusters Score -264454.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -264465.656250 Penalty: 3814.155029 Iteration 8Q: 3 clusters Score -264465.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -264476.250000 Penalty: 3814.155029 Iteration 9Q: 3 clusters Score -264476.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -264485.562500 Penalty: 3814.155029 Iteration 10Q: 3 clusters Score -264485.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -264495.187500 Penalty: 3814.155029 Iteration 11Q: 3 clusters Score -264495.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -264506.656250 Penalty: 3814.155029 Iteration 12Q: 3 clusters Score -264506.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -264512.187500 Penalty: 3814.155029 Iteration 13Q: 3 clusters Score -264512.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -264517.218750 Penalty: 3814.155029 Iteration 14Q: 3 clusters Score -264517.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -264519.562500 Penalty: 3814.155029 Iteration 15Q: 3 clusters Score -264519.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -264520.500000 Penalty: 3814.155029 Iteration 16Q: 3 clusters Score -264520.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -264520.718750 Penalty: 3814.155029 Iteration 17Q: 3 clusters Score -264520.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -264520.718750 Penalty: 3814.155029 Iteration 18F: 3 clusters Score -264520.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (97983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97983 members Entering Unmasked Estep Score: -11883389.000000 Penalty: 2850.152100 Iteration 0F: 2 clusters Score -1.188339e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49191 members Mstep: Class 2 contains 48792 members Entering Unmasked Estep Score: -11817791.000000 Penalty: 5700.304199 Iteration 0F: 3 clusters Score -1.181779e+07 nChanged 46251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51224 members Mstep: Class 2 contains 46759 members Entering Unmasked Estep Score: -11844453.000000 Penalty: 5700.304199 Iteration 1F: 3 clusters Score -1.184445e+07 nChanged 3725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52659 members Mstep: Class 2 contains 45324 members Entering Unmasked Estep Score: -11845665.000000 Penalty: 5700.304199 Iteration 2Q: 3 clusters Score -1.184566e+07 nChanged 3940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54723 members Mstep: Class 2 contains 43260 members Entering Unmasked Estep Score: -11847251.000000 Penalty: 5700.304199 Iteration 3Q: 3 clusters Score -1.184725e+07 nChanged 4376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57555 members Mstep: Class 2 contains 40428 members Entering Unmasked Estep Score: -11849295.000000 Penalty: 5700.304199 Iteration 4Q: 3 clusters Score -1.18493e+07 nChanged 5153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61416 members Mstep: Class 2 contains 36567 members Entering Unmasked Estep Score: -11852344.000000 Penalty: 5700.304199 Iteration 5F: 3 clusters Score -1.185234e+07 nChanged 5849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66169 members Mstep: Class 2 contains 31814 members Entering Unmasked Estep Score: -11856144.000000 Penalty: 5700.304199 Iteration 6F: 3 clusters Score -1.185614e+07 nChanged 6311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71668 members Mstep: Class 2 contains 26315 members Entering Unmasked Estep Score: -11860782.000000 Penalty: 5700.304199 Iteration 7F: 3 clusters Score -1.186078e+07 nChanged 6417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77497 members Mstep: Class 2 contains 20486 members Entering Unmasked Estep Score: -11865611.000000 Penalty: 5700.304199 Iteration 8F: 3 clusters Score -1.186561e+07 nChanged 5874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83007 members Mstep: Class 2 contains 14976 members Entering Unmasked Estep Score: -11870341.000000 Penalty: 5700.304199 Iteration 9F: 3 clusters Score -1.187034e+07 nChanged 4657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87526 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -11874011.000000 Penalty: 5700.304199 Iteration 10Q: 3 clusters Score -1.187401e+07 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90870 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -11876709.000000 Penalty: 5700.304199 Iteration 11Q: 3 clusters Score -1.187671e+07 nChanged 2343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93161 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -11878423.000000 Penalty: 5700.304199 Iteration 12Q: 3 clusters Score -1.187842e+07 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94552 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -11879412.000000 Penalty: 5700.304199 Iteration 13Q: 3 clusters Score -1.187941e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95384 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -11880015.000000 Penalty: 5700.304199 Iteration 14Q: 3 clusters Score -1.188002e+07 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95919 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -11880389.000000 Penalty: 5700.304199 Iteration 15Q: 3 clusters Score -1.188039e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96258 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -11880673.000000 Penalty: 5700.304199 Iteration 16Q: 3 clusters Score -1.188067e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96514 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -11880835.000000 Penalty: 5700.304199 Iteration 17Q: 3 clusters Score -1.188084e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96656 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -11880936.000000 Penalty: 5700.304199 Iteration 18Q: 3 clusters Score -1.188094e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96769 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -11880990.000000 Penalty: 5700.304199 Iteration 19Q: 3 clusters Score -1.188099e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96845 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -11881007.000000 Penalty: 5700.304199 Iteration 20F: 3 clusters Score -1.188101e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96899 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -11881045.000000 Penalty: 5700.304199 Iteration 21Q: 3 clusters Score -1.188104e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96942 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -11881106.000000 Penalty: 5700.304199 Iteration 22Q: 3 clusters Score -1.188111e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96986 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -11881130.000000 Penalty: 5700.304199 Iteration 23Q: 3 clusters Score -1.188113e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97012 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -11881166.000000 Penalty: 5700.304199 Iteration 24Q: 3 clusters Score -1.188117e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97033 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -11881182.000000 Penalty: 5700.304199 Iteration 25Q: 3 clusters Score -1.188118e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97049 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -11881190.000000 Penalty: 5700.304199 Iteration 26Q: 3 clusters Score -1.188119e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97057 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -11881199.000000 Penalty: 5700.304199 Iteration 27Q: 3 clusters Score -1.18812e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97069 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -11881226.000000 Penalty: 5700.304199 Iteration 28Q: 3 clusters Score -1.188123e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97086 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -11881236.000000 Penalty: 5700.304199 Iteration 29Q: 3 clusters Score -1.188124e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97100 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -11881250.000000 Penalty: 5700.304199 Iteration 30Q: 3 clusters Score -1.188125e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97110 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -11881292.000000 Penalty: 5700.304199 Iteration 31Q: 3 clusters Score -1.188129e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97116 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -11881304.000000 Penalty: 5700.304199 Iteration 32Q: 3 clusters Score -1.18813e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97128 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -11881315.000000 Penalty: 5700.304199 Iteration 33Q: 3 clusters Score -1.188132e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97127 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -11881316.000000 Penalty: 5700.304199 Iteration 34Q: 3 clusters Score -1.188132e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97122 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -11881330.000000 Penalty: 5700.304199 Iteration 35Q: 3 clusters Score -1.188133e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97123 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -11881346.000000 Penalty: 5700.304199 Iteration 36Q: 3 clusters Score -1.188135e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97124 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -11881355.000000 Penalty: 5700.304199 Iteration 37Q: 3 clusters Score -1.188136e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97126 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -11881360.000000 Penalty: 5700.304199 Iteration 38Q: 3 clusters Score -1.188136e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97132 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -11881360.000000 Penalty: 5700.304199 Iteration 39Q: 3 clusters Score -1.188136e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97133 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -11881367.000000 Penalty: 5700.304199 Iteration 40F: 3 clusters Score -1.188137e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97129 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -11881387.000000 Penalty: 5700.304199 Iteration 41Q: 3 clusters Score -1.188139e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97123 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -11881379.000000 Penalty: 5700.304199 Iteration 42Q: 3 clusters Score -1.188138e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97125 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -11881390.000000 Penalty: 5700.304199 Iteration 43Q: 3 clusters Score -1.188139e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97123 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -11881398.000000 Penalty: 5700.304199 Iteration 44Q: 3 clusters Score -1.18814e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97119 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -11881388.000000 Penalty: 5700.304199 Iteration 45Q: 3 clusters Score -1.188139e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97115 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -11881398.000000 Penalty: 5700.304199 Iteration 46Q: 3 clusters Score -1.18814e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97113 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -11881397.000000 Penalty: 5700.304199 Iteration 47Q: 3 clusters Score -1.18814e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97114 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -11881396.000000 Penalty: 5700.304199 Iteration 48Q: 3 clusters Score -1.18814e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97112 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -11881402.000000 Penalty: 5700.304199 Iteration 49Q: 3 clusters Score -1.18814e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97114 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -11881400.000000 Penalty: 5700.304199 Iteration 50Q: 3 clusters Score -1.18814e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97113 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -11881401.000000 Penalty: 5700.304199 Iteration 51Q: 3 clusters Score -1.18814e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97112 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -11881406.000000 Penalty: 5700.304199 Iteration 52Q: 3 clusters Score -1.188141e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97112 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -11881403.000000 Penalty: 5700.304199 Iteration 53Q: 3 clusters Score -1.18814e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97113 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -11881403.000000 Penalty: 5700.304199 Iteration 54Q: 3 clusters Score -1.18814e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97114 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -11881406.000000 Penalty: 5700.304199 Iteration 55Q: 3 clusters Score -1.188141e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97114 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -11881420.000000 Penalty: 5700.304199 Iteration 56Q: 3 clusters Score -1.188142e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97112 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -11881419.000000 Penalty: 5700.304199 Iteration 57Q: 3 clusters Score -1.188142e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97111 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -11881427.000000 Penalty: 5700.304199 Iteration 58Q: 3 clusters Score -1.188143e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97109 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -11881421.000000 Penalty: 5700.304199 Iteration 59Q: 3 clusters Score -1.188142e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97108 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -11881427.000000 Penalty: 5700.304199 Iteration 60F: 3 clusters Score -1.188143e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97109 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -11881424.000000 Penalty: 5700.304199 Iteration 61Q: 3 clusters Score -1.188142e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97112 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -11881424.000000 Penalty: 5700.304199 Iteration 62Q: 3 clusters Score -1.188142e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97111 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -11881428.000000 Penalty: 5700.304199 Iteration 63Q: 3 clusters Score -1.188143e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97107 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -11881429.000000 Penalty: 5700.304199 Iteration 64Q: 3 clusters Score -1.188143e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97105 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -11881434.000000 Penalty: 5700.304199 Iteration 65Q: 3 clusters Score -1.188143e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97104 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -11881431.000000 Penalty: 5700.304199 Iteration 66Q: 3 clusters Score -1.188143e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97102 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -11881428.000000 Penalty: 5700.304199 Iteration 67Q: 3 clusters Score -1.188143e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97102 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -11881428.000000 Penalty: 5700.304199 Iteration 68F: 3 clusters Score -1.188143e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Entering Unmasked Estep Score: -406342.875000 Penalty: 2028.441650 Iteration 0F: 2 clusters Score -406342.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -402907.187500 Penalty: 4056.883301 Iteration 0F: 3 clusters Score -402907.2 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -404247.500000 Penalty: 4056.883301 Iteration 1F: 3 clusters Score -404247.5 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -405123.562500 Penalty: 4056.883301 Iteration 2F: 3 clusters Score -405123.6 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -406044.156250 Penalty: 4056.883301 Iteration 3F: 3 clusters Score -406044.2 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -406592.500000 Penalty: 4056.883301 Iteration 4F: 3 clusters Score -406592.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -406783.562500 Penalty: 4056.883301 Iteration 5F: 3 clusters Score -406783.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -406845.500000 Penalty: 4056.883301 Iteration 6Q: 3 clusters Score -406845.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -406871.531250 Penalty: 4056.883301 Iteration 7Q: 3 clusters Score -406871.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -406886.500000 Penalty: 4056.883301 Iteration 8Q: 3 clusters Score -406886.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -406894.593750 Penalty: 4056.883301 Iteration 9Q: 3 clusters Score -406894.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -406901.750000 Penalty: 4056.883301 Iteration 10Q: 3 clusters Score -406901.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -406903.750000 Penalty: 4056.883301 Iteration 11Q: 3 clusters Score -406903.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -406905.093750 Penalty: 4056.883301 Iteration 12Q: 3 clusters Score -406905.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -406905.062500 Penalty: 4056.883301 Iteration 13Q: 3 clusters Score -406905.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -406906.312500 Penalty: 4056.883301 Iteration 14Q: 3 clusters Score -406906.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -406906.312500 Penalty: 4056.883301 Iteration 15F: 3 clusters Score -406906.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 2149 members Mstep: Class 4 contains 6729 members Mstep: Class 6 contains 8068 members Mstep: Class 7 contains 53556 members Mstep: Class 8 contains 4132 members Mstep: Class 9 contains 2186 members Mstep: Class 10 contains 97983 members Mstep: Class 11 contains 2868 members Mstep: Class 12 contains 5370 members Mstep: Class 13 contains 4807 members Mstep: Class 14 contains 16287 members Mstep: Class 15 contains 37805 members Mstep: Class 17 contains 2748 members Mstep: Class 18 contains 8515 members Mstep: Class 19 contains 10762 members Mstep: Class 20 contains 10356 members Mstep: Class 21 contains 5454 members Mstep: Class 23 contains 3380 members Entering Unmasked Estep Score: -33489088.000000 Penalty: 59165.464844 Splitting cluster 11 changes total score from -33489610.000000 to -33489088.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (5370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Entering Unmasked Estep Score: -655238.875000 Penalty: 2129.968506 Iteration 0F: 2 clusters Score -655238.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -650467.562500 Penalty: 4259.937012 Iteration 0F: 3 clusters Score -650467.6 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -651589.937500 Penalty: 4259.937012 Iteration 1F: 3 clusters Score -651589.9 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -651818.500000 Penalty: 4259.937012 Iteration 2F: 3 clusters Score -651818.5 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -651957.937500 Penalty: 4259.937012 Iteration 3F: 3 clusters Score -651957.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -652032.562500 Penalty: 4259.937012 Iteration 4Q: 3 clusters Score -652032.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -652081.687500 Penalty: 4259.937012 Iteration 5Q: 3 clusters Score -652081.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -652118.187500 Penalty: 4259.937012 Iteration 6Q: 3 clusters Score -652118.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -652148.125000 Penalty: 4259.937012 Iteration 7Q: 3 clusters Score -652148.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -652167.812500 Penalty: 4259.937012 Iteration 8Q: 3 clusters Score -652167.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -652187.937500 Penalty: 4259.937012 Iteration 9Q: 3 clusters Score -652187.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -652206.562500 Penalty: 4259.937012 Iteration 10Q: 3 clusters Score -652206.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -652224.000000 Penalty: 4259.937012 Iteration 11Q: 3 clusters Score -652224 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -652237.812500 Penalty: 4259.937012 Iteration 12Q: 3 clusters Score -652237.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -652252.125000 Penalty: 4259.937012 Iteration 13Q: 3 clusters Score -652252.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -652264.562500 Penalty: 4259.937012 Iteration 14Q: 3 clusters Score -652264.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -652271.562500 Penalty: 4259.937012 Iteration 15Q: 3 clusters Score -652271.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -652282.687500 Penalty: 4259.937012 Iteration 16Q: 3 clusters Score -652282.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -652295.687500 Penalty: 4259.937012 Iteration 17Q: 3 clusters Score -652295.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -652306.250000 Penalty: 4259.937012 Iteration 18Q: 3 clusters Score -652306.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -652319.937500 Penalty: 4259.937012 Iteration 19Q: 3 clusters Score -652319.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -652337.312500 Penalty: 4259.937012 Iteration 20F: 3 clusters Score -652337.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -652355.500000 Penalty: 4259.937012 Iteration 21Q: 3 clusters Score -652355.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -652380.125000 Penalty: 4259.937012 Iteration 22Q: 3 clusters Score -652380.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -652404.812500 Penalty: 4259.937012 Iteration 23Q: 3 clusters Score -652404.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -652432.625000 Penalty: 4259.937012 Iteration 24Q: 3 clusters Score -652432.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -652467.125000 Penalty: 4259.937012 Iteration 25Q: 3 clusters Score -652467.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -652503.375000 Penalty: 4259.937012 Iteration 26Q: 3 clusters Score -652503.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -652549.375000 Penalty: 4259.937012 Iteration 27Q: 3 clusters Score -652549.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -652587.375000 Penalty: 4259.937012 Iteration 28Q: 3 clusters Score -652587.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -652642.875000 Penalty: 4259.937012 Iteration 29Q: 3 clusters Score -652642.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -652706.437500 Penalty: 4259.937012 Iteration 30Q: 3 clusters Score -652706.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -652774.250000 Penalty: 4259.937012 Iteration 31Q: 3 clusters Score -652774.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -652828.437500 Penalty: 4259.937012 Iteration 32Q: 3 clusters Score -652828.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -652875.000000 Penalty: 4259.937012 Iteration 33Q: 3 clusters Score -652875 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -652930.250000 Penalty: 4259.937012 Iteration 34Q: 3 clusters Score -652930.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -652981.625000 Penalty: 4259.937012 Iteration 35Q: 3 clusters Score -652981.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -653027.187500 Penalty: 4259.937012 Iteration 36Q: 3 clusters Score -653027.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -653072.625000 Penalty: 4259.937012 Iteration 37Q: 3 clusters Score -653072.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -653109.375000 Penalty: 4259.937012 Iteration 38Q: 3 clusters Score -653109.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -653141.437500 Penalty: 4259.937012 Iteration 39Q: 3 clusters Score -653141.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -653166.437500 Penalty: 4259.937012 Iteration 40F: 3 clusters Score -653166.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -653186.875000 Penalty: 4259.937012 Iteration 41Q: 3 clusters Score -653186.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -653216.125000 Penalty: 4259.937012 Iteration 42Q: 3 clusters Score -653216.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -653241.437500 Penalty: 4259.937012 Iteration 43Q: 3 clusters Score -653241.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -653262.375000 Penalty: 4259.937012 Iteration 44Q: 3 clusters Score -653262.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -653285.750000 Penalty: 4259.937012 Iteration 45Q: 3 clusters Score -653285.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -653312.312500 Penalty: 4259.937012 Iteration 46Q: 3 clusters Score -653312.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -653327.062500 Penalty: 4259.937012 Iteration 47Q: 3 clusters Score -653327.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -653341.875000 Penalty: 4259.937012 Iteration 48Q: 3 clusters Score -653341.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -653354.062500 Penalty: 4259.937012 Iteration 49Q: 3 clusters Score -653354.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -653370.187500 Penalty: 4259.937012 Iteration 50Q: 3 clusters Score -653370.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -653377.812500 Penalty: 4259.937012 Iteration 51Q: 3 clusters Score -653377.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -653384.437500 Penalty: 4259.937012 Iteration 52Q: 3 clusters Score -653384.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -653392.062500 Penalty: 4259.937012 Iteration 53Q: 3 clusters Score -653392.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -653393.562500 Penalty: 4259.937012 Iteration 54Q: 3 clusters Score -653393.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -653398.125000 Penalty: 4259.937012 Iteration 55Q: 3 clusters Score -653398.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -653405.125000 Penalty: 4259.937012 Iteration 56Q: 3 clusters Score -653405.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -653410.062500 Penalty: 4259.937012 Iteration 57Q: 3 clusters Score -653410.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -653411.375000 Penalty: 4259.937012 Iteration 58Q: 3 clusters Score -653411.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -653413.750000 Penalty: 4259.937012 Iteration 59Q: 3 clusters Score -653413.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -653413.500000 Penalty: 4259.937012 Iteration 60F: 3 clusters Score -653413.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -653415.687500 Penalty: 4259.937012 Iteration 61Q: 3 clusters Score -653415.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -653416.312500 Penalty: 4259.937012 Iteration 62Q: 3 clusters Score -653416.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -653417.562500 Penalty: 4259.937012 Iteration 63Q: 3 clusters Score -653417.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -653417.562500 Penalty: 4259.937012 Iteration 64F: 3 clusters Score -653417.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Entering Unmasked Estep Score: -575626.312500 Penalty: 2102.501465 Iteration 0F: 2 clusters Score -575626.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -571319.625000 Penalty: 4205.002930 Iteration 0F: 3 clusters Score -571319.6 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -572410.312500 Penalty: 4205.002930 Iteration 1F: 3 clusters Score -572410.3 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -572677.875000 Penalty: 4205.002930 Iteration 2F: 3 clusters Score -572677.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -572877.250000 Penalty: 4205.002930 Iteration 3F: 3 clusters Score -572877.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -573029.875000 Penalty: 4205.002930 Iteration 4Q: 3 clusters Score -573029.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -573173.687500 Penalty: 4205.002930 Iteration 5Q: 3 clusters Score -573173.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -573304.750000 Penalty: 4205.002930 Iteration 6Q: 3 clusters Score -573304.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -573423.187500 Penalty: 4205.002930 Iteration 7Q: 3 clusters Score -573423.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -573540.812500 Penalty: 4205.002930 Iteration 8Q: 3 clusters Score -573540.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -573660.125000 Penalty: 4205.002930 Iteration 9Q: 3 clusters Score -573660.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -573753.187500 Penalty: 4205.002930 Iteration 10Q: 3 clusters Score -573753.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -573863.000000 Penalty: 4205.002930 Iteration 11Q: 3 clusters Score -573863 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -573940.312500 Penalty: 4205.002930 Iteration 12Q: 3 clusters Score -573940.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -574001.937500 Penalty: 4205.002930 Iteration 13Q: 3 clusters Score -574001.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -574040.875000 Penalty: 4205.002930 Iteration 14Q: 3 clusters Score -574040.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -574070.500000 Penalty: 4205.002930 Iteration 15Q: 3 clusters Score -574070.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -574087.625000 Penalty: 4205.002930 Iteration 16Q: 3 clusters Score -574087.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -574099.125000 Penalty: 4205.002930 Iteration 17Q: 3 clusters Score -574099.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -574109.312500 Penalty: 4205.002930 Iteration 18Q: 3 clusters Score -574109.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -574117.562500 Penalty: 4205.002930 Iteration 19Q: 3 clusters Score -574117.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -574122.375000 Penalty: 4205.002930 Iteration 20F: 3 clusters Score -574122.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -574128.375000 Penalty: 4205.002930 Iteration 21Q: 3 clusters Score -574128.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -574132.687500 Penalty: 4205.002930 Iteration 22Q: 3 clusters Score -574132.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -574138.562500 Penalty: 4205.002930 Iteration 23Q: 3 clusters Score -574138.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -574139.625000 Penalty: 4205.002930 Iteration 24Q: 3 clusters Score -574139.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -574142.562500 Penalty: 4205.002930 Iteration 25Q: 3 clusters Score -574142.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -574144.000000 Penalty: 4205.002930 Iteration 26Q: 3 clusters Score -574144 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -574145.000000 Penalty: 4205.002930 Iteration 27Q: 3 clusters Score -574145 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -574146.875000 Penalty: 4205.002930 Iteration 28Q: 3 clusters Score -574146.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -574147.125000 Penalty: 4205.002930 Iteration 29Q: 3 clusters Score -574147.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -574148.125000 Penalty: 4205.002930 Iteration 30Q: 3 clusters Score -574148.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -574148.125000 Penalty: 4205.002930 Iteration 31F: 3 clusters Score -574148.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (16287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16287 members Entering Unmasked Estep Score: -1953846.500000 Penalty: 2405.134521 Iteration 0F: 2 clusters Score -1953846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -1942023.375000 Penalty: 4810.269043 Iteration 0F: 3 clusters Score -1942023 nChanged 7180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -1946003.500000 Penalty: 4810.269043 Iteration 1F: 3 clusters Score -1946004 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -1946569.875000 Penalty: 4810.269043 Iteration 2F: 3 clusters Score -1946570 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8427 members Mstep: Class 2 contains 7860 members Entering Unmasked Estep Score: -1947209.625000 Penalty: 4810.269043 Iteration 3F: 3 clusters Score -1947210 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -1947969.500000 Penalty: 4810.269043 Iteration 4F: 3 clusters Score -1947970 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -1948791.625000 Penalty: 4810.269043 Iteration 5F: 3 clusters Score -1948792 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -1949494.500000 Penalty: 4810.269043 Iteration 6F: 3 clusters Score -1949494 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -1950052.250000 Penalty: 4810.269043 Iteration 7F: 3 clusters Score -1950052 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -1950478.750000 Penalty: 4810.269043 Iteration 8Q: 3 clusters Score -1950479 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 8890 members Entering Unmasked Estep Score: -1950793.375000 Penalty: 4810.269043 Iteration 9Q: 3 clusters Score -1950793 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -1951042.875000 Penalty: 4810.269043 Iteration 10Q: 3 clusters Score -1951043 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7219 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -1951247.875000 Penalty: 4810.269043 Iteration 11Q: 3 clusters Score -1951248 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -1951397.500000 Penalty: 4810.269043 Iteration 12Q: 3 clusters Score -1951398 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -1951509.750000 Penalty: 4810.269043 Iteration 13Q: 3 clusters Score -1951510 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 9466 members Entering Unmasked Estep Score: -1951610.750000 Penalty: 4810.269043 Iteration 14Q: 3 clusters Score -1951611 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -1951691.375000 Penalty: 4810.269043 Iteration 15Q: 3 clusters Score -1951691 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 9794 members Entering Unmasked Estep Score: -1951769.250000 Penalty: 4810.269043 Iteration 16Q: 3 clusters Score -1951769 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -1951854.000000 Penalty: 4810.269043 Iteration 17Q: 3 clusters Score -1951854 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -1951938.375000 Penalty: 4810.269043 Iteration 18Q: 3 clusters Score -1951938 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 10348 members Entering Unmasked Estep Score: -1952024.250000 Penalty: 4810.269043 Iteration 19Q: 3 clusters Score -1952024 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 10536 members Entering Unmasked Estep Score: -1952104.250000 Penalty: 4810.269043 Iteration 20F: 3 clusters Score -1952104 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -1952175.625000 Penalty: 4810.269043 Iteration 21Q: 3 clusters Score -1952176 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -1952247.500000 Penalty: 4810.269043 Iteration 22Q: 3 clusters Score -1952248 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -1952318.000000 Penalty: 4810.269043 Iteration 23Q: 3 clusters Score -1952318 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -1952391.125000 Penalty: 4810.269043 Iteration 24Q: 3 clusters Score -1952391 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -1952447.500000 Penalty: 4810.269043 Iteration 25Q: 3 clusters Score -1952448 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 11546 members Entering Unmasked Estep Score: -1952503.625000 Penalty: 4810.269043 Iteration 26Q: 3 clusters Score -1952504 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -1952563.875000 Penalty: 4810.269043 Iteration 27Q: 3 clusters Score -1952564 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -1952631.000000 Penalty: 4810.269043 Iteration 28Q: 3 clusters Score -1952631 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 11998 members Entering Unmasked Estep Score: -1952694.750000 Penalty: 4810.269043 Iteration 29Q: 3 clusters Score -1952695 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -1952763.500000 Penalty: 4810.269043 Iteration 30Q: 3 clusters Score -1952764 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 12265 members Entering Unmasked Estep Score: -1952821.250000 Penalty: 4810.269043 Iteration 31Q: 3 clusters Score -1952821 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 12396 members Entering Unmasked Estep Score: -1952874.500000 Penalty: 4810.269043 Iteration 32Q: 3 clusters Score -1952874 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 12532 members Entering Unmasked Estep Score: -1952949.750000 Penalty: 4810.269043 Iteration 33Q: 3 clusters Score -1952950 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -1953014.250000 Penalty: 4810.269043 Iteration 34Q: 3 clusters Score -1953014 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 12777 members Entering Unmasked Estep Score: -1953069.250000 Penalty: 4810.269043 Iteration 35Q: 3 clusters Score -1953069 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -1953129.750000 Penalty: 4810.269043 Iteration 36Q: 3 clusters Score -1953130 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 13011 members Entering Unmasked Estep Score: -1953193.500000 Penalty: 4810.269043 Iteration 37Q: 3 clusters Score -1953194 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -1953262.875000 Penalty: 4810.269043 Iteration 38Q: 3 clusters Score -1953263 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 13217 members Entering Unmasked Estep Score: -1953335.500000 Penalty: 4810.269043 Iteration 39Q: 3 clusters Score -1953336 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -1953440.625000 Penalty: 4810.269043 Iteration 40F: 3 clusters Score -1953441 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -1953556.500000 Penalty: 4810.269043 Iteration 41Q: 3 clusters Score -1953556 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -1953663.000000 Penalty: 4810.269043 Iteration 42Q: 3 clusters Score -1953663 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -1953731.625000 Penalty: 4810.269043 Iteration 43Q: 3 clusters Score -1953732 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -1953770.750000 Penalty: 4810.269043 Iteration 44Q: 3 clusters Score -1953771 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 13747 members Entering Unmasked Estep Score: -1953788.375000 Penalty: 4810.269043 Iteration 45Q: 3 clusters Score -1953788 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 13764 members Entering Unmasked Estep Score: -1953795.250000 Penalty: 4810.269043 Iteration 46Q: 3 clusters Score -1953795 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 13776 members Entering Unmasked Estep Score: -1953795.375000 Penalty: 4810.269043 Iteration 47Q: 3 clusters Score -1953795 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -1953799.625000 Penalty: 4810.269043 Iteration 48Q: 3 clusters Score -1953800 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 13797 members Entering Unmasked Estep Score: -1953801.500000 Penalty: 4810.269043 Iteration 49Q: 3 clusters Score -1953802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 13800 members Entering Unmasked Estep Score: -1953800.625000 Penalty: 4810.269043 Iteration 50Q: 3 clusters Score -1953801 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 13805 members Entering Unmasked Estep Score: -1953804.375000 Penalty: 4810.269043 Iteration 51Q: 3 clusters Score -1953804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 13806 members Entering Unmasked Estep Score: -1953805.625000 Penalty: 4810.269043 Iteration 52Q: 3 clusters Score -1953806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 13807 members Entering Unmasked Estep Score: -1953807.750000 Penalty: 4810.269043 Iteration 53Q: 3 clusters Score -1953808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 13808 members Entering Unmasked Estep Score: -1953808.375000 Penalty: 4810.269043 Iteration 54Q: 3 clusters Score -1953808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -1953809.000000 Penalty: 4810.269043 Iteration 55Q: 3 clusters Score -1953809 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 13810 members Entering Unmasked Estep Score: -1953805.875000 Penalty: 4810.269043 Iteration 56Q: 3 clusters Score -1953806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 13810 members Entering Unmasked Estep Score: -1953805.875000 Penalty: 4810.269043 Iteration 57F: 3 clusters Score -1953806 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (37805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37805 members Entering Unmasked Estep Score: -4555354.000000 Penalty: 2613.968750 Iteration 0F: 2 clusters Score -4555354 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18932 members Mstep: Class 2 contains 18873 members Entering Unmasked Estep Score: -4529647.000000 Penalty: 5227.937500 Iteration 0F: 3 clusters Score -4529647 nChanged 17392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18768 members Mstep: Class 2 contains 19037 members Entering Unmasked Estep Score: -4539428.000000 Penalty: 5227.937500 Iteration 1F: 3 clusters Score -4539428 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18583 members Mstep: Class 2 contains 19222 members Entering Unmasked Estep Score: -4540366.000000 Penalty: 5227.937500 Iteration 2F: 3 clusters Score -4540366 nChanged 2068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18153 members Mstep: Class 2 contains 19652 members Entering Unmasked Estep Score: -4541433.000000 Penalty: 5227.937500 Iteration 3F: 3 clusters Score -4541433 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17402 members Mstep: Class 2 contains 20403 members Entering Unmasked Estep Score: -4542891.000000 Penalty: 5227.937500 Iteration 4F: 3 clusters Score -4542891 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16291 members Mstep: Class 2 contains 21514 members Entering Unmasked Estep Score: -4544815.500000 Penalty: 5227.937500 Iteration 5F: 3 clusters Score -4544816 nChanged 2845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15048 members Mstep: Class 2 contains 22757 members Entering Unmasked Estep Score: -4547419.000000 Penalty: 5227.937500 Iteration 6F: 3 clusters Score -4547419 nChanged 2854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13986 members Mstep: Class 2 contains 23819 members Entering Unmasked Estep Score: -4550507.500000 Penalty: 5227.937500 Iteration 7F: 3 clusters Score -4550508 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13192 members Mstep: Class 2 contains 24613 members Entering Unmasked Estep Score: -4553529.500000 Penalty: 5227.937500 Iteration 8F: 3 clusters Score -4553530 nChanged 2099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12873 members Mstep: Class 2 contains 24932 members Entering Unmasked Estep Score: -4555809.500000 Penalty: 5227.937500 Iteration 9F: 3 clusters Score -4555810 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12779 members Mstep: Class 2 contains 25026 members Entering Unmasked Estep Score: -4557101.000000 Penalty: 5227.937500 Iteration 10Q: 3 clusters Score -4557101 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12748 members Mstep: Class 2 contains 25057 members Entering Unmasked Estep Score: -4557914.500000 Penalty: 5227.937500 Iteration 11Q: 3 clusters Score -4557914 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12794 members Mstep: Class 2 contains 25011 members Entering Unmasked Estep Score: -4558421.000000 Penalty: 5227.937500 Iteration 12Q: 3 clusters Score -4558421 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12882 members Mstep: Class 2 contains 24923 members Entering Unmasked Estep Score: -4558793.000000 Penalty: 5227.937500 Iteration 13Q: 3 clusters Score -4558793 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12955 members Mstep: Class 2 contains 24850 members Entering Unmasked Estep Score: -4559000.500000 Penalty: 5227.937500 Iteration 14Q: 3 clusters Score -4559000 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12995 members Mstep: Class 2 contains 24810 members Entering Unmasked Estep Score: -4559149.000000 Penalty: 5227.937500 Iteration 15Q: 3 clusters Score -4559149 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13045 members Mstep: Class 2 contains 24760 members Entering Unmasked Estep Score: -4559239.000000 Penalty: 5227.937500 Iteration 16Q: 3 clusters Score -4559239 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13072 members Mstep: Class 2 contains 24733 members Entering Unmasked Estep Score: -4559303.000000 Penalty: 5227.937500 Iteration 17Q: 3 clusters Score -4559303 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13092 members Mstep: Class 2 contains 24713 members Entering Unmasked Estep Score: -4559323.500000 Penalty: 5227.937500 Iteration 18Q: 3 clusters Score -4559324 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13103 members Mstep: Class 2 contains 24702 members Entering Unmasked Estep Score: -4559346.000000 Penalty: 5227.937500 Iteration 19Q: 3 clusters Score -4559346 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13108 members Mstep: Class 2 contains 24697 members Entering Unmasked Estep Score: -4559359.000000 Penalty: 5227.937500 Iteration 20F: 3 clusters Score -4559359 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13109 members Mstep: Class 2 contains 24696 members Entering Unmasked Estep Score: -4559377.500000 Penalty: 5227.937500 Iteration 21Q: 3 clusters Score -4559378 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13099 members Mstep: Class 2 contains 24706 members Entering Unmasked Estep Score: -4559380.500000 Penalty: 5227.937500 Iteration 22Q: 3 clusters Score -4559380 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13097 members Mstep: Class 2 contains 24708 members Entering Unmasked Estep Score: -4559379.500000 Penalty: 5227.937500 Iteration 23Q: 3 clusters Score -4559380 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 24707 members Entering Unmasked Estep Score: -4559384.500000 Penalty: 5227.937500 Iteration 24Q: 3 clusters Score -4559384 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13089 members Mstep: Class 2 contains 24716 members Entering Unmasked Estep Score: -4559390.500000 Penalty: 5227.937500 Iteration 25Q: 3 clusters Score -4559390 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13087 members Mstep: Class 2 contains 24718 members Entering Unmasked Estep Score: -4559393.500000 Penalty: 5227.937500 Iteration 26Q: 3 clusters Score -4559394 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13076 members Mstep: Class 2 contains 24729 members Entering Unmasked Estep Score: -4559387.500000 Penalty: 5227.937500 Iteration 27Q: 3 clusters Score -4559388 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 24737 members Entering Unmasked Estep Score: -4559386.500000 Penalty: 5227.937500 Iteration 28Q: 3 clusters Score -4559386 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13065 members Mstep: Class 2 contains 24740 members Entering Unmasked Estep Score: -4559390.500000 Penalty: 5227.937500 Iteration 29Q: 3 clusters Score -4559390 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13057 members Mstep: Class 2 contains 24748 members Entering Unmasked Estep Score: -4559380.500000 Penalty: 5227.937500 Iteration 30Q: 3 clusters Score -4559380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13049 members Mstep: Class 2 contains 24756 members Entering Unmasked Estep Score: -4559387.000000 Penalty: 5227.937500 Iteration 31Q: 3 clusters Score -4559387 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13046 members Mstep: Class 2 contains 24759 members Entering Unmasked Estep Score: -4559390.000000 Penalty: 5227.937500 Iteration 32Q: 3 clusters Score -4559390 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 24766 members Entering Unmasked Estep Score: -4559394.000000 Penalty: 5227.937500 Iteration 33Q: 3 clusters Score -4559394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 24771 members Entering Unmasked Estep Score: -4559393.500000 Penalty: 5227.937500 Iteration 34Q: 3 clusters Score -4559394 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 24775 members Entering Unmasked Estep Score: -4559404.500000 Penalty: 5227.937500 Iteration 35Q: 3 clusters Score -4559404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 24777 members Entering Unmasked Estep Score: -4559402.000000 Penalty: 5227.937500 Iteration 36Q: 3 clusters Score -4559402 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 24778 members Entering Unmasked Estep Score: -4559402.000000 Penalty: 5227.937500 Iteration 37Q: 3 clusters Score -4559402 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 24778 members Entering Unmasked Estep Score: -4559402.000000 Penalty: 5227.937500 Iteration 38F: 3 clusters Score -4559402 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 24778 members Mstep: Class 2 contains 2149 members Mstep: Class 4 contains 6729 members Mstep: Class 6 contains 8068 members Mstep: Class 7 contains 53556 members Mstep: Class 8 contains 4132 members Mstep: Class 9 contains 2186 members Mstep: Class 10 contains 97983 members Mstep: Class 11 contains 3566 members Mstep: Class 12 contains 5370 members Mstep: Class 13 contains 4807 members Mstep: Class 14 contains 16287 members Mstep: Class 15 contains 13027 members Mstep: Class 17 contains 2748 members Mstep: Class 18 contains 8515 members Mstep: Class 19 contains 10762 members Mstep: Class 20 contains 10356 members Mstep: Class 21 contains 5454 members Mstep: Class 23 contains 3380 members Entering Unmasked Estep Score: -33493246.000000 Penalty: 59165.464844 Splitting cluster 15 changes total score from -33489610.000000 to -33493246.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 17 (2748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Entering Unmasked Estep Score: -306577.062500 Penalty: 1963.819946 Iteration 0F: 2 clusters Score -306577.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -303477.218750 Penalty: 3927.639893 Iteration 0F: 3 clusters Score -303477.2 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -304135.312500 Penalty: 3927.639893 Iteration 1F: 3 clusters Score -304135.3 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -304317.812500 Penalty: 3927.639893 Iteration 2F: 3 clusters Score -304317.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -304434.406250 Penalty: 3927.639893 Iteration 3F: 3 clusters Score -304434.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -304511.250000 Penalty: 3927.639893 Iteration 4Q: 3 clusters Score -304511.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -304577.625000 Penalty: 3927.639893 Iteration 5Q: 3 clusters Score -304577.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -304631.125000 Penalty: 3927.639893 Iteration 6Q: 3 clusters Score -304631.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -304669.000000 Penalty: 3927.639893 Iteration 7Q: 3 clusters Score -304669 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -304702.218750 Penalty: 3927.639893 Iteration 8Q: 3 clusters Score -304702.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -304733.281250 Penalty: 3927.639893 Iteration 9Q: 3 clusters Score -304733.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -304762.593750 Penalty: 3927.639893 Iteration 10Q: 3 clusters Score -304762.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -304797.187500 Penalty: 3927.639893 Iteration 11Q: 3 clusters Score -304797.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -304825.156250 Penalty: 3927.639893 Iteration 12Q: 3 clusters Score -304825.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -304846.906250 Penalty: 3927.639893 Iteration 13Q: 3 clusters Score -304846.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -304866.843750 Penalty: 3927.639893 Iteration 14Q: 3 clusters Score -304866.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -304888.093750 Penalty: 3927.639893 Iteration 15Q: 3 clusters Score -304888.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -304908.250000 Penalty: 3927.639893 Iteration 16Q: 3 clusters Score -304908.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -304928.718750 Penalty: 3927.639893 Iteration 17Q: 3 clusters Score -304928.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -304948.281250 Penalty: 3927.639893 Iteration 18Q: 3 clusters Score -304948.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -304967.281250 Penalty: 3927.639893 Iteration 19Q: 3 clusters Score -304967.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -304988.906250 Penalty: 3927.639893 Iteration 20F: 3 clusters Score -304988.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -305006.906250 Penalty: 3927.639893 Iteration 21Q: 3 clusters Score -305006.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -305023.687500 Penalty: 3927.639893 Iteration 22Q: 3 clusters Score -305023.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -305046.437500 Penalty: 3927.639893 Iteration 23Q: 3 clusters Score -305046.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -305062.843750 Penalty: 3927.639893 Iteration 24Q: 3 clusters Score -305062.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -305073.750000 Penalty: 3927.639893 Iteration 25Q: 3 clusters Score -305073.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -305081.343750 Penalty: 3927.639893 Iteration 26Q: 3 clusters Score -305081.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -305086.218750 Penalty: 3927.639893 Iteration 27Q: 3 clusters Score -305086.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -305094.156250 Penalty: 3927.639893 Iteration 28Q: 3 clusters Score -305094.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -305102.031250 Penalty: 3927.639893 Iteration 29Q: 3 clusters Score -305102 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -305108.968750 Penalty: 3927.639893 Iteration 30Q: 3 clusters Score -305109 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -305112.812500 Penalty: 3927.639893 Iteration 31Q: 3 clusters Score -305112.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -305118.812500 Penalty: 3927.639893 Iteration 32Q: 3 clusters Score -305118.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -305121.093750 Penalty: 3927.639893 Iteration 33Q: 3 clusters Score -305121.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -305124.375000 Penalty: 3927.639893 Iteration 34Q: 3 clusters Score -305124.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -305125.468750 Penalty: 3927.639893 Iteration 35Q: 3 clusters Score -305125.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -305126.562500 Penalty: 3927.639893 Iteration 36Q: 3 clusters Score -305126.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -305127.750000 Penalty: 3927.639893 Iteration 37Q: 3 clusters Score -305127.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -305129.406250 Penalty: 3927.639893 Iteration 38Q: 3 clusters Score -305129.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -305129.656250 Penalty: 3927.639893 Iteration 39Q: 3 clusters Score -305129.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -305129.656250 Penalty: 3927.639893 Iteration 40F: 3 clusters Score -305129.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (8515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Entering Unmasked Estep Score: -1016445.562500 Penalty: 2244.296875 Iteration 0F: 2 clusters Score -1016446 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1009683.500000 Penalty: 4488.593750 Iteration 0F: 3 clusters Score -1009684 nChanged 3509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -1011730.875000 Penalty: 4488.593750 Iteration 1F: 3 clusters Score -1011731 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1012247.312500 Penalty: 4488.593750 Iteration 2F: 3 clusters Score -1012247 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -1012730.937500 Penalty: 4488.593750 Iteration 3F: 3 clusters Score -1012731 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -1013208.187500 Penalty: 4488.593750 Iteration 4F: 3 clusters Score -1013208 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -1013625.625000 Penalty: 4488.593750 Iteration 5F: 3 clusters Score -1013626 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -1014010.625000 Penalty: 4488.593750 Iteration 6Q: 3 clusters Score -1014011 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -1014321.062500 Penalty: 4488.593750 Iteration 7Q: 3 clusters Score -1014321 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -1014596.000000 Penalty: 4488.593750 Iteration 8Q: 3 clusters Score -1014596 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1014878.812500 Penalty: 4488.593750 Iteration 9Q: 3 clusters Score -1014879 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1015121.312500 Penalty: 4488.593750 Iteration 10Q: 3 clusters Score -1015121 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1015333.437500 Penalty: 4488.593750 Iteration 11Q: 3 clusters Score -1015333 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1015568.812500 Penalty: 4488.593750 Iteration 12Q: 3 clusters Score -1015569 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -1015796.250000 Penalty: 4488.593750 Iteration 13Q: 3 clusters Score -1015796 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1015965.500000 Penalty: 4488.593750 Iteration 14Q: 3 clusters Score -1015966 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1016099.312500 Penalty: 4488.593750 Iteration 15Q: 3 clusters Score -1016099 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -1016210.437500 Penalty: 4488.593750 Iteration 16Q: 3 clusters Score -1016210 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -1016293.562500 Penalty: 4488.593750 Iteration 17Q: 3 clusters Score -1016294 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -1016339.687500 Penalty: 4488.593750 Iteration 18Q: 3 clusters Score -1016340 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1016366.500000 Penalty: 4488.593750 Iteration 19Q: 3 clusters Score -1016366 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -1016376.312500 Penalty: 4488.593750 Iteration 20F: 3 clusters Score -1016376 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -1016382.562500 Penalty: 4488.593750 Iteration 21Q: 3 clusters Score -1016383 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -1016389.500000 Penalty: 4488.593750 Iteration 22Q: 3 clusters Score -1016390 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -1016390.312500 Penalty: 4488.593750 Iteration 23Q: 3 clusters Score -1016390 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1016388.062500 Penalty: 4488.593750 Iteration 24Q: 3 clusters Score -1016388 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -1016390.562500 Penalty: 4488.593750 Iteration 25Q: 3 clusters Score -1016391 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -1016391.875000 Penalty: 4488.593750 Iteration 26Q: 3 clusters Score -1016392 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -1016392.687500 Penalty: 4488.593750 Iteration 27Q: 3 clusters Score -1016393 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1016394.812500 Penalty: 4488.593750 Iteration 28Q: 3 clusters Score -1016395 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1016397.687500 Penalty: 4488.593750 Iteration 29Q: 3 clusters Score -1016398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -1016397.937500 Penalty: 4488.593750 Iteration 30Q: 3 clusters Score -1016398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -1016398.562500 Penalty: 4488.593750 Iteration 31Q: 3 clusters Score -1016399 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1016399.812500 Penalty: 4488.593750 Iteration 32Q: 3 clusters Score -1016400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1016400.625000 Penalty: 4488.593750 Iteration 33Q: 3 clusters Score -1016401 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1016402.062500 Penalty: 4488.593750 Iteration 34Q: 3 clusters Score -1016402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -1016401.437500 Penalty: 4488.593750 Iteration 35Q: 3 clusters Score -1016401 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1016402.000000 Penalty: 4488.593750 Iteration 36Q: 3 clusters Score -1016402 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1016402.000000 Penalty: 4488.593750 Iteration 37F: 3 clusters Score -1016402 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Entering Unmasked Estep Score: -1214597.750000 Penalty: 2302.376465 Iteration 0F: 2 clusters Score -1214598 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -1206540.750000 Penalty: 4604.752930 Iteration 0F: 3 clusters Score -1206541 nChanged 4460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1209033.750000 Penalty: 4604.752930 Iteration 1F: 3 clusters Score -1209034 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -1209309.625000 Penalty: 4604.752930 Iteration 2F: 3 clusters Score -1209310 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -1209503.250000 Penalty: 4604.752930 Iteration 3Q: 3 clusters Score -1209503 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -1209646.500000 Penalty: 4604.752930 Iteration 4Q: 3 clusters Score -1209646 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -1209779.625000 Penalty: 4604.752930 Iteration 5Q: 3 clusters Score -1209780 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -1209884.125000 Penalty: 4604.752930 Iteration 6Q: 3 clusters Score -1209884 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1209989.625000 Penalty: 4604.752930 Iteration 7Q: 3 clusters Score -1209990 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1210087.375000 Penalty: 4604.752930 Iteration 8Q: 3 clusters Score -1210087 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1210189.250000 Penalty: 4604.752930 Iteration 9Q: 3 clusters Score -1210189 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -1210299.500000 Penalty: 4604.752930 Iteration 10Q: 3 clusters Score -1210300 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -1210394.250000 Penalty: 4604.752930 Iteration 11Q: 3 clusters Score -1210394 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1210523.250000 Penalty: 4604.752930 Iteration 12Q: 3 clusters Score -1210523 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -1210675.625000 Penalty: 4604.752930 Iteration 13Q: 3 clusters Score -1210676 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -1210847.625000 Penalty: 4604.752930 Iteration 14Q: 3 clusters Score -1210848 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8132 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -1211033.750000 Penalty: 4604.752930 Iteration 15Q: 3 clusters Score -1211034 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1211240.125000 Penalty: 4604.752930 Iteration 16Q: 3 clusters Score -1211240 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8768 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -1211441.000000 Penalty: 4604.752930 Iteration 17Q: 3 clusters Score -1211441 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -1211639.125000 Penalty: 4604.752930 Iteration 18Q: 3 clusters Score -1211639 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1211822.125000 Penalty: 4604.752930 Iteration 19Q: 3 clusters Score -1211822 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1212006.250000 Penalty: 4604.752930 Iteration 20F: 3 clusters Score -1212006 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1212160.250000 Penalty: 4604.752930 Iteration 21Q: 3 clusters Score -1212160 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1212293.500000 Penalty: 4604.752930 Iteration 22Q: 3 clusters Score -1212294 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1212393.750000 Penalty: 4604.752930 Iteration 23Q: 3 clusters Score -1212394 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1212459.375000 Penalty: 4604.752930 Iteration 24Q: 3 clusters Score -1212459 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10159 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1212506.125000 Penalty: 4604.752930 Iteration 25Q: 3 clusters Score -1212506 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1212534.625000 Penalty: 4604.752930 Iteration 26Q: 3 clusters Score -1212535 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1212547.250000 Penalty: 4604.752930 Iteration 27Q: 3 clusters Score -1212547 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10218 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1212556.500000 Penalty: 4604.752930 Iteration 28Q: 3 clusters Score -1212556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1212565.000000 Penalty: 4604.752930 Iteration 29Q: 3 clusters Score -1212565 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1212572.375000 Penalty: 4604.752930 Iteration 30Q: 3 clusters Score -1212572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1212575.000000 Penalty: 4604.752930 Iteration 31Q: 3 clusters Score -1212575 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10244 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1212580.875000 Penalty: 4604.752930 Iteration 32Q: 3 clusters Score -1212581 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10248 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1212584.750000 Penalty: 4604.752930 Iteration 33Q: 3 clusters Score -1212585 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1212593.375000 Penalty: 4604.752930 Iteration 34Q: 3 clusters Score -1212593 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10255 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -1212599.125000 Penalty: 4604.752930 Iteration 35Q: 3 clusters Score -1212599 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10262 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1212609.625000 Penalty: 4604.752930 Iteration 36Q: 3 clusters Score -1212610 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1212621.500000 Penalty: 4604.752930 Iteration 37Q: 3 clusters Score -1212622 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1212630.750000 Penalty: 4604.752930 Iteration 38Q: 3 clusters Score -1212631 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1212636.000000 Penalty: 4604.752930 Iteration 39Q: 3 clusters Score -1212636 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1212642.125000 Penalty: 4604.752930 Iteration 40F: 3 clusters Score -1212642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10287 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1212645.875000 Penalty: 4604.752930 Iteration 41Q: 3 clusters Score -1212646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1212647.000000 Penalty: 4604.752930 Iteration 42Q: 3 clusters Score -1212647 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1212648.375000 Penalty: 4604.752930 Iteration 43Q: 3 clusters Score -1212648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10295 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -1212650.375000 Penalty: 4604.752930 Iteration 44Q: 3 clusters Score -1212650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10297 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -1212650.875000 Penalty: 4604.752930 Iteration 45Q: 3 clusters Score -1212651 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1212655.500000 Penalty: 4604.752930 Iteration 46Q: 3 clusters Score -1212656 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1212656.125000 Penalty: 4604.752930 Iteration 47Q: 3 clusters Score -1212656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1212658.625000 Penalty: 4604.752930 Iteration 48Q: 3 clusters Score -1212659 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1212658.875000 Penalty: 4604.752930 Iteration 49Q: 3 clusters Score -1212659 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1212659.000000 Penalty: 4604.752930 Iteration 50Q: 3 clusters Score -1212659 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1212659.000000 Penalty: 4604.752930 Iteration 51F: 3 clusters Score -1212659 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (10356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Entering Unmasked Estep Score: -1265488.000000 Penalty: 2292.839600 Iteration 0F: 2 clusters Score -1265488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -1257554.375000 Penalty: 4585.679199 Iteration 0F: 3 clusters Score -1257554 nChanged 4342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -1259922.125000 Penalty: 4585.679199 Iteration 1F: 3 clusters Score -1259922 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1260200.125000 Penalty: 4585.679199 Iteration 2F: 3 clusters Score -1260200 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -1260379.500000 Penalty: 4585.679199 Iteration 3Q: 3 clusters Score -1260380 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -1260521.625000 Penalty: 4585.679199 Iteration 4Q: 3 clusters Score -1260522 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -1260633.875000 Penalty: 4585.679199 Iteration 5Q: 3 clusters Score -1260634 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -1260752.000000 Penalty: 4585.679199 Iteration 6Q: 3 clusters Score -1260752 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1260860.875000 Penalty: 4585.679199 Iteration 7Q: 3 clusters Score -1260861 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -1260979.500000 Penalty: 4585.679199 Iteration 8Q: 3 clusters Score -1260980 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1261128.750000 Penalty: 4585.679199 Iteration 9Q: 3 clusters Score -1261129 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -1261318.125000 Penalty: 4585.679199 Iteration 10Q: 3 clusters Score -1261318 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -1261558.375000 Penalty: 4585.679199 Iteration 11Q: 3 clusters Score -1261558 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -1261831.000000 Penalty: 4585.679199 Iteration 12Q: 3 clusters Score -1261831 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 8563 members Entering Unmasked Estep Score: -1262160.250000 Penalty: 4585.679199 Iteration 13Q: 3 clusters Score -1262160 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -1262461.625000 Penalty: 4585.679199 Iteration 14Q: 3 clusters Score -1262462 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -1262731.125000 Penalty: 4585.679199 Iteration 15Q: 3 clusters Score -1262731 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -1262940.625000 Penalty: 4585.679199 Iteration 16Q: 3 clusters Score -1262941 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 9722 members Entering Unmasked Estep Score: -1263079.250000 Penalty: 4585.679199 Iteration 17Q: 3 clusters Score -1263079 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -1263220.125000 Penalty: 4585.679199 Iteration 18Q: 3 clusters Score -1263220 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -1263320.125000 Penalty: 4585.679199 Iteration 19Q: 3 clusters Score -1263320 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -1263381.750000 Penalty: 4585.679199 Iteration 20F: 3 clusters Score -1263382 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -1263417.750000 Penalty: 4585.679199 Iteration 21Q: 3 clusters Score -1263418 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 10038 members Entering Unmasked Estep Score: -1263439.125000 Penalty: 4585.679199 Iteration 22Q: 3 clusters Score -1263439 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -1263465.125000 Penalty: 4585.679199 Iteration 23Q: 3 clusters Score -1263465 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 10061 members Entering Unmasked Estep Score: -1263480.375000 Penalty: 4585.679199 Iteration 24Q: 3 clusters Score -1263480 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 10068 members Entering Unmasked Estep Score: -1263490.125000 Penalty: 4585.679199 Iteration 25Q: 3 clusters Score -1263490 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 10071 members Entering Unmasked Estep Score: -1263496.000000 Penalty: 4585.679199 Iteration 26Q: 3 clusters Score -1263496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 10072 members Entering Unmasked Estep Score: -1263498.125000 Penalty: 4585.679199 Iteration 27Q: 3 clusters Score -1263498 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -1263501.375000 Penalty: 4585.679199 Iteration 28Q: 3 clusters Score -1263501 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -1263501.625000 Penalty: 4585.679199 Iteration 29Q: 3 clusters Score -1263502 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -1263501.625000 Penalty: 4585.679199 Iteration 30F: 3 clusters Score -1263502 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Entering Unmasked Estep Score: -613487.562500 Penalty: 2133.818115 Iteration 0F: 2 clusters Score -613487.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -608702.312500 Penalty: 4267.636230 Iteration 0F: 3 clusters Score -608702.3 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -610090.687500 Penalty: 4267.636230 Iteration 1F: 3 clusters Score -610090.7 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -611162.875000 Penalty: 4267.636230 Iteration 2F: 3 clusters Score -611162.9 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -613778.812500 Penalty: 4267.636230 Iteration 3F: 3 clusters Score -613778.8 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -616094.625000 Penalty: 4267.636230 Iteration 4F: 3 clusters Score -616094.6 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -616907.437500 Penalty: 4267.636230 Iteration 5F: 3 clusters Score -616907.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -617136.312500 Penalty: 4267.636230 Iteration 6Q: 3 clusters Score -617136.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -617192.187500 Penalty: 4267.636230 Iteration 7Q: 3 clusters Score -617192.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -617214.750000 Penalty: 4267.636230 Iteration 8Q: 3 clusters Score -617214.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -617227.312500 Penalty: 4267.636230 Iteration 9Q: 3 clusters Score -617227.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -617235.187500 Penalty: 4267.636230 Iteration 10Q: 3 clusters Score -617235.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -617244.625000 Penalty: 4267.636230 Iteration 11Q: 3 clusters Score -617244.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -617249.062500 Penalty: 4267.636230 Iteration 12Q: 3 clusters Score -617249.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -617251.500000 Penalty: 4267.636230 Iteration 13Q: 3 clusters Score -617251.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -617252.812500 Penalty: 4267.636230 Iteration 14Q: 3 clusters Score -617252.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -617254.000000 Penalty: 4267.636230 Iteration 15Q: 3 clusters Score -617254 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -617254.000000 Penalty: 4267.636230 Iteration 16F: 3 clusters Score -617254 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 24778 members Mstep: Class 2 contains 2149 members Mstep: Class 3 contains 2592 members Mstep: Class 4 contains 6729 members Mstep: Class 6 contains 8068 members Mstep: Class 7 contains 53556 members Mstep: Class 8 contains 4132 members Mstep: Class 9 contains 2186 members Mstep: Class 10 contains 97983 members Mstep: Class 11 contains 3566 members Mstep: Class 12 contains 5370 members Mstep: Class 13 contains 4807 members Mstep: Class 14 contains 16287 members Mstep: Class 15 contains 13027 members Mstep: Class 17 contains 2748 members Mstep: Class 18 contains 8515 members Mstep: Class 19 contains 10762 members Mstep: Class 20 contains 10356 members Mstep: Class 21 contains 2862 members Mstep: Class 23 contains 3380 members Entering Unmasked Estep Score: -33496012.000000 Penalty: 62279.437500 Splitting cluster 21 changes total score from -33489610.000000 to -33496012.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 23 (3380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Entering Unmasked Estep Score: -413278.187500 Penalty: 2015.156616 Iteration 0F: 2 clusters Score -413278.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -409761.375000 Penalty: 4030.313232 Iteration 0F: 3 clusters Score -409761.4 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -410542.125000 Penalty: 4030.313232 Iteration 1F: 3 clusters Score -410542.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -410787.406250 Penalty: 4030.313232 Iteration 2F: 3 clusters Score -410787.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -410989.468750 Penalty: 4030.313232 Iteration 3F: 3 clusters Score -410989.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -411153.312500 Penalty: 4030.313232 Iteration 4F: 3 clusters Score -411153.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -411296.156250 Penalty: 4030.313232 Iteration 5Q: 3 clusters Score -411296.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -411421.156250 Penalty: 4030.313232 Iteration 6Q: 3 clusters Score -411421.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -411542.093750 Penalty: 4030.313232 Iteration 7Q: 3 clusters Score -411542.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -411634.500000 Penalty: 4030.313232 Iteration 8Q: 3 clusters Score -411634.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -411705.406250 Penalty: 4030.313232 Iteration 9Q: 3 clusters Score -411705.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -411765.156250 Penalty: 4030.313232 Iteration 10Q: 3 clusters Score -411765.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -411823.218750 Penalty: 4030.313232 Iteration 11Q: 3 clusters Score -411823.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -411871.656250 Penalty: 4030.313232 Iteration 12Q: 3 clusters Score -411871.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -411905.906250 Penalty: 4030.313232 Iteration 13Q: 3 clusters Score -411905.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -411936.625000 Penalty: 4030.313232 Iteration 14Q: 3 clusters Score -411936.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -411963.156250 Penalty: 4030.313232 Iteration 15Q: 3 clusters Score -411963.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -411987.468750 Penalty: 4030.313232 Iteration 16Q: 3 clusters Score -411987.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -412001.156250 Penalty: 4030.313232 Iteration 17Q: 3 clusters Score -412001.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -412015.156250 Penalty: 4030.313232 Iteration 18Q: 3 clusters Score -412015.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -412029.062500 Penalty: 4030.313232 Iteration 19Q: 3 clusters Score -412029.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -412036.718750 Penalty: 4030.313232 Iteration 20F: 3 clusters Score -412036.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -412047.375000 Penalty: 4030.313232 Iteration 21Q: 3 clusters Score -412047.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -412050.593750 Penalty: 4030.313232 Iteration 22Q: 3 clusters Score -412050.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -412052.250000 Penalty: 4030.313232 Iteration 23Q: 3 clusters Score -412052.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -412052.750000 Penalty: 4030.313232 Iteration 24Q: 3 clusters Score -412052.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -412052.750000 Penalty: 4030.313232 Iteration 25F: 3 clusters Score -412052.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 2 contains 2149 members Mstep: Class 4 contains 6729 members Mstep: Class 6 contains 8068 members Mstep: Class 7 contains 53556 members Mstep: Class 8 contains 4132 members Mstep: Class 9 contains 2186 members Mstep: Class 10 contains 97983 members Mstep: Class 11 contains 3566 members Mstep: Class 12 contains 5370 members Mstep: Class 13 contains 4807 members Mstep: Class 14 contains 16287 members Mstep: Class 15 contains 13027 members Mstep: Class 17 contains 2748 members Mstep: Class 18 contains 8515 members Mstep: Class 19 contains 10762 members Mstep: Class 20 contains 10356 members Mstep: Class 21 contains 2862 members Mstep: Class 23 contains 3380 members Entering Unmasked Estep ConsiderDeletion Score: -33498102.000000 Penalty: 62279.437500 Iteration 39Q: 21 clusters Score -3.34981e+07 nChanged 3170 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 24346 members Mstep: Class 2 contains 2156 members Mstep: Class 3 contains 2445 members Mstep: Class 4 contains 6670 members Mstep: Class 6 contains 8144 members Mstep: Class 7 contains 53610 members Mstep: Class 8 contains 3985 members Mstep: Class 9 contains 2190 members Mstep: Class 10 contains 97362 members Mstep: Class 11 contains 3594 members Mstep: Class 12 contains 5465 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 16342 members Mstep: Class 15 contains 13170 members Mstep: Class 17 contains 2757 members Mstep: Class 18 contains 8578 members Mstep: Class 19 contains 10920 members Mstep: Class 20 contains 10349 members Mstep: Class 21 contains 3604 members Mstep: Class 23 contains 3364 members Entering Unmasked Estep ConsiderDeletion Score: -33499942.000000 Penalty: 62279.437500 Iteration 40F: 21 clusters Score -3.349994e+07 nChanged 2575 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 24917 members Mstep: Class 2 contains 2134 members Mstep: Class 3 contains 2543 members Mstep: Class 4 contains 6564 members Mstep: Class 6 contains 8087 members Mstep: Class 7 contains 53577 members Mstep: Class 8 contains 3862 members Mstep: Class 9 contains 2192 members Mstep: Class 10 contains 96967 members Mstep: Class 11 contains 3546 members Mstep: Class 12 contains 5515 members Mstep: Class 13 contains 4785 members Mstep: Class 14 contains 15897 members Mstep: Class 15 contains 13234 members Mstep: Class 17 contains 2736 members Mstep: Class 18 contains 8504 members Mstep: Class 19 contains 11017 members Mstep: Class 20 contains 10315 members Mstep: Class 21 contains 4087 members Mstep: Class 23 contains 3374 members Entering Unmasked Estep ConsiderDeletion Score: -33500720.000000 Penalty: 62279.437500 Iteration 41Q: 21 clusters Score -3.350072e+07 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 25319 members Mstep: Class 2 contains 2122 members Mstep: Class 3 contains 2571 members Mstep: Class 4 contains 6449 members Mstep: Class 6 contains 8051 members Mstep: Class 7 contains 53557 members Mstep: Class 8 contains 3771 members Mstep: Class 9 contains 2194 members Mstep: Class 10 contains 96786 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 5563 members Mstep: Class 13 contains 4772 members Mstep: Class 14 contains 15527 members Mstep: Class 15 contains 13307 members Mstep: Class 17 contains 2718 members Mstep: Class 18 contains 8450 members Mstep: Class 19 contains 11106 members Mstep: Class 20 contains 10272 members Mstep: Class 21 contains 4440 members Mstep: Class 23 contains 3342 members Entering Unmasked Estep ConsiderDeletion Score: -33501082.000000 Penalty: 62279.437500 Iteration 42Q: 21 clusters Score -3.350108e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 25676 members Mstep: Class 2 contains 2107 members Mstep: Class 3 contains 2581 members Mstep: Class 4 contains 6336 members Mstep: Class 6 contains 8024 members Mstep: Class 7 contains 53540 members Mstep: Class 8 contains 3701 members Mstep: Class 9 contains 2187 members Mstep: Class 10 contains 96708 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 5619 members Mstep: Class 13 contains 4760 members Mstep: Class 14 contains 15208 members Mstep: Class 15 contains 13372 members Mstep: Class 17 contains 2707 members Mstep: Class 18 contains 8380 members Mstep: Class 19 contains 11179 members Mstep: Class 20 contains 10232 members Mstep: Class 21 contains 4669 members Mstep: Class 23 contains 3332 members Entering Unmasked Estep ConsiderDeletion Score: -33501424.000000 Penalty: 62279.437500 Iteration 43Q: 21 clusters Score -3.350142e+07 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26017 members Mstep: Class 2 contains 2090 members Mstep: Class 3 contains 2584 members Mstep: Class 4 contains 6233 members Mstep: Class 6 contains 7999 members Mstep: Class 7 contains 53526 members Mstep: Class 8 contains 3634 members Mstep: Class 9 contains 2183 members Mstep: Class 10 contains 96666 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 5650 members Mstep: Class 13 contains 4750 members Mstep: Class 14 contains 14901 members Mstep: Class 15 contains 13434 members Mstep: Class 17 contains 2701 members Mstep: Class 18 contains 8318 members Mstep: Class 19 contains 11279 members Mstep: Class 20 contains 10194 members Mstep: Class 21 contains 4849 members Mstep: Class 23 contains 3310 members Entering Unmasked Estep ConsiderDeletion Score: -33501914.000000 Penalty: 62279.437500 Iteration 44Q: 21 clusters Score -3.350191e+07 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26305 members Mstep: Class 2 contains 2073 members Mstep: Class 3 contains 2596 members Mstep: Class 4 contains 6152 members Mstep: Class 6 contains 7981 members Mstep: Class 7 contains 53511 members Mstep: Class 8 contains 3585 members Mstep: Class 9 contains 2181 members Mstep: Class 10 contains 96664 members Mstep: Class 11 contains 3538 members Mstep: Class 12 contains 5676 members Mstep: Class 13 contains 4735 members Mstep: Class 14 contains 14624 members Mstep: Class 15 contains 13503 members Mstep: Class 17 contains 2695 members Mstep: Class 18 contains 8253 members Mstep: Class 19 contains 11369 members Mstep: Class 20 contains 10174 members Mstep: Class 21 contains 4968 members Mstep: Class 23 contains 3270 members Entering Unmasked Estep ConsiderDeletion Score: -33502088.000000 Penalty: 62279.437500 Iteration 45Q: 21 clusters Score -3.350209e+07 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26587 members Mstep: Class 2 contains 2050 members Mstep: Class 3 contains 2598 members Mstep: Class 4 contains 6080 members Mstep: Class 6 contains 7957 members Mstep: Class 7 contains 53496 members Mstep: Class 8 contains 3538 members Mstep: Class 9 contains 2178 members Mstep: Class 10 contains 96682 members Mstep: Class 11 contains 3539 members Mstep: Class 12 contains 5706 members Mstep: Class 13 contains 4725 members Mstep: Class 14 contains 14364 members Mstep: Class 15 contains 13563 members Mstep: Class 17 contains 2688 members Mstep: Class 18 contains 8185 members Mstep: Class 19 contains 11465 members Mstep: Class 20 contains 10156 members Mstep: Class 21 contains 5057 members Mstep: Class 23 contains 3239 members Entering Unmasked Estep ConsiderDeletion Score: -33502304.000000 Penalty: 62279.437500 Iteration 46Q: 21 clusters Score -3.35023e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26876 members Mstep: Class 2 contains 2034 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 5994 members Mstep: Class 6 contains 7933 members Mstep: Class 7 contains 53474 members Mstep: Class 8 contains 3492 members Mstep: Class 9 contains 2179 members Mstep: Class 10 contains 96739 members Mstep: Class 11 contains 3542 members Mstep: Class 12 contains 5735 members Mstep: Class 13 contains 4718 members Mstep: Class 14 contains 14110 members Mstep: Class 15 contains 13612 members Mstep: Class 17 contains 2680 members Mstep: Class 18 contains 8124 members Mstep: Class 19 contains 11562 members Mstep: Class 20 contains 10135 members Mstep: Class 21 contains 5105 members Mstep: Class 23 contains 3208 members Entering Unmasked Estep ConsiderDeletion Score: -33502496.000000 Penalty: 62279.437500 Iteration 47Q: 21 clusters Score -3.35025e+07 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 27107 members Mstep: Class 2 contains 2021 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 5912 members Mstep: Class 6 contains 7918 members Mstep: Class 7 contains 53454 members Mstep: Class 8 contains 3450 members Mstep: Class 9 contains 2181 members Mstep: Class 10 contains 96794 members Mstep: Class 11 contains 3548 members Mstep: Class 12 contains 5763 members Mstep: Class 13 contains 4713 members Mstep: Class 14 contains 13886 members Mstep: Class 15 contains 13674 members Mstep: Class 17 contains 2678 members Mstep: Class 18 contains 8077 members Mstep: Class 19 contains 11644 members Mstep: Class 20 contains 10124 members Mstep: Class 21 contains 5135 members Mstep: Class 23 contains 3172 members Entering Unmasked Estep ConsiderDeletion Score: -33502602.000000 Penalty: 62279.437500 Iteration 48Q: 21 clusters Score -3.35026e+07 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 2010 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 5841 members Mstep: Class 6 contains 7906 members Mstep: Class 7 contains 53436 members Mstep: Class 8 contains 3414 members Mstep: Class 9 contains 2180 members Mstep: Class 10 contains 96842 members Mstep: Class 11 contains 3543 members Mstep: Class 12 contains 5785 members Mstep: Class 13 contains 4707 members Mstep: Class 14 contains 13694 members Mstep: Class 15 contains 13730 members Mstep: Class 17 contains 2667 members Mstep: Class 18 contains 8030 members Mstep: Class 19 contains 11720 members Mstep: Class 20 contains 10117 members Mstep: Class 21 contains 5162 members Mstep: Class 23 contains 3142 members Entering Unmasked Estep ConsiderDeletion Score: -33502776.000000 Penalty: 62279.437500 Iteration 49Q: 21 clusters Score -3.350278e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 27532 members Mstep: Class 2 contains 1995 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 5789 members Mstep: Class 6 contains 7901 members Mstep: Class 7 contains 53421 members Mstep: Class 8 contains 3383 members Mstep: Class 9 contains 2180 members Mstep: Class 10 contains 96888 members Mstep: Class 11 contains 3537 members Mstep: Class 12 contains 5795 members Mstep: Class 13 contains 4701 members Mstep: Class 14 contains 13497 members Mstep: Class 15 contains 13770 members Mstep: Class 17 contains 2657 members Mstep: Class 18 contains 7977 members Mstep: Class 19 contains 11783 members Mstep: Class 20 contains 10114 members Mstep: Class 21 contains 5184 members Mstep: Class 23 contains 3143 members Entering Unmasked Estep ConsiderDeletion Score: -33502936.000000 Penalty: 62279.437500 Iteration 50Q: 21 clusters Score -3.350294e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 27701 members Mstep: Class 2 contains 1981 members Mstep: Class 3 contains 2609 members Mstep: Class 4 contains 5742 members Mstep: Class 6 contains 7897 members Mstep: Class 7 contains 53406 members Mstep: Class 8 contains 3345 members Mstep: Class 9 contains 2176 members Mstep: Class 10 contains 96949 members Mstep: Class 11 contains 3538 members Mstep: Class 12 contains 5808 members Mstep: Class 13 contains 4697 members Mstep: Class 14 contains 13324 members Mstep: Class 15 contains 13804 members Mstep: Class 17 contains 2646 members Mstep: Class 18 contains 7937 members Mstep: Class 19 contains 11859 members Mstep: Class 20 contains 10113 members Mstep: Class 21 contains 5191 members Mstep: Class 23 contains 3130 members Entering Unmasked Estep ConsiderDeletion Score: -33503062.000000 Penalty: 62279.437500 Iteration 51Q: 21 clusters Score -3.350306e+07 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 27884 members Mstep: Class 2 contains 1977 members Mstep: Class 3 contains 2609 members Mstep: Class 4 contains 5678 members Mstep: Class 6 contains 7890 members Mstep: Class 7 contains 53387 members Mstep: Class 8 contains 3296 members Mstep: Class 9 contains 2171 members Mstep: Class 10 contains 97019 members Mstep: Class 11 contains 3537 members Mstep: Class 12 contains 5820 members Mstep: Class 13 contains 4692 members Mstep: Class 14 contains 13156 members Mstep: Class 15 contains 13843 members Mstep: Class 17 contains 2632 members Mstep: Class 18 contains 7896 members Mstep: Class 19 contains 11938 members Mstep: Class 20 contains 10100 members Mstep: Class 21 contains 5193 members Mstep: Class 23 contains 3135 members Entering Unmasked Estep ConsiderDeletion Score: -33503250.000000 Penalty: 62279.437500 Iteration 52Q: 21 clusters Score -3.350325e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28028 members Mstep: Class 2 contains 1975 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 5639 members Mstep: Class 6 contains 7877 members Mstep: Class 7 contains 53377 members Mstep: Class 8 contains 3250 members Mstep: Class 9 contains 2166 members Mstep: Class 10 contains 97058 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 5828 members Mstep: Class 13 contains 4691 members Mstep: Class 14 contains 13022 members Mstep: Class 15 contains 13873 members Mstep: Class 17 contains 2622 members Mstep: Class 18 contains 7864 members Mstep: Class 19 contains 12003 members Mstep: Class 20 contains 10088 members Mstep: Class 21 contains 5199 members Mstep: Class 23 contains 3151 members Entering Unmasked Estep ConsiderDeletion Score: -33503404.000000 Penalty: 62279.437500 Iteration 53Q: 21 clusters Score -3.35034e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28147 members Mstep: Class 2 contains 1967 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 5611 members Mstep: Class 6 contains 7869 members Mstep: Class 7 contains 53369 members Mstep: Class 8 contains 3214 members Mstep: Class 9 contains 2165 members Mstep: Class 10 contains 97071 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 5838 members Mstep: Class 13 contains 4687 members Mstep: Class 14 contains 12894 members Mstep: Class 15 contains 13897 members Mstep: Class 17 contains 2607 members Mstep: Class 18 contains 7829 members Mstep: Class 19 contains 12079 members Mstep: Class 20 contains 10078 members Mstep: Class 21 contains 5210 members Mstep: Class 23 contains 3179 members Entering Unmasked Estep ConsiderDeletion Score: -33503468.000000 Penalty: 62279.437500 Iteration 54Q: 21 clusters Score -3.350347e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28254 members Mstep: Class 2 contains 1963 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 5570 members Mstep: Class 6 contains 7857 members Mstep: Class 7 contains 53354 members Mstep: Class 8 contains 3184 members Mstep: Class 9 contains 2164 members Mstep: Class 10 contains 97074 members Mstep: Class 11 contains 3533 members Mstep: Class 12 contains 5847 members Mstep: Class 13 contains 4684 members Mstep: Class 14 contains 12796 members Mstep: Class 15 contains 13920 members Mstep: Class 17 contains 2595 members Mstep: Class 18 contains 7795 members Mstep: Class 19 contains 12146 members Mstep: Class 20 contains 10070 members Mstep: Class 21 contains 5220 members Mstep: Class 23 contains 3221 members Entering Unmasked Estep ConsiderDeletion Score: -33503594.000000 Penalty: 62279.437500 Iteration 55Q: 21 clusters Score -3.350359e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28345 members Mstep: Class 2 contains 1952 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 5530 members Mstep: Class 6 contains 7854 members Mstep: Class 7 contains 53336 members Mstep: Class 8 contains 3158 members Mstep: Class 9 contains 2165 members Mstep: Class 10 contains 97069 members Mstep: Class 11 contains 3532 members Mstep: Class 12 contains 5856 members Mstep: Class 13 contains 4681 members Mstep: Class 14 contains 12716 members Mstep: Class 15 contains 13948 members Mstep: Class 17 contains 2593 members Mstep: Class 18 contains 7750 members Mstep: Class 19 contains 12210 members Mstep: Class 20 contains 10066 members Mstep: Class 21 contains 5232 members Mstep: Class 23 contains 3253 members Entering Unmasked Estep ConsiderDeletion Score: -33503672.000000 Penalty: 62279.437500 Iteration 56Q: 21 clusters Score -3.350367e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28412 members Mstep: Class 2 contains 1940 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 5502 members Mstep: Class 6 contains 7855 members Mstep: Class 7 contains 53315 members Mstep: Class 8 contains 3122 members Mstep: Class 9 contains 2162 members Mstep: Class 10 contains 97059 members Mstep: Class 11 contains 3532 members Mstep: Class 12 contains 5867 members Mstep: Class 13 contains 4679 members Mstep: Class 14 contains 12657 members Mstep: Class 15 contains 13968 members Mstep: Class 17 contains 2590 members Mstep: Class 18 contains 7716 members Mstep: Class 19 contains 12272 members Mstep: Class 20 contains 10070 members Mstep: Class 21 contains 5236 members Mstep: Class 23 contains 3291 members Entering Unmasked Estep ConsiderDeletion Score: -33503664.000000 Penalty: 62279.437500 Iteration 57Q: 21 clusters Score -3.350366e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28470 members Mstep: Class 2 contains 1932 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 5473 members Mstep: Class 6 contains 7851 members Mstep: Class 7 contains 53298 members Mstep: Class 8 contains 3085 members Mstep: Class 9 contains 2163 members Mstep: Class 10 contains 97051 members Mstep: Class 11 contains 3532 members Mstep: Class 12 contains 5878 members Mstep: Class 13 contains 4677 members Mstep: Class 14 contains 12600 members Mstep: Class 15 contains 13987 members Mstep: Class 17 contains 2588 members Mstep: Class 18 contains 7686 members Mstep: Class 19 contains 12333 members Mstep: Class 20 contains 10073 members Mstep: Class 21 contains 5244 members Mstep: Class 23 contains 3324 members Entering Unmasked Estep ConsiderDeletion Score: -33503774.000000 Penalty: 62279.437500 Iteration 58Q: 21 clusters Score -3.350377e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28516 members Mstep: Class 2 contains 1929 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 5453 members Mstep: Class 6 contains 7845 members Mstep: Class 7 contains 53272 members Mstep: Class 8 contains 3043 members Mstep: Class 9 contains 2165 members Mstep: Class 10 contains 97073 members Mstep: Class 11 contains 3531 members Mstep: Class 12 contains 5878 members Mstep: Class 13 contains 4675 members Mstep: Class 14 contains 12560 members Mstep: Class 15 contains 13997 members Mstep: Class 17 contains 2585 members Mstep: Class 18 contains 7660 members Mstep: Class 19 contains 12404 members Mstep: Class 20 contains 10076 members Mstep: Class 21 contains 5247 members Mstep: Class 23 contains 3336 members Entering Unmasked Estep ConsiderDeletion Score: -33503836.000000 Penalty: 62279.437500 Iteration 59Q: 21 clusters Score -3.350384e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28548 members Mstep: Class 2 contains 1925 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 5441 members Mstep: Class 6 contains 7844 members Mstep: Class 7 contains 53255 members Mstep: Class 8 contains 3011 members Mstep: Class 9 contains 2164 members Mstep: Class 10 contains 97081 members Mstep: Class 11 contains 3531 members Mstep: Class 12 contains 5876 members Mstep: Class 13 contains 4676 members Mstep: Class 14 contains 12528 members Mstep: Class 15 contains 14008 members Mstep: Class 17 contains 2581 members Mstep: Class 18 contains 7643 members Mstep: Class 19 contains 12451 members Mstep: Class 20 contains 10075 members Mstep: Class 21 contains 5251 members Mstep: Class 23 contains 3357 members Entering Unmasked Estep ConsiderDeletion Score: -33503868.000000 Penalty: 62279.437500 Iteration 60F: 21 clusters Score -3.350387e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28588 members Mstep: Class 2 contains 1923 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 5434 members Mstep: Class 6 contains 7844 members Mstep: Class 7 contains 53252 members Mstep: Class 8 contains 2993 members Mstep: Class 9 contains 2164 members Mstep: Class 10 contains 97088 members Mstep: Class 11 contains 3532 members Mstep: Class 12 contains 5874 members Mstep: Class 13 contains 4674 members Mstep: Class 14 contains 12493 members Mstep: Class 15 contains 14014 members Mstep: Class 17 contains 2572 members Mstep: Class 18 contains 7622 members Mstep: Class 19 contains 12480 members Mstep: Class 20 contains 10074 members Mstep: Class 21 contains 5254 members Mstep: Class 23 contains 3372 members Entering Unmasked Estep ConsiderDeletion Score: -33503972.000000 Penalty: 62279.437500 Iteration 61Q: 21 clusters Score -3.350397e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28621 members Mstep: Class 2 contains 1921 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 5415 members Mstep: Class 6 contains 7843 members Mstep: Class 7 contains 53243 members Mstep: Class 8 contains 2975 members Mstep: Class 9 contains 2162 members Mstep: Class 10 contains 97098 members Mstep: Class 11 contains 3532 members Mstep: Class 12 contains 5872 members Mstep: Class 13 contains 4670 members Mstep: Class 14 contains 12463 members Mstep: Class 15 contains 14016 members Mstep: Class 17 contains 2571 members Mstep: Class 18 contains 7605 members Mstep: Class 19 contains 12516 members Mstep: Class 20 contains 10074 members Mstep: Class 21 contains 5257 members Mstep: Class 23 contains 3393 members Entering Unmasked Estep ConsiderDeletion Score: -33503872.000000 Penalty: 62279.437500 Iteration 62Q: 21 clusters Score -3.350387e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28651 members Mstep: Class 2 contains 1921 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 5409 members Mstep: Class 6 contains 7842 members Mstep: Class 7 contains 53236 members Mstep: Class 8 contains 2958 members Mstep: Class 9 contains 2161 members Mstep: Class 10 contains 97104 members Mstep: Class 11 contains 3534 members Mstep: Class 12 contains 5870 members Mstep: Class 13 contains 4670 members Mstep: Class 14 contains 12435 members Mstep: Class 15 contains 14020 members Mstep: Class 17 contains 2569 members Mstep: Class 18 contains 7577 members Mstep: Class 19 contains 12541 members Mstep: Class 20 contains 10070 members Mstep: Class 21 contains 5258 members Mstep: Class 23 contains 3421 members Entering Unmasked Estep ConsiderDeletion Score: -33503954.000000 Penalty: 62279.437500 Iteration 63Q: 21 clusters Score -3.350395e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28669 members Mstep: Class 2 contains 1918 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 5406 members Mstep: Class 6 contains 7839 members Mstep: Class 7 contains 53228 members Mstep: Class 8 contains 2942 members Mstep: Class 9 contains 2158 members Mstep: Class 10 contains 97104 members Mstep: Class 11 contains 3534 members Mstep: Class 12 contains 5866 members Mstep: Class 13 contains 4670 members Mstep: Class 14 contains 12413 members Mstep: Class 15 contains 14023 members Mstep: Class 17 contains 2562 members Mstep: Class 18 contains 7553 members Mstep: Class 19 contains 12585 members Mstep: Class 20 contains 10068 members Mstep: Class 21 contains 5259 members Mstep: Class 23 contains 3448 members Entering Unmasked Estep ConsiderDeletion Score: -33504012.000000 Penalty: 62279.437500 Iteration 64Q: 21 clusters Score -3.350401e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28694 members Mstep: Class 2 contains 1917 members Mstep: Class 3 contains 2609 members Mstep: Class 4 contains 5395 members Mstep: Class 6 contains 7837 members Mstep: Class 7 contains 53222 members Mstep: Class 8 contains 2928 members Mstep: Class 9 contains 2155 members Mstep: Class 10 contains 97103 members Mstep: Class 11 contains 3534 members Mstep: Class 12 contains 5867 members Mstep: Class 13 contains 4670 members Mstep: Class 14 contains 12399 members Mstep: Class 15 contains 14025 members Mstep: Class 17 contains 2557 members Mstep: Class 18 contains 7537 members Mstep: Class 19 contains 12612 members Mstep: Class 20 contains 10066 members Mstep: Class 21 contains 5259 members Mstep: Class 23 contains 3467 members Entering Unmasked Estep ConsiderDeletion Score: -33503974.000000 Penalty: 62279.437500 Iteration 65Q: 21 clusters Score -3.350397e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28707 members Mstep: Class 2 contains 1916 members Mstep: Class 3 contains 2610 members Mstep: Class 4 contains 5375 members Mstep: Class 6 contains 7835 members Mstep: Class 7 contains 53218 members Mstep: Class 8 contains 2908 members Mstep: Class 9 contains 2154 members Mstep: Class 10 contains 97104 members Mstep: Class 11 contains 3535 members Mstep: Class 12 contains 5866 members Mstep: Class 13 contains 4670 members Mstep: Class 14 contains 12392 members Mstep: Class 15 contains 14028 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 7523 members Mstep: Class 19 contains 12645 members Mstep: Class 20 contains 10069 members Mstep: Class 21 contains 5259 members Mstep: Class 23 contains 3492 members Entering Unmasked Estep ConsiderDeletion Score: -33504002.000000 Penalty: 62279.437500 Iteration 66Q: 21 clusters Score -3.3504e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28716 members Mstep: Class 2 contains 1918 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5350 members Mstep: Class 6 contains 7834 members Mstep: Class 7 contains 53213 members Mstep: Class 8 contains 2894 members Mstep: Class 9 contains 2154 members Mstep: Class 10 contains 97111 members Mstep: Class 11 contains 3534 members Mstep: Class 12 contains 5867 members Mstep: Class 13 contains 4669 members Mstep: Class 14 contains 12384 members Mstep: Class 15 contains 14033 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 7503 members Mstep: Class 19 contains 12670 members Mstep: Class 20 contains 10069 members Mstep: Class 21 contains 5259 members Mstep: Class 23 contains 3523 members Entering Unmasked Estep ConsiderDeletion Score: -33503976.000000 Penalty: 62279.437500 Iteration 67Q: 21 clusters Score -3.350398e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28730 members Mstep: Class 2 contains 1916 members Mstep: Class 3 contains 2609 members Mstep: Class 4 contains 5337 members Mstep: Class 6 contains 7832 members Mstep: Class 7 contains 53205 members Mstep: Class 8 contains 2882 members Mstep: Class 9 contains 2154 members Mstep: Class 10 contains 97106 members Mstep: Class 11 contains 3534 members Mstep: Class 12 contains 5869 members Mstep: Class 13 contains 4668 members Mstep: Class 14 contains 12372 members Mstep: Class 15 contains 14035 members Mstep: Class 17 contains 2543 members Mstep: Class 18 contains 7478 members Mstep: Class 19 contains 12694 members Mstep: Class 20 contains 10066 members Mstep: Class 21 contains 5259 members Mstep: Class 23 contains 3564 members Entering Unmasked Estep ConsiderDeletion Score: -33503908.000000 Penalty: 62279.437500 Iteration 68Q: 21 clusters Score -3.350391e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28741 members Mstep: Class 2 contains 1913 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5315 members Mstep: Class 6 contains 7833 members Mstep: Class 7 contains 53202 members Mstep: Class 8 contains 2865 members Mstep: Class 9 contains 2153 members Mstep: Class 10 contains 97094 members Mstep: Class 11 contains 3533 members Mstep: Class 12 contains 5869 members Mstep: Class 13 contains 4668 members Mstep: Class 14 contains 12367 members Mstep: Class 15 contains 14036 members Mstep: Class 17 contains 2539 members Mstep: Class 18 contains 7463 members Mstep: Class 19 contains 12720 members Mstep: Class 20 contains 10064 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3607 members Entering Unmasked Estep ConsiderDeletion Score: -33503922.000000 Penalty: 62279.437500 Iteration 69Q: 21 clusters Score -3.350392e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28750 members Mstep: Class 2 contains 1908 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 5300 members Mstep: Class 6 contains 7833 members Mstep: Class 7 contains 53193 members Mstep: Class 8 contains 2851 members Mstep: Class 9 contains 2152 members Mstep: Class 10 contains 97082 members Mstep: Class 11 contains 3533 members Mstep: Class 12 contains 5874 members Mstep: Class 13 contains 4668 members Mstep: Class 14 contains 12363 members Mstep: Class 15 contains 14035 members Mstep: Class 17 contains 2535 members Mstep: Class 18 contains 7451 members Mstep: Class 19 contains 12745 members Mstep: Class 20 contains 10061 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3647 members Entering Unmasked Estep ConsiderDeletion Score: -33503948.000000 Penalty: 62279.437500 Iteration 70Q: 21 clusters Score -3.350395e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28754 members Mstep: Class 2 contains 1906 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5281 members Mstep: Class 6 contains 7832 members Mstep: Class 7 contains 53188 members Mstep: Class 8 contains 2840 members Mstep: Class 9 contains 2152 members Mstep: Class 10 contains 97083 members Mstep: Class 11 contains 3533 members Mstep: Class 12 contains 5873 members Mstep: Class 13 contains 4668 members Mstep: Class 14 contains 12361 members Mstep: Class 15 contains 14036 members Mstep: Class 17 contains 2525 members Mstep: Class 18 contains 7442 members Mstep: Class 19 contains 12775 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3678 members Entering Unmasked Estep ConsiderDeletion Score: -33503968.000000 Penalty: 62279.437500 Iteration 71Q: 21 clusters Score -3.350397e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28760 members Mstep: Class 2 contains 1905 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5267 members Mstep: Class 6 contains 7832 members Mstep: Class 7 contains 53177 members Mstep: Class 8 contains 2831 members Mstep: Class 9 contains 2151 members Mstep: Class 10 contains 97088 members Mstep: Class 11 contains 3533 members Mstep: Class 12 contains 5872 members Mstep: Class 13 contains 4668 members Mstep: Class 14 contains 12357 members Mstep: Class 15 contains 14039 members Mstep: Class 17 contains 2510 members Mstep: Class 18 contains 7427 members Mstep: Class 19 contains 12807 members Mstep: Class 20 contains 10052 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3706 members Entering Unmasked Estep ConsiderDeletion Score: -33503960.000000 Penalty: 62279.437500 Iteration 72Q: 21 clusters Score -3.350396e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28760 members Mstep: Class 2 contains 1905 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5245 members Mstep: Class 6 contains 7835 members Mstep: Class 7 contains 53164 members Mstep: Class 8 contains 2827 members Mstep: Class 9 contains 2148 members Mstep: Class 10 contains 97103 members Mstep: Class 11 contains 3533 members Mstep: Class 12 contains 5872 members Mstep: Class 13 contains 4668 members Mstep: Class 14 contains 12353 members Mstep: Class 15 contains 14042 members Mstep: Class 17 contains 2497 members Mstep: Class 18 contains 7412 members Mstep: Class 19 contains 12838 members Mstep: Class 20 contains 10052 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3728 members Entering Unmasked Estep ConsiderDeletion Score: -33504022.000000 Penalty: 62279.437500 Iteration 73Q: 21 clusters Score -3.350402e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28765 members Mstep: Class 2 contains 1904 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 5225 members Mstep: Class 6 contains 7839 members Mstep: Class 7 contains 53154 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 2148 members Mstep: Class 10 contains 97102 members Mstep: Class 11 contains 3532 members Mstep: Class 12 contains 5873 members Mstep: Class 13 contains 4667 members Mstep: Class 14 contains 12349 members Mstep: Class 15 contains 14045 members Mstep: Class 17 contains 2483 members Mstep: Class 18 contains 7407 members Mstep: Class 19 contains 12862 members Mstep: Class 20 contains 10053 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3754 members Entering Unmasked Estep ConsiderDeletion Score: -33504040.000000 Penalty: 62279.437500 Iteration 74Q: 21 clusters Score -3.350404e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28767 members Mstep: Class 2 contains 1901 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5205 members Mstep: Class 6 contains 7843 members Mstep: Class 7 contains 53145 members Mstep: Class 8 contains 2807 members Mstep: Class 9 contains 2148 members Mstep: Class 10 contains 97103 members Mstep: Class 11 contains 3532 members Mstep: Class 12 contains 5874 members Mstep: Class 13 contains 4667 members Mstep: Class 14 contains 12344 members Mstep: Class 15 contains 14051 members Mstep: Class 17 contains 2473 members Mstep: Class 18 contains 7398 members Mstep: Class 19 contains 12896 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3774 members Entering Unmasked Estep ConsiderDeletion Score: -33504060.000000 Penalty: 62279.437500 Iteration 75Q: 21 clusters Score -3.350406e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28771 members Mstep: Class 2 contains 1900 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5187 members Mstep: Class 6 contains 7844 members Mstep: Class 7 contains 53136 members Mstep: Class 8 contains 2794 members Mstep: Class 9 contains 2147 members Mstep: Class 10 contains 97103 members Mstep: Class 11 contains 3532 members Mstep: Class 12 contains 5880 members Mstep: Class 13 contains 4666 members Mstep: Class 14 contains 12339 members Mstep: Class 15 contains 14051 members Mstep: Class 17 contains 2460 members Mstep: Class 18 contains 7390 members Mstep: Class 19 contains 12932 members Mstep: Class 20 contains 10052 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3798 members Entering Unmasked Estep ConsiderDeletion Score: -33504068.000000 Penalty: 62279.437500 Iteration 76Q: 21 clusters Score -3.350407e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28773 members Mstep: Class 2 contains 1893 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5173 members Mstep: Class 6 contains 7844 members Mstep: Class 7 contains 53136 members Mstep: Class 8 contains 2780 members Mstep: Class 9 contains 2141 members Mstep: Class 10 contains 97113 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5884 members Mstep: Class 13 contains 4666 members Mstep: Class 14 contains 12336 members Mstep: Class 15 contains 14057 members Mstep: Class 17 contains 2450 members Mstep: Class 18 contains 7383 members Mstep: Class 19 contains 12960 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3809 members Entering Unmasked Estep ConsiderDeletion Score: -33504104.000000 Penalty: 62279.437500 Iteration 77Q: 21 clusters Score -3.35041e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28775 members Mstep: Class 2 contains 1886 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 5154 members Mstep: Class 6 contains 7846 members Mstep: Class 7 contains 53128 members Mstep: Class 8 contains 2766 members Mstep: Class 9 contains 2141 members Mstep: Class 10 contains 97117 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 5885 members Mstep: Class 13 contains 4666 members Mstep: Class 14 contains 12332 members Mstep: Class 15 contains 14063 members Mstep: Class 17 contains 2443 members Mstep: Class 18 contains 7372 members Mstep: Class 19 contains 12992 members Mstep: Class 20 contains 10056 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3830 members Entering Unmasked Estep ConsiderDeletion Score: -33504058.000000 Penalty: 62279.437500 Iteration 78Q: 21 clusters Score -3.350406e+07 nChanged 106 Entering ConstructFrom: Score: -33504058.000000 Penalty: 62279.437500 Entering ConstructFrom: Trying to split cluster 1 (28775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28775 members Entering Unmasked Estep Score: -3489355.000000 Penalty: 2546.281006 Iteration 0F: 2 clusters Score -3489355 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14474 members Mstep: Class 2 contains 14301 members Entering Unmasked Estep Score: -3469582.000000 Penalty: 5092.562012 Iteration 0F: 3 clusters Score -3469582 nChanged 12967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 14030 members Entering Unmasked Estep Score: -3476519.250000 Penalty: 5092.562012 Iteration 1F: 3 clusters Score -3476519 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14825 members Mstep: Class 2 contains 13950 members Entering Unmasked Estep Score: -3476977.750000 Penalty: 5092.562012 Iteration 2Q: 3 clusters Score -3476978 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14989 members Mstep: Class 2 contains 13786 members Entering Unmasked Estep Score: -3477435.750000 Penalty: 5092.562012 Iteration 3Q: 3 clusters Score -3477436 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15242 members Mstep: Class 2 contains 13533 members Entering Unmasked Estep Score: -3477857.750000 Penalty: 5092.562012 Iteration 4Q: 3 clusters Score -3477858 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15619 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -3478252.000000 Penalty: 5092.562012 Iteration 5Q: 3 clusters Score -3478252 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16117 members Mstep: Class 2 contains 12658 members Entering Unmasked Estep Score: -3478705.500000 Penalty: 5092.562012 Iteration 6Q: 3 clusters Score -3478706 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16732 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -3479191.250000 Penalty: 5092.562012 Iteration 7Q: 3 clusters Score -3479191 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17546 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -3479811.500000 Penalty: 5092.562012 Iteration 8Q: 3 clusters Score -3479812 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18465 members Mstep: Class 2 contains 10310 members Entering Unmasked Estep Score: -3480552.000000 Penalty: 5092.562012 Iteration 9Q: 3 clusters Score -3480552 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19493 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -3481455.250000 Penalty: 5092.562012 Iteration 10Q: 3 clusters Score -3481455 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20565 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -3482429.500000 Penalty: 5092.562012 Iteration 11Q: 3 clusters Score -3482430 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21536 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -3483203.250000 Penalty: 5092.562012 Iteration 12Q: 3 clusters Score -3483203 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22368 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -3483759.250000 Penalty: 5092.562012 Iteration 13Q: 3 clusters Score -3483759 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23120 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -3484252.000000 Penalty: 5092.562012 Iteration 14Q: 3 clusters Score -3484252 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23772 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -3484646.500000 Penalty: 5092.562012 Iteration 15Q: 3 clusters Score -3484646 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24371 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -3485035.750000 Penalty: 5092.562012 Iteration 16Q: 3 clusters Score -3485036 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24875 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -3485318.750000 Penalty: 5092.562012 Iteration 17Q: 3 clusters Score -3485319 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25296 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -3485575.250000 Penalty: 5092.562012 Iteration 18Q: 3 clusters Score -3485575 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25687 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -3485807.000000 Penalty: 5092.562012 Iteration 19Q: 3 clusters Score -3485807 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26036 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -3486014.250000 Penalty: 5092.562012 Iteration 20F: 3 clusters Score -3486014 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26348 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -3486172.500000 Penalty: 5092.562012 Iteration 21Q: 3 clusters Score -3486172 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26611 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -3486324.750000 Penalty: 5092.562012 Iteration 22Q: 3 clusters Score -3486325 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26840 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -3486451.750000 Penalty: 5092.562012 Iteration 23Q: 3 clusters Score -3486452 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27034 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -3486544.000000 Penalty: 5092.562012 Iteration 24Q: 3 clusters Score -3486544 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27194 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -3486642.750000 Penalty: 5092.562012 Iteration 25Q: 3 clusters Score -3486643 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27344 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -3486723.500000 Penalty: 5092.562012 Iteration 26Q: 3 clusters Score -3486724 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27480 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -3486779.000000 Penalty: 5092.562012 Iteration 27Q: 3 clusters Score -3486779 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27600 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -3486843.500000 Penalty: 5092.562012 Iteration 28Q: 3 clusters Score -3486844 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27703 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -3486911.750000 Penalty: 5092.562012 Iteration 29Q: 3 clusters Score -3486912 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27792 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -3486972.000000 Penalty: 5092.562012 Iteration 30Q: 3 clusters Score -3486972 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27871 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -3487020.500000 Penalty: 5092.562012 Iteration 31Q: 3 clusters Score -3487020 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27927 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -3487046.000000 Penalty: 5092.562012 Iteration 32Q: 3 clusters Score -3487046 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27970 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -3487069.000000 Penalty: 5092.562012 Iteration 33Q: 3 clusters Score -3487069 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28008 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -3487096.750000 Penalty: 5092.562012 Iteration 34Q: 3 clusters Score -3487097 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28035 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -3487112.750000 Penalty: 5092.562012 Iteration 35Q: 3 clusters Score -3487113 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28054 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -3487121.000000 Penalty: 5092.562012 Iteration 36Q: 3 clusters Score -3487121 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28071 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -3487135.000000 Penalty: 5092.562012 Iteration 37Q: 3 clusters Score -3487135 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28094 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -3487151.250000 Penalty: 5092.562012 Iteration 38Q: 3 clusters Score -3487151 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28110 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -3487161.250000 Penalty: 5092.562012 Iteration 39Q: 3 clusters Score -3487161 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28117 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -3487162.750000 Penalty: 5092.562012 Iteration 40F: 3 clusters Score -3487163 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28130 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -3487170.500000 Penalty: 5092.562012 Iteration 41Q: 3 clusters Score -3487170 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28142 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -3487175.250000 Penalty: 5092.562012 Iteration 42Q: 3 clusters Score -3487175 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28150 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -3487178.750000 Penalty: 5092.562012 Iteration 43Q: 3 clusters Score -3487179 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28156 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -3487184.000000 Penalty: 5092.562012 Iteration 44Q: 3 clusters Score -3487184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28156 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -3487186.000000 Penalty: 5092.562012 Iteration 45Q: 3 clusters Score -3487186 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28160 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -3487188.500000 Penalty: 5092.562012 Iteration 46Q: 3 clusters Score -3487188 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28162 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -3487190.250000 Penalty: 5092.562012 Iteration 47Q: 3 clusters Score -3487190 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28164 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -3487189.000000 Penalty: 5092.562012 Iteration 48Q: 3 clusters Score -3487189 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28167 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -3487192.750000 Penalty: 5092.562012 Iteration 49Q: 3 clusters Score -3487193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28168 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -3487193.750000 Penalty: 5092.562012 Iteration 50Q: 3 clusters Score -3487194 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28170 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -3487199.250000 Penalty: 5092.562012 Iteration 51Q: 3 clusters Score -3487199 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28173 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -3487201.500000 Penalty: 5092.562012 Iteration 52Q: 3 clusters Score -3487202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28177 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -3487204.750000 Penalty: 5092.562012 Iteration 53Q: 3 clusters Score -3487205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28181 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -3487209.750000 Penalty: 5092.562012 Iteration 54Q: 3 clusters Score -3487210 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28184 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -3487211.500000 Penalty: 5092.562012 Iteration 55Q: 3 clusters Score -3487212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28185 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -3487211.250000 Penalty: 5092.562012 Iteration 56Q: 3 clusters Score -3487211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28187 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -3487212.500000 Penalty: 5092.562012 Iteration 57Q: 3 clusters Score -3487212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28188 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -3487214.500000 Penalty: 5092.562012 Iteration 58Q: 3 clusters Score -3487214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28191 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -3487214.750000 Penalty: 5092.562012 Iteration 59Q: 3 clusters Score -3487215 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28195 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -3487218.000000 Penalty: 5092.562012 Iteration 60F: 3 clusters Score -3487218 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28200 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -3487218.500000 Penalty: 5092.562012 Iteration 61Q: 3 clusters Score -3487218 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28208 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -3487223.000000 Penalty: 5092.562012 Iteration 62Q: 3 clusters Score -3487223 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28208 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -3487223.000000 Penalty: 5092.562012 Iteration 63F: 3 clusters Score -3487223 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Entering Unmasked Estep Score: -211785.593750 Penalty: 1869.942505 Iteration 0F: 2 clusters Score -211785.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -209198.171875 Penalty: 3739.885010 Iteration 0F: 3 clusters Score -209198.2 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -209665.453125 Penalty: 3739.885010 Iteration 1F: 3 clusters Score -209665.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -209803.328125 Penalty: 3739.885010 Iteration 2F: 3 clusters Score -209803.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -209871.515625 Penalty: 3739.885010 Iteration 3Q: 3 clusters Score -209871.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -209918.265625 Penalty: 3739.885010 Iteration 4Q: 3 clusters Score -209918.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -209946.171875 Penalty: 3739.885010 Iteration 5Q: 3 clusters Score -209946.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -209958.062500 Penalty: 3739.885010 Iteration 6Q: 3 clusters Score -209958.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -209965.671875 Penalty: 3739.885010 Iteration 7Q: 3 clusters Score -209965.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -209975.953125 Penalty: 3739.885010 Iteration 8Q: 3 clusters Score -209976 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -209986.140625 Penalty: 3739.885010 Iteration 9Q: 3 clusters Score -209986.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -209991.859375 Penalty: 3739.885010 Iteration 10Q: 3 clusters Score -209991.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -209996.156250 Penalty: 3739.885010 Iteration 11Q: 3 clusters Score -209996.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -209998.125000 Penalty: 3739.885010 Iteration 12Q: 3 clusters Score -209998.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -209998.671875 Penalty: 3739.885010 Iteration 13Q: 3 clusters Score -209998.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -209999.265625 Penalty: 3739.885010 Iteration 14Q: 3 clusters Score -209999.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -210001.171875 Penalty: 3739.885010 Iteration 15Q: 3 clusters Score -210001.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -210002.953125 Penalty: 3739.885010 Iteration 16Q: 3 clusters Score -210003 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -210003.078125 Penalty: 3739.885010 Iteration 17Q: 3 clusters Score -210003.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -210003.078125 Penalty: 3739.885010 Iteration 18F: 3 clusters Score -210003.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Entering Unmasked Estep Score: -287493.156250 Penalty: 1951.232056 Iteration 0F: 2 clusters Score -287493.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -284555.031250 Penalty: 3902.464111 Iteration 0F: 3 clusters Score -284555 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -285230.593750 Penalty: 3902.464111 Iteration 1F: 3 clusters Score -285230.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -285413.343750 Penalty: 3902.464111 Iteration 2F: 3 clusters Score -285413.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -285522.281250 Penalty: 3902.464111 Iteration 3F: 3 clusters Score -285522.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -285594.000000 Penalty: 3902.464111 Iteration 4Q: 3 clusters Score -285594 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -285664.281250 Penalty: 3902.464111 Iteration 5Q: 3 clusters Score -285664.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -285737.125000 Penalty: 3902.464111 Iteration 6Q: 3 clusters Score -285737.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -285815.750000 Penalty: 3902.464111 Iteration 7Q: 3 clusters Score -285815.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -285864.718750 Penalty: 3902.464111 Iteration 8Q: 3 clusters Score -285864.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -285902.906250 Penalty: 3902.464111 Iteration 9Q: 3 clusters Score -285902.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -285936.031250 Penalty: 3902.464111 Iteration 10Q: 3 clusters Score -285936 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -285962.968750 Penalty: 3902.464111 Iteration 11Q: 3 clusters Score -285963 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -285978.625000 Penalty: 3902.464111 Iteration 12Q: 3 clusters Score -285978.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -285990.781250 Penalty: 3902.464111 Iteration 13Q: 3 clusters Score -285990.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -286002.750000 Penalty: 3902.464111 Iteration 14Q: 3 clusters Score -286002.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -286007.375000 Penalty: 3902.464111 Iteration 15Q: 3 clusters Score -286007.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -286014.218750 Penalty: 3902.464111 Iteration 16Q: 3 clusters Score -286014.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -286018.968750 Penalty: 3902.464111 Iteration 17Q: 3 clusters Score -286019 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -286024.312500 Penalty: 3902.464111 Iteration 18Q: 3 clusters Score -286024.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -286027.781250 Penalty: 3902.464111 Iteration 19Q: 3 clusters Score -286027.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -286035.125000 Penalty: 3902.464111 Iteration 20F: 3 clusters Score -286035.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -286042.468750 Penalty: 3902.464111 Iteration 21Q: 3 clusters Score -286042.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -286050.843750 Penalty: 3902.464111 Iteration 22Q: 3 clusters Score -286050.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -286058.531250 Penalty: 3902.464111 Iteration 23Q: 3 clusters Score -286058.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -286062.562500 Penalty: 3902.464111 Iteration 24Q: 3 clusters Score -286062.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -286065.375000 Penalty: 3902.464111 Iteration 25Q: 3 clusters Score -286065.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -286068.781250 Penalty: 3902.464111 Iteration 26Q: 3 clusters Score -286068.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -286072.281250 Penalty: 3902.464111 Iteration 27Q: 3 clusters Score -286072.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -286075.375000 Penalty: 3902.464111 Iteration 28Q: 3 clusters Score -286075.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -286075.781250 Penalty: 3902.464111 Iteration 29Q: 3 clusters Score -286075.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -286077.406250 Penalty: 3902.464111 Iteration 30Q: 3 clusters Score -286077.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -286081.218750 Penalty: 3902.464111 Iteration 31Q: 3 clusters Score -286081.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -286082.687500 Penalty: 3902.464111 Iteration 32Q: 3 clusters Score -286082.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -286084.406250 Penalty: 3902.464111 Iteration 33Q: 3 clusters Score -286084.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -286086.656250 Penalty: 3902.464111 Iteration 34Q: 3 clusters Score -286086.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -286087.593750 Penalty: 3902.464111 Iteration 35Q: 3 clusters Score -286087.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -286088.437500 Penalty: 3902.464111 Iteration 36Q: 3 clusters Score -286088.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -286088.843750 Penalty: 3902.464111 Iteration 37Q: 3 clusters Score -286088.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -286089.781250 Penalty: 3902.464111 Iteration 38Q: 3 clusters Score -286089.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -286092.000000 Penalty: 3902.464111 Iteration 39Q: 3 clusters Score -286092 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -286093.531250 Penalty: 3902.464111 Iteration 40F: 3 clusters Score -286093.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -286095.875000 Penalty: 3902.464111 Iteration 41Q: 3 clusters Score -286095.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -286096.625000 Penalty: 3902.464111 Iteration 42Q: 3 clusters Score -286096.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -286098.156250 Penalty: 3902.464111 Iteration 43Q: 3 clusters Score -286098.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -286098.687500 Penalty: 3902.464111 Iteration 44Q: 3 clusters Score -286098.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -286099.406250 Penalty: 3902.464111 Iteration 45Q: 3 clusters Score -286099.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -286099.562500 Penalty: 3902.464111 Iteration 46Q: 3 clusters Score -286099.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -286101.593750 Penalty: 3902.464111 Iteration 47Q: 3 clusters Score -286101.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -286103.343750 Penalty: 3902.464111 Iteration 48Q: 3 clusters Score -286103.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -286106.593750 Penalty: 3902.464111 Iteration 49Q: 3 clusters Score -286106.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -286108.500000 Penalty: 3902.464111 Iteration 50Q: 3 clusters Score -286108.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -286108.843750 Penalty: 3902.464111 Iteration 51Q: 3 clusters Score -286108.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -286109.343750 Penalty: 3902.464111 Iteration 52Q: 3 clusters Score -286109.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -286110.531250 Penalty: 3902.464111 Iteration 53Q: 3 clusters Score -286110.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -286111.218750 Penalty: 3902.464111 Iteration 54Q: 3 clusters Score -286111.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -286111.562500 Penalty: 3902.464111 Iteration 55Q: 3 clusters Score -286111.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -286113.218750 Penalty: 3902.464111 Iteration 56Q: 3 clusters Score -286113.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -286114.343750 Penalty: 3902.464111 Iteration 57Q: 3 clusters Score -286114.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -286114.281250 Penalty: 3902.464111 Iteration 58Q: 3 clusters Score -286114.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -286114.281250 Penalty: 3902.464111 Iteration 59F: 3 clusters Score -286114.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Entering Unmasked Estep Score: -625734.437500 Penalty: 2119.064209 Iteration 0F: 2 clusters Score -625734.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -621079.750000 Penalty: 4238.128418 Iteration 0F: 3 clusters Score -621079.8 nChanged 1960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -622202.125000 Penalty: 4238.128418 Iteration 1F: 3 clusters Score -622202.1 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -622398.250000 Penalty: 4238.128418 Iteration 2F: 3 clusters Score -622398.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -622513.312500 Penalty: 4238.128418 Iteration 3Q: 3 clusters Score -622513.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -622590.750000 Penalty: 4238.128418 Iteration 4Q: 3 clusters Score -622590.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -622636.875000 Penalty: 4238.128418 Iteration 5Q: 3 clusters Score -622636.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -622666.125000 Penalty: 4238.128418 Iteration 6Q: 3 clusters Score -622666.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -622688.500000 Penalty: 4238.128418 Iteration 7Q: 3 clusters Score -622688.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -622710.312500 Penalty: 4238.128418 Iteration 8Q: 3 clusters Score -622710.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -622722.937500 Penalty: 4238.128418 Iteration 9Q: 3 clusters Score -622722.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -622737.375000 Penalty: 4238.128418 Iteration 10Q: 3 clusters Score -622737.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -622748.125000 Penalty: 4238.128418 Iteration 11Q: 3 clusters Score -622748.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -622760.312500 Penalty: 4238.128418 Iteration 12Q: 3 clusters Score -622760.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -622771.875000 Penalty: 4238.128418 Iteration 13Q: 3 clusters Score -622771.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -622780.562500 Penalty: 4238.128418 Iteration 14Q: 3 clusters Score -622780.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -622787.062500 Penalty: 4238.128418 Iteration 15Q: 3 clusters Score -622787.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -622792.500000 Penalty: 4238.128418 Iteration 16Q: 3 clusters Score -622792.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -622799.187500 Penalty: 4238.128418 Iteration 17Q: 3 clusters Score -622799.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -622804.062500 Penalty: 4238.128418 Iteration 18Q: 3 clusters Score -622804.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -622808.687500 Penalty: 4238.128418 Iteration 19Q: 3 clusters Score -622808.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -622812.687500 Penalty: 4238.128418 Iteration 20F: 3 clusters Score -622812.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -622814.312500 Penalty: 4238.128418 Iteration 21Q: 3 clusters Score -622814.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -622817.000000 Penalty: 4238.128418 Iteration 22Q: 3 clusters Score -622817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -622819.187500 Penalty: 4238.128418 Iteration 23Q: 3 clusters Score -622819.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -622819.062500 Penalty: 4238.128418 Iteration 24Q: 3 clusters Score -622819.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -622818.625000 Penalty: 4238.128418 Iteration 25Q: 3 clusters Score -622818.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -622820.625000 Penalty: 4238.128418 Iteration 26Q: 3 clusters Score -622820.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -622820.187500 Penalty: 4238.128418 Iteration 27Q: 3 clusters Score -622820.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -622821.125000 Penalty: 4238.128418 Iteration 28Q: 3 clusters Score -622821.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -622824.125000 Penalty: 4238.128418 Iteration 29Q: 3 clusters Score -622824.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -622826.562500 Penalty: 4238.128418 Iteration 30Q: 3 clusters Score -622826.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -622828.312500 Penalty: 4238.128418 Iteration 31Q: 3 clusters Score -622828.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -622828.250000 Penalty: 4238.128418 Iteration 32Q: 3 clusters Score -622828.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -622831.750000 Penalty: 4238.128418 Iteration 33Q: 3 clusters Score -622831.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -622832.375000 Penalty: 4238.128418 Iteration 34Q: 3 clusters Score -622832.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -622834.375000 Penalty: 4238.128418 Iteration 35Q: 3 clusters Score -622834.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -622835.937500 Penalty: 4238.128418 Iteration 36Q: 3 clusters Score -622835.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -622835.937500 Penalty: 4238.128418 Iteration 37Q: 3 clusters Score -622835.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -622837.812500 Penalty: 4238.128418 Iteration 38Q: 3 clusters Score -622837.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -622838.375000 Penalty: 4238.128418 Iteration 39Q: 3 clusters Score -622838.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -622838.750000 Penalty: 4238.128418 Iteration 40F: 3 clusters Score -622838.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -622839.437500 Penalty: 4238.128418 Iteration 41Q: 3 clusters Score -622839.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -622840.312500 Penalty: 4238.128418 Iteration 42Q: 3 clusters Score -622840.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -622840.437500 Penalty: 4238.128418 Iteration 43Q: 3 clusters Score -622840.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -622840.625000 Penalty: 4238.128418 Iteration 44Q: 3 clusters Score -622840.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -622842.000000 Penalty: 4238.128418 Iteration 45Q: 3 clusters Score -622842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -622843.500000 Penalty: 4238.128418 Iteration 46Q: 3 clusters Score -622843.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -622843.500000 Penalty: 4238.128418 Iteration 47Q: 3 clusters Score -622843.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -622843.500000 Penalty: 4238.128418 Iteration 48F: 3 clusters Score -622843.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Entering Unmasked Estep Score: -940176.687500 Penalty: 2224.035889 Iteration 0F: 2 clusters Score -940176.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -933927.375000 Penalty: 4448.071777 Iteration 0F: 3 clusters Score -933927.4 nChanged 3106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -935616.625000 Penalty: 4448.071777 Iteration 1F: 3 clusters Score -935616.6 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -935894.687500 Penalty: 4448.071777 Iteration 2F: 3 clusters Score -935894.7 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -936083.250000 Penalty: 4448.071777 Iteration 3Q: 3 clusters Score -936083.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -936250.937500 Penalty: 4448.071777 Iteration 4Q: 3 clusters Score -936250.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -936377.750000 Penalty: 4448.071777 Iteration 5Q: 3 clusters Score -936377.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -936524.125000 Penalty: 4448.071777 Iteration 6Q: 3 clusters Score -936524.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -936659.000000 Penalty: 4448.071777 Iteration 7Q: 3 clusters Score -936659 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -936824.750000 Penalty: 4448.071777 Iteration 8Q: 3 clusters Score -936824.8 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -937030.187500 Penalty: 4448.071777 Iteration 9Q: 3 clusters Score -937030.2 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -937243.312500 Penalty: 4448.071777 Iteration 10Q: 3 clusters Score -937243.3 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -937503.875000 Penalty: 4448.071777 Iteration 11Q: 3 clusters Score -937503.9 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -937791.000000 Penalty: 4448.071777 Iteration 12Q: 3 clusters Score -937791 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -938084.000000 Penalty: 4448.071777 Iteration 13Q: 3 clusters Score -938084 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -938333.875000 Penalty: 4448.071777 Iteration 14Q: 3 clusters Score -938333.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -938561.187500 Penalty: 4448.071777 Iteration 15Q: 3 clusters Score -938561.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -938867.000000 Penalty: 4448.071777 Iteration 16Q: 3 clusters Score -938867 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -939260.875000 Penalty: 4448.071777 Iteration 17Q: 3 clusters Score -939260.9 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -939646.000000 Penalty: 4448.071777 Iteration 18Q: 3 clusters Score -939646 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -939944.750000 Penalty: 4448.071777 Iteration 19Q: 3 clusters Score -939944.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -940147.750000 Penalty: 4448.071777 Iteration 20F: 3 clusters Score -940147.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -940267.437500 Penalty: 4448.071777 Iteration 21Q: 3 clusters Score -940267.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -940342.625000 Penalty: 4448.071777 Iteration 22Q: 3 clusters Score -940342.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -940373.250000 Penalty: 4448.071777 Iteration 23Q: 3 clusters Score -940373.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -940388.375000 Penalty: 4448.071777 Iteration 24Q: 3 clusters Score -940388.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -940394.750000 Penalty: 4448.071777 Iteration 25Q: 3 clusters Score -940394.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -940397.562500 Penalty: 4448.071777 Iteration 26Q: 3 clusters Score -940397.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -940399.937500 Penalty: 4448.071777 Iteration 27Q: 3 clusters Score -940399.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -940400.687500 Penalty: 4448.071777 Iteration 28Q: 3 clusters Score -940400.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -940402.312500 Penalty: 4448.071777 Iteration 29Q: 3 clusters Score -940402.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -940401.187500 Penalty: 4448.071777 Iteration 30Q: 3 clusters Score -940401.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -940402.125000 Penalty: 4448.071777 Iteration 31Q: 3 clusters Score -940402.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -940402.125000 Penalty: 4448.071777 Iteration 32F: 3 clusters Score -940402.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28775 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 5139 members Mstep: Class 5 contains 3892 members Mstep: Class 6 contains 3955 members Mstep: Class 7 contains 53120 members Mstep: Class 8 contains 2752 members Mstep: Class 9 contains 2140 members Mstep: Class 10 contains 97124 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 5889 members Mstep: Class 13 contains 4666 members Mstep: Class 14 contains 12327 members Mstep: Class 15 contains 14065 members Mstep: Class 17 contains 2443 members Mstep: Class 18 contains 7361 members Mstep: Class 19 contains 13023 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3844 members Entering Unmasked Estep Score: -33503304.000000 Penalty: 65393.410156 Splitting cluster 6 changes total score from -33504058.000000 to -33503304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (53120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53120 members Entering Unmasked Estep Score: -6470874.500000 Penalty: 2698.316650 Iteration 0F: 2 clusters Score -6470874 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26459 members Mstep: Class 2 contains 26661 members Entering Unmasked Estep Score: -6435003.000000 Penalty: 5396.633301 Iteration 0F: 3 clusters Score -6435003 nChanged 24604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25575 members Mstep: Class 2 contains 27545 members Entering Unmasked Estep Score: -6448602.000000 Penalty: 5396.633301 Iteration 1F: 3 clusters Score -6448602 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24958 members Mstep: Class 2 contains 28162 members Entering Unmasked Estep Score: -6449159.000000 Penalty: 5396.633301 Iteration 2Q: 3 clusters Score -6449159 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24060 members Mstep: Class 2 contains 29060 members Entering Unmasked Estep Score: -6449679.500000 Penalty: 5396.633301 Iteration 3Q: 3 clusters Score -6449680 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22761 members Mstep: Class 2 contains 30359 members Entering Unmasked Estep Score: -6450328.000000 Penalty: 5396.633301 Iteration 4Q: 3 clusters Score -6450328 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20937 members Mstep: Class 2 contains 32183 members Entering Unmasked Estep Score: -6451210.500000 Penalty: 5396.633301 Iteration 5Q: 3 clusters Score -6451210 nChanged 2911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18292 members Mstep: Class 2 contains 34828 members Entering Unmasked Estep Score: -6452778.000000 Penalty: 5396.633301 Iteration 6F: 3 clusters Score -6452778 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14749 members Mstep: Class 2 contains 38371 members Entering Unmasked Estep Score: -6455333.500000 Penalty: 5396.633301 Iteration 7F: 3 clusters Score -6455334 nChanged 4311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 42582 members Entering Unmasked Estep Score: -6458977.500000 Penalty: 5396.633301 Iteration 8F: 3 clusters Score -6458978 nChanged 4196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 46706 members Entering Unmasked Estep Score: -6462866.000000 Penalty: 5396.633301 Iteration 9F: 3 clusters Score -6462866 nChanged 3038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 49724 members Entering Unmasked Estep Score: -6465710.500000 Penalty: 5396.633301 Iteration 10F: 3 clusters Score -6465710 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 51382 members Entering Unmasked Estep Score: -6467213.000000 Penalty: 5396.633301 Iteration 11Q: 3 clusters Score -6467213 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 52170 members Entering Unmasked Estep Score: -6467886.000000 Penalty: 5396.633301 Iteration 12Q: 3 clusters Score -6467886 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 52476 members Entering Unmasked Estep Score: -6468176.000000 Penalty: 5396.633301 Iteration 13Q: 3 clusters Score -6468176 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 52616 members Entering Unmasked Estep Score: -6468331.000000 Penalty: 5396.633301 Iteration 14Q: 3 clusters Score -6468331 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 52676 members Entering Unmasked Estep Score: -6468402.000000 Penalty: 5396.633301 Iteration 15Q: 3 clusters Score -6468402 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 52711 members Entering Unmasked Estep Score: -6468449.000000 Penalty: 5396.633301 Iteration 16Q: 3 clusters Score -6468449 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 52727 members Entering Unmasked Estep Score: -6468470.000000 Penalty: 5396.633301 Iteration 17Q: 3 clusters Score -6468470 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 52738 members Entering Unmasked Estep Score: -6468487.500000 Penalty: 5396.633301 Iteration 18Q: 3 clusters Score -6468488 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 52747 members Entering Unmasked Estep Score: -6468494.000000 Penalty: 5396.633301 Iteration 19Q: 3 clusters Score -6468494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 52751 members Entering Unmasked Estep Score: -6468502.000000 Penalty: 5396.633301 Iteration 20F: 3 clusters Score -6468502 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 52750 members Entering Unmasked Estep Score: -6468504.000000 Penalty: 5396.633301 Iteration 21Q: 3 clusters Score -6468504 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 52751 members Entering Unmasked Estep Score: -6468507.500000 Penalty: 5396.633301 Iteration 22Q: 3 clusters Score -6468508 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 52752 members Entering Unmasked Estep Score: -6468509.000000 Penalty: 5396.633301 Iteration 23Q: 3 clusters Score -6468509 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 52753 members Entering Unmasked Estep Score: -6468505.500000 Penalty: 5396.633301 Iteration 24Q: 3 clusters Score -6468506 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 52754 members Entering Unmasked Estep Score: -6468511.500000 Penalty: 5396.633301 Iteration 25Q: 3 clusters Score -6468512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 52756 members Entering Unmasked Estep Score: -6468520.000000 Penalty: 5396.633301 Iteration 26Q: 3 clusters Score -6468520 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 52759 members Entering Unmasked Estep Score: -6468524.500000 Penalty: 5396.633301 Iteration 27Q: 3 clusters Score -6468524 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 52758 members Entering Unmasked Estep Score: -6468522.500000 Penalty: 5396.633301 Iteration 28Q: 3 clusters Score -6468522 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 52756 members Entering Unmasked Estep Score: -6468523.000000 Penalty: 5396.633301 Iteration 29Q: 3 clusters Score -6468523 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 52757 members Entering Unmasked Estep Score: -6468522.500000 Penalty: 5396.633301 Iteration 30Q: 3 clusters Score -6468522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 52757 members Entering Unmasked Estep Score: -6468522.500000 Penalty: 5396.633301 Iteration 31F: 3 clusters Score -6468522 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Entering Unmasked Estep Score: -297888.093750 Penalty: 1964.180542 Iteration 0F: 2 clusters Score -297888.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -294791.843750 Penalty: 3928.361084 Iteration 0F: 3 clusters Score -294791.8 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -295397.875000 Penalty: 3928.361084 Iteration 1F: 3 clusters Score -295397.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -295544.687500 Penalty: 3928.361084 Iteration 2F: 3 clusters Score -295544.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -295648.343750 Penalty: 3928.361084 Iteration 3Q: 3 clusters Score -295648.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -295716.968750 Penalty: 3928.361084 Iteration 4Q: 3 clusters Score -295717 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -295767.656250 Penalty: 3928.361084 Iteration 5Q: 3 clusters Score -295767.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -295804.406250 Penalty: 3928.361084 Iteration 6Q: 3 clusters Score -295804.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -295834.187500 Penalty: 3928.361084 Iteration 7Q: 3 clusters Score -295834.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -295869.593750 Penalty: 3928.361084 Iteration 8Q: 3 clusters Score -295869.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -295907.218750 Penalty: 3928.361084 Iteration 9Q: 3 clusters Score -295907.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -295941.750000 Penalty: 3928.361084 Iteration 10Q: 3 clusters Score -295941.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -295979.718750 Penalty: 3928.361084 Iteration 11Q: 3 clusters Score -295979.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -296008.656250 Penalty: 3928.361084 Iteration 12Q: 3 clusters Score -296008.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -296037.718750 Penalty: 3928.361084 Iteration 13Q: 3 clusters Score -296037.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -296064.750000 Penalty: 3928.361084 Iteration 14Q: 3 clusters Score -296064.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -296099.781250 Penalty: 3928.361084 Iteration 15Q: 3 clusters Score -296099.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -296139.375000 Penalty: 3928.361084 Iteration 16Q: 3 clusters Score -296139.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -296183.031250 Penalty: 3928.361084 Iteration 17Q: 3 clusters Score -296183 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -296240.468750 Penalty: 3928.361084 Iteration 18Q: 3 clusters Score -296240.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -296301.968750 Penalty: 3928.361084 Iteration 19Q: 3 clusters Score -296302 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -296355.375000 Penalty: 3928.361084 Iteration 20F: 3 clusters Score -296355.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -296425.156250 Penalty: 3928.361084 Iteration 21Q: 3 clusters Score -296425.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -296510.375000 Penalty: 3928.361084 Iteration 22Q: 3 clusters Score -296510.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -296595.187500 Penalty: 3928.361084 Iteration 23Q: 3 clusters Score -296595.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -296663.968750 Penalty: 3928.361084 Iteration 24Q: 3 clusters Score -296664 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -296694.968750 Penalty: 3928.361084 Iteration 25Q: 3 clusters Score -296695 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -296718.937500 Penalty: 3928.361084 Iteration 26Q: 3 clusters Score -296718.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -296750.718750 Penalty: 3928.361084 Iteration 27Q: 3 clusters Score -296750.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -296776.562500 Penalty: 3928.361084 Iteration 28Q: 3 clusters Score -296776.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -296800.781250 Penalty: 3928.361084 Iteration 29Q: 3 clusters Score -296800.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -296821.312500 Penalty: 3928.361084 Iteration 30Q: 3 clusters Score -296821.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -296835.093750 Penalty: 3928.361084 Iteration 31Q: 3 clusters Score -296835.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -296846.687500 Penalty: 3928.361084 Iteration 32Q: 3 clusters Score -296846.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -296853.031250 Penalty: 3928.361084 Iteration 33Q: 3 clusters Score -296853 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -296858.156250 Penalty: 3928.361084 Iteration 34Q: 3 clusters Score -296858.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -296859.156250 Penalty: 3928.361084 Iteration 35Q: 3 clusters Score -296859.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -296859.906250 Penalty: 3928.361084 Iteration 36Q: 3 clusters Score -296859.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -296862.718750 Penalty: 3928.361084 Iteration 37Q: 3 clusters Score -296862.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -296863.125000 Penalty: 3928.361084 Iteration 38Q: 3 clusters Score -296863.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -296863.125000 Penalty: 3928.361084 Iteration 39F: 3 clusters Score -296863.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Entering Unmasked Estep Score: -260599.359375 Penalty: 1901.803101 Iteration 0F: 2 clusters Score -260599.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -257883.218750 Penalty: 3803.606201 Iteration 0F: 3 clusters Score -257883.2 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -258378.046875 Penalty: 3803.606201 Iteration 1F: 3 clusters Score -258378 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -258489.546875 Penalty: 3803.606201 Iteration 2F: 3 clusters Score -258489.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -258559.546875 Penalty: 3803.606201 Iteration 3Q: 3 clusters Score -258559.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -258603.906250 Penalty: 3803.606201 Iteration 4Q: 3 clusters Score -258603.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -258633.500000 Penalty: 3803.606201 Iteration 5Q: 3 clusters Score -258633.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -258669.515625 Penalty: 3803.606201 Iteration 6Q: 3 clusters Score -258669.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -258696.375000 Penalty: 3803.606201 Iteration 7Q: 3 clusters Score -258696.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -258727.296875 Penalty: 3803.606201 Iteration 8Q: 3 clusters Score -258727.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -258752.921875 Penalty: 3803.606201 Iteration 9Q: 3 clusters Score -258752.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -258777.375000 Penalty: 3803.606201 Iteration 10Q: 3 clusters Score -258777.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -258794.812500 Penalty: 3803.606201 Iteration 11Q: 3 clusters Score -258794.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -258803.078125 Penalty: 3803.606201 Iteration 12Q: 3 clusters Score -258803.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -258806.578125 Penalty: 3803.606201 Iteration 13Q: 3 clusters Score -258806.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -258810.500000 Penalty: 3803.606201 Iteration 14Q: 3 clusters Score -258810.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -258813.156250 Penalty: 3803.606201 Iteration 15Q: 3 clusters Score -258813.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -258815.906250 Penalty: 3803.606201 Iteration 16Q: 3 clusters Score -258815.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -258817.453125 Penalty: 3803.606201 Iteration 17Q: 3 clusters Score -258817.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -258818.062500 Penalty: 3803.606201 Iteration 18Q: 3 clusters Score -258818.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -258818.921875 Penalty: 3803.606201 Iteration 19Q: 3 clusters Score -258818.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -258819.687500 Penalty: 3803.606201 Iteration 20F: 3 clusters Score -258819.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -258822.421875 Penalty: 3803.606201 Iteration 21Q: 3 clusters Score -258822.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -258828.343750 Penalty: 3803.606201 Iteration 22Q: 3 clusters Score -258828.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -258835.578125 Penalty: 3803.606201 Iteration 23Q: 3 clusters Score -258835.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -258841.156250 Penalty: 3803.606201 Iteration 24Q: 3 clusters Score -258841.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -258846.437500 Penalty: 3803.606201 Iteration 25Q: 3 clusters Score -258846.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -258853.421875 Penalty: 3803.606201 Iteration 26Q: 3 clusters Score -258853.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -258856.250000 Penalty: 3803.606201 Iteration 27Q: 3 clusters Score -258856.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -258857.406250 Penalty: 3803.606201 Iteration 28Q: 3 clusters Score -258857.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -258857.750000 Penalty: 3803.606201 Iteration 29Q: 3 clusters Score -258857.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -258858.453125 Penalty: 3803.606201 Iteration 30Q: 3 clusters Score -258858.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -258859.781250 Penalty: 3803.606201 Iteration 31Q: 3 clusters Score -258859.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -258860.593750 Penalty: 3803.606201 Iteration 32Q: 3 clusters Score -258860.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -258864.109375 Penalty: 3803.606201 Iteration 33Q: 3 clusters Score -258864.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -258865.578125 Penalty: 3803.606201 Iteration 34Q: 3 clusters Score -258865.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -258868.296875 Penalty: 3803.606201 Iteration 35Q: 3 clusters Score -258868.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -258868.296875 Penalty: 3803.606201 Iteration 36F: 3 clusters Score -258868.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (97124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97124 members Entering Unmasked Estep Score: -11785081.000000 Penalty: 2847.968506 Iteration 0F: 2 clusters Score -1.178508e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48562 members Mstep: Class 2 contains 48562 members Entering Unmasked Estep Score: -11719917.000000 Penalty: 5695.937012 Iteration 0F: 3 clusters Score -1.171992e+07 nChanged 45998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48848 members Mstep: Class 2 contains 48276 members Entering Unmasked Estep Score: -11746131.000000 Penalty: 5695.937012 Iteration 1F: 3 clusters Score -1.174613e+07 nChanged 3042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48982 members Mstep: Class 2 contains 48142 members Entering Unmasked Estep Score: -11746863.000000 Penalty: 5695.937012 Iteration 2Q: 3 clusters Score -1.174686e+07 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49123 members Mstep: Class 2 contains 48001 members Entering Unmasked Estep Score: -11747470.000000 Penalty: 5695.937012 Iteration 3Q: 3 clusters Score -1.174747e+07 nChanged 2942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49443 members Mstep: Class 2 contains 47681 members Entering Unmasked Estep Score: -11748194.000000 Penalty: 5695.937012 Iteration 4Q: 3 clusters Score -1.174819e+07 nChanged 2976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49981 members Mstep: Class 2 contains 47143 members Entering Unmasked Estep Score: -11748848.000000 Penalty: 5695.937012 Iteration 5Q: 3 clusters Score -1.174885e+07 nChanged 2976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50667 members Mstep: Class 2 contains 46457 members Entering Unmasked Estep Score: -11749639.000000 Penalty: 5695.937012 Iteration 6Q: 3 clusters Score -1.174964e+07 nChanged 3192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51633 members Mstep: Class 2 contains 45491 members Entering Unmasked Estep Score: -11750585.000000 Penalty: 5695.937012 Iteration 7Q: 3 clusters Score -1.175058e+07 nChanged 3436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52837 members Mstep: Class 2 contains 44287 members Entering Unmasked Estep Score: -11751656.000000 Penalty: 5695.937012 Iteration 8Q: 3 clusters Score -1.175166e+07 nChanged 3589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54512 members Mstep: Class 2 contains 42612 members Entering Unmasked Estep Score: -11752908.000000 Penalty: 5695.937012 Iteration 9Q: 3 clusters Score -1.175291e+07 nChanged 3811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56595 members Mstep: Class 2 contains 40529 members Entering Unmasked Estep Score: -11754439.000000 Penalty: 5695.937012 Iteration 10Q: 3 clusters Score -1.175444e+07 nChanged 4310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59437 members Mstep: Class 2 contains 37687 members Entering Unmasked Estep Score: -11756528.000000 Penalty: 5695.937012 Iteration 11Q: 3 clusters Score -1.175653e+07 nChanged 4627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62918 members Mstep: Class 2 contains 34206 members Entering Unmasked Estep Score: -11758920.000000 Penalty: 5695.937012 Iteration 12Q: 3 clusters Score -1.175892e+07 nChanged 4903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67065 members Mstep: Class 2 contains 30059 members Entering Unmasked Estep Score: -11761989.000000 Penalty: 5695.937012 Iteration 13F: 3 clusters Score -1.176199e+07 nChanged 4998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71609 members Mstep: Class 2 contains 25515 members Entering Unmasked Estep Score: -11765106.000000 Penalty: 5695.937012 Iteration 14F: 3 clusters Score -1.176511e+07 nChanged 4749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76140 members Mstep: Class 2 contains 20984 members Entering Unmasked Estep Score: -11768232.000000 Penalty: 5695.937012 Iteration 15Q: 3 clusters Score -1.176823e+07 nChanged 4366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80404 members Mstep: Class 2 contains 16720 members Entering Unmasked Estep Score: -11771146.000000 Penalty: 5695.937012 Iteration 16Q: 3 clusters Score -1.177115e+07 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84402 members Mstep: Class 2 contains 12722 members Entering Unmasked Estep Score: -11773880.000000 Penalty: 5695.937012 Iteration 17Q: 3 clusters Score -1.177388e+07 nChanged 3449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87847 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -11776237.000000 Penalty: 5695.937012 Iteration 18Q: 3 clusters Score -1.177624e+07 nChanged 2854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90699 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -11778200.000000 Penalty: 5695.937012 Iteration 19Q: 3 clusters Score -1.17782e+07 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92834 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -11779685.000000 Penalty: 5695.937012 Iteration 20F: 3 clusters Score -1.177968e+07 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94356 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -11780794.000000 Penalty: 5695.937012 Iteration 21Q: 3 clusters Score -1.178079e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95311 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -11781523.000000 Penalty: 5695.937012 Iteration 22Q: 3 clusters Score -1.178152e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95855 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -11781957.000000 Penalty: 5695.937012 Iteration 23Q: 3 clusters Score -1.178196e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96134 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -11782148.000000 Penalty: 5695.937012 Iteration 24Q: 3 clusters Score -1.178215e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96305 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -11782255.000000 Penalty: 5695.937012 Iteration 25Q: 3 clusters Score -1.178226e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96412 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -11782336.000000 Penalty: 5695.937012 Iteration 26Q: 3 clusters Score -1.178234e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96479 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -11782386.000000 Penalty: 5695.937012 Iteration 27Q: 3 clusters Score -1.178239e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96520 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -11782438.000000 Penalty: 5695.937012 Iteration 28Q: 3 clusters Score -1.178244e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96547 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -11782468.000000 Penalty: 5695.937012 Iteration 29Q: 3 clusters Score -1.178247e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96568 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -11782478.000000 Penalty: 5695.937012 Iteration 30Q: 3 clusters Score -1.178248e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96595 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -11782500.000000 Penalty: 5695.937012 Iteration 31Q: 3 clusters Score -1.17825e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96618 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -11782527.000000 Penalty: 5695.937012 Iteration 32Q: 3 clusters Score -1.178253e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96637 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -11782548.000000 Penalty: 5695.937012 Iteration 33Q: 3 clusters Score -1.178255e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96650 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -11782548.000000 Penalty: 5695.937012 Iteration 34Q: 3 clusters Score -1.178255e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96657 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -11782553.000000 Penalty: 5695.937012 Iteration 35Q: 3 clusters Score -1.178255e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96668 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -11782575.000000 Penalty: 5695.937012 Iteration 36Q: 3 clusters Score -1.178258e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96679 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -11782576.000000 Penalty: 5695.937012 Iteration 37Q: 3 clusters Score -1.178258e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96685 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -11782599.000000 Penalty: 5695.937012 Iteration 38Q: 3 clusters Score -1.17826e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96693 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -11782592.000000 Penalty: 5695.937012 Iteration 39Q: 3 clusters Score -1.178259e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96698 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -11782603.000000 Penalty: 5695.937012 Iteration 40F: 3 clusters Score -1.17826e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Entering Unmasked Estep Score: -402836.750000 Penalty: 2025.854980 Iteration 0F: 2 clusters Score -402836.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -399311.218750 Penalty: 4051.709961 Iteration 0F: 3 clusters Score -399311.2 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -400709.625000 Penalty: 4051.709961 Iteration 1F: 3 clusters Score -400709.6 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -401645.656250 Penalty: 4051.709961 Iteration 2F: 3 clusters Score -401645.7 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -402448.500000 Penalty: 4051.709961 Iteration 3F: 3 clusters Score -402448.5 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -403078.375000 Penalty: 4051.709961 Iteration 4F: 3 clusters Score -403078.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -403313.250000 Penalty: 4051.709961 Iteration 5F: 3 clusters Score -403313.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -403380.593750 Penalty: 4051.709961 Iteration 6Q: 3 clusters Score -403380.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -403400.343750 Penalty: 4051.709961 Iteration 7Q: 3 clusters Score -403400.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -403412.437500 Penalty: 4051.709961 Iteration 8Q: 3 clusters Score -403412.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -403420.156250 Penalty: 4051.709961 Iteration 9Q: 3 clusters Score -403420.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -403423.406250 Penalty: 4051.709961 Iteration 10Q: 3 clusters Score -403423.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -403425.375000 Penalty: 4051.709961 Iteration 11Q: 3 clusters Score -403425.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -403428.843750 Penalty: 4051.709961 Iteration 12Q: 3 clusters Score -403428.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -403430.437500 Penalty: 4051.709961 Iteration 13Q: 3 clusters Score -403430.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -403430.437500 Penalty: 4051.709961 Iteration 14F: 3 clusters Score -403430.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28775 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 5139 members Mstep: Class 5 contains 2887 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53120 members Mstep: Class 8 contains 2752 members Mstep: Class 9 contains 2140 members Mstep: Class 10 contains 97124 members Mstep: Class 11 contains 642 members Mstep: Class 12 contains 5889 members Mstep: Class 13 contains 4666 members Mstep: Class 14 contains 12327 members Mstep: Class 15 contains 14065 members Mstep: Class 17 contains 2443 members Mstep: Class 18 contains 7361 members Mstep: Class 19 contains 13023 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3844 members Entering Unmasked Estep Score: -33503442.000000 Penalty: 65393.410156 Splitting cluster 11 changes total score from -33504058.000000 to -33503442.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (5889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Entering Unmasked Estep Score: -716010.125000 Penalty: 2152.848633 Iteration 0F: 2 clusters Score -716010.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -710910.062500 Penalty: 4305.697266 Iteration 0F: 3 clusters Score -710910.1 nChanged 2323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -712179.250000 Penalty: 4305.697266 Iteration 1F: 3 clusters Score -712179.2 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -712367.062500 Penalty: 4305.697266 Iteration 2F: 3 clusters Score -712367.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -712464.937500 Penalty: 4305.697266 Iteration 3Q: 3 clusters Score -712464.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -712548.000000 Penalty: 4305.697266 Iteration 4Q: 3 clusters Score -712548 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -712617.062500 Penalty: 4305.697266 Iteration 5Q: 3 clusters Score -712617.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -712686.750000 Penalty: 4305.697266 Iteration 6Q: 3 clusters Score -712686.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -712738.125000 Penalty: 4305.697266 Iteration 7Q: 3 clusters Score -712738.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -712795.000000 Penalty: 4305.697266 Iteration 8Q: 3 clusters Score -712795 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -712838.125000 Penalty: 4305.697266 Iteration 9Q: 3 clusters Score -712838.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -712868.437500 Penalty: 4305.697266 Iteration 10Q: 3 clusters Score -712868.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -712899.125000 Penalty: 4305.697266 Iteration 11Q: 3 clusters Score -712899.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -712932.500000 Penalty: 4305.697266 Iteration 12Q: 3 clusters Score -712932.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -712966.125000 Penalty: 4305.697266 Iteration 13Q: 3 clusters Score -712966.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -712995.812500 Penalty: 4305.697266 Iteration 14Q: 3 clusters Score -712995.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -713026.812500 Penalty: 4305.697266 Iteration 15Q: 3 clusters Score -713026.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -713062.812500 Penalty: 4305.697266 Iteration 16Q: 3 clusters Score -713062.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -713108.000000 Penalty: 4305.697266 Iteration 17Q: 3 clusters Score -713108 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -713157.562500 Penalty: 4305.697266 Iteration 18Q: 3 clusters Score -713157.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -713223.125000 Penalty: 4305.697266 Iteration 19Q: 3 clusters Score -713223.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -713285.187500 Penalty: 4305.697266 Iteration 20F: 3 clusters Score -713285.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -713355.687500 Penalty: 4305.697266 Iteration 21Q: 3 clusters Score -713355.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -713424.812500 Penalty: 4305.697266 Iteration 22Q: 3 clusters Score -713424.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -713507.000000 Penalty: 4305.697266 Iteration 23Q: 3 clusters Score -713507 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -713581.125000 Penalty: 4305.697266 Iteration 24Q: 3 clusters Score -713581.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -713658.000000 Penalty: 4305.697266 Iteration 25Q: 3 clusters Score -713658 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -713731.812500 Penalty: 4305.697266 Iteration 26Q: 3 clusters Score -713731.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -713803.562500 Penalty: 4305.697266 Iteration 27Q: 3 clusters Score -713803.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -713856.062500 Penalty: 4305.697266 Iteration 28Q: 3 clusters Score -713856.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -713892.312500 Penalty: 4305.697266 Iteration 29Q: 3 clusters Score -713892.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -713917.375000 Penalty: 4305.697266 Iteration 30Q: 3 clusters Score -713917.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -713940.125000 Penalty: 4305.697266 Iteration 31Q: 3 clusters Score -713940.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -713958.562500 Penalty: 4305.697266 Iteration 32Q: 3 clusters Score -713958.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -713980.000000 Penalty: 4305.697266 Iteration 33Q: 3 clusters Score -713980 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -713988.875000 Penalty: 4305.697266 Iteration 34Q: 3 clusters Score -713988.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -713998.875000 Penalty: 4305.697266 Iteration 35Q: 3 clusters Score -713998.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -714009.062500 Penalty: 4305.697266 Iteration 36Q: 3 clusters Score -714009.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -714024.375000 Penalty: 4305.697266 Iteration 37Q: 3 clusters Score -714024.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -714037.687500 Penalty: 4305.697266 Iteration 38Q: 3 clusters Score -714037.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -714048.125000 Penalty: 4305.697266 Iteration 39Q: 3 clusters Score -714048.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -714057.937500 Penalty: 4305.697266 Iteration 40F: 3 clusters Score -714057.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -714063.750000 Penalty: 4305.697266 Iteration 41Q: 3 clusters Score -714063.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -714066.187500 Penalty: 4305.697266 Iteration 42Q: 3 clusters Score -714066.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -714070.875000 Penalty: 4305.697266 Iteration 43Q: 3 clusters Score -714070.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -714074.562500 Penalty: 4305.697266 Iteration 44Q: 3 clusters Score -714074.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -714076.312500 Penalty: 4305.697266 Iteration 45Q: 3 clusters Score -714076.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -714078.250000 Penalty: 4305.697266 Iteration 46Q: 3 clusters Score -714078.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -714082.562500 Penalty: 4305.697266 Iteration 47Q: 3 clusters Score -714082.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -714084.125000 Penalty: 4305.697266 Iteration 48Q: 3 clusters Score -714084.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -714084.125000 Penalty: 4305.697266 Iteration 49F: 3 clusters Score -714084.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Entering Unmasked Estep Score: -559146.000000 Penalty: 2095.118164 Iteration 0F: 2 clusters Score -559146 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -554855.875000 Penalty: 4190.236328 Iteration 0F: 3 clusters Score -554855.9 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -555865.312500 Penalty: 4190.236328 Iteration 1F: 3 clusters Score -555865.3 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -556060.562500 Penalty: 4190.236328 Iteration 2F: 3 clusters Score -556060.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -556187.687500 Penalty: 4190.236328 Iteration 3Q: 3 clusters Score -556187.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -556307.375000 Penalty: 4190.236328 Iteration 4Q: 3 clusters Score -556307.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -556417.000000 Penalty: 4190.236328 Iteration 5Q: 3 clusters Score -556417 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -556503.875000 Penalty: 4190.236328 Iteration 6Q: 3 clusters Score -556503.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -556580.250000 Penalty: 4190.236328 Iteration 7Q: 3 clusters Score -556580.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -556640.250000 Penalty: 4190.236328 Iteration 8Q: 3 clusters Score -556640.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -556705.437500 Penalty: 4190.236328 Iteration 9Q: 3 clusters Score -556705.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -556776.125000 Penalty: 4190.236328 Iteration 10Q: 3 clusters Score -556776.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -556841.125000 Penalty: 4190.236328 Iteration 11Q: 3 clusters Score -556841.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -556909.937500 Penalty: 4190.236328 Iteration 12Q: 3 clusters Score -556909.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -557000.812500 Penalty: 4190.236328 Iteration 13Q: 3 clusters Score -557000.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -557083.875000 Penalty: 4190.236328 Iteration 14Q: 3 clusters Score -557083.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -557162.437500 Penalty: 4190.236328 Iteration 15Q: 3 clusters Score -557162.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -557228.312500 Penalty: 4190.236328 Iteration 16Q: 3 clusters Score -557228.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -557289.500000 Penalty: 4190.236328 Iteration 17Q: 3 clusters Score -557289.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -557340.312500 Penalty: 4190.236328 Iteration 18Q: 3 clusters Score -557340.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -557375.250000 Penalty: 4190.236328 Iteration 19Q: 3 clusters Score -557375.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -557405.375000 Penalty: 4190.236328 Iteration 20F: 3 clusters Score -557405.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -557437.937500 Penalty: 4190.236328 Iteration 21Q: 3 clusters Score -557437.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -557469.125000 Penalty: 4190.236328 Iteration 22Q: 3 clusters Score -557469.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -557498.937500 Penalty: 4190.236328 Iteration 23Q: 3 clusters Score -557498.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -557535.312500 Penalty: 4190.236328 Iteration 24Q: 3 clusters Score -557535.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -557561.062500 Penalty: 4190.236328 Iteration 25Q: 3 clusters Score -557561.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -557588.312500 Penalty: 4190.236328 Iteration 26Q: 3 clusters Score -557588.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -557605.125000 Penalty: 4190.236328 Iteration 27Q: 3 clusters Score -557605.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -557622.625000 Penalty: 4190.236328 Iteration 28Q: 3 clusters Score -557622.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -557637.562500 Penalty: 4190.236328 Iteration 29Q: 3 clusters Score -557637.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -557651.500000 Penalty: 4190.236328 Iteration 30Q: 3 clusters Score -557651.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -557664.812500 Penalty: 4190.236328 Iteration 31Q: 3 clusters Score -557664.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -557673.625000 Penalty: 4190.236328 Iteration 32Q: 3 clusters Score -557673.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -557680.375000 Penalty: 4190.236328 Iteration 33Q: 3 clusters Score -557680.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -557684.812500 Penalty: 4190.236328 Iteration 34Q: 3 clusters Score -557684.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -557687.125000 Penalty: 4190.236328 Iteration 35Q: 3 clusters Score -557687.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -557689.562500 Penalty: 4190.236328 Iteration 36Q: 3 clusters Score -557689.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -557692.187500 Penalty: 4190.236328 Iteration 37Q: 3 clusters Score -557692.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -557695.000000 Penalty: 4190.236328 Iteration 38Q: 3 clusters Score -557695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -557696.812500 Penalty: 4190.236328 Iteration 39Q: 3 clusters Score -557696.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -557698.562500 Penalty: 4190.236328 Iteration 40F: 3 clusters Score -557698.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -557704.062500 Penalty: 4190.236328 Iteration 41Q: 3 clusters Score -557704.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -557705.062500 Penalty: 4190.236328 Iteration 42Q: 3 clusters Score -557705.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -557705.312500 Penalty: 4190.236328 Iteration 43Q: 3 clusters Score -557705.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -557705.750000 Penalty: 4190.236328 Iteration 44Q: 3 clusters Score -557705.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -557707.062500 Penalty: 4190.236328 Iteration 45Q: 3 clusters Score -557707.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -557707.062500 Penalty: 4190.236328 Iteration 46F: 3 clusters Score -557707.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (12327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12327 members Entering Unmasked Estep Score: -1478928.500000 Penalty: 2336.047607 Iteration 0F: 2 clusters Score -1478928 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -1469796.500000 Penalty: 4672.095215 Iteration 0F: 3 clusters Score -1469796 nChanged 5216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -1472653.625000 Penalty: 4672.095215 Iteration 1F: 3 clusters Score -1472654 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -1473210.875000 Penalty: 4672.095215 Iteration 2F: 3 clusters Score -1473211 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -1473770.000000 Penalty: 4672.095215 Iteration 3F: 3 clusters Score -1473770 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -1474313.875000 Penalty: 4672.095215 Iteration 4F: 3 clusters Score -1474314 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -1474752.250000 Penalty: 4672.095215 Iteration 5F: 3 clusters Score -1474752 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1475117.875000 Penalty: 4672.095215 Iteration 6F: 3 clusters Score -1475118 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1475411.250000 Penalty: 4672.095215 Iteration 7Q: 3 clusters Score -1475411 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -1475661.375000 Penalty: 4672.095215 Iteration 8Q: 3 clusters Score -1475661 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1475867.500000 Penalty: 4672.095215 Iteration 9Q: 3 clusters Score -1475868 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -1476017.875000 Penalty: 4672.095215 Iteration 10Q: 3 clusters Score -1476018 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -1476148.875000 Penalty: 4672.095215 Iteration 11Q: 3 clusters Score -1476149 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -1476246.875000 Penalty: 4672.095215 Iteration 12Q: 3 clusters Score -1476247 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -1476320.000000 Penalty: 4672.095215 Iteration 13Q: 3 clusters Score -1476320 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1476376.625000 Penalty: 4672.095215 Iteration 14Q: 3 clusters Score -1476377 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1476411.875000 Penalty: 4672.095215 Iteration 15Q: 3 clusters Score -1476412 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1476445.500000 Penalty: 4672.095215 Iteration 16Q: 3 clusters Score -1476446 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -1476471.875000 Penalty: 4672.095215 Iteration 17Q: 3 clusters Score -1476472 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1476495.125000 Penalty: 4672.095215 Iteration 18Q: 3 clusters Score -1476495 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1476510.250000 Penalty: 4672.095215 Iteration 19Q: 3 clusters Score -1476510 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -1476516.625000 Penalty: 4672.095215 Iteration 20F: 3 clusters Score -1476517 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -1476535.375000 Penalty: 4672.095215 Iteration 21Q: 3 clusters Score -1476535 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1476546.375000 Penalty: 4672.095215 Iteration 22Q: 3 clusters Score -1476546 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -1476561.625000 Penalty: 4672.095215 Iteration 23Q: 3 clusters Score -1476562 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1476573.375000 Penalty: 4672.095215 Iteration 24Q: 3 clusters Score -1476573 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1476582.375000 Penalty: 4672.095215 Iteration 25Q: 3 clusters Score -1476582 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -1476587.625000 Penalty: 4672.095215 Iteration 26Q: 3 clusters Score -1476588 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1476594.750000 Penalty: 4672.095215 Iteration 27Q: 3 clusters Score -1476595 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -1476595.375000 Penalty: 4672.095215 Iteration 28Q: 3 clusters Score -1476595 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -1476599.500000 Penalty: 4672.095215 Iteration 29Q: 3 clusters Score -1476600 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -1476603.375000 Penalty: 4672.095215 Iteration 30Q: 3 clusters Score -1476603 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -1476607.250000 Penalty: 4672.095215 Iteration 31Q: 3 clusters Score -1476607 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -1476610.250000 Penalty: 4672.095215 Iteration 32Q: 3 clusters Score -1476610 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -1476618.250000 Penalty: 4672.095215 Iteration 33Q: 3 clusters Score -1476618 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -1476622.250000 Penalty: 4672.095215 Iteration 34Q: 3 clusters Score -1476622 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1476627.250000 Penalty: 4672.095215 Iteration 35Q: 3 clusters Score -1476627 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -1476628.250000 Penalty: 4672.095215 Iteration 36Q: 3 clusters Score -1476628 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -1476639.500000 Penalty: 4672.095215 Iteration 37Q: 3 clusters Score -1476640 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -1476645.000000 Penalty: 4672.095215 Iteration 38Q: 3 clusters Score -1476645 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -1476642.500000 Penalty: 4672.095215 Iteration 39Q: 3 clusters Score -1476642 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -1476646.500000 Penalty: 4672.095215 Iteration 40F: 3 clusters Score -1476646 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -1476645.875000 Penalty: 4672.095215 Iteration 41Q: 3 clusters Score -1476646 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -1476647.500000 Penalty: 4672.095215 Iteration 42Q: 3 clusters Score -1476648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -1476649.250000 Penalty: 4672.095215 Iteration 43Q: 3 clusters Score -1476649 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -1476649.750000 Penalty: 4672.095215 Iteration 44Q: 3 clusters Score -1476650 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -1476650.875000 Penalty: 4672.095215 Iteration 45Q: 3 clusters Score -1476651 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -1476651.250000 Penalty: 4672.095215 Iteration 46Q: 3 clusters Score -1476651 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -1476652.375000 Penalty: 4672.095215 Iteration 47Q: 3 clusters Score -1476652 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -1476652.875000 Penalty: 4672.095215 Iteration 48Q: 3 clusters Score -1476653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -1476651.250000 Penalty: 4672.095215 Iteration 49Q: 3 clusters Score -1476651 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1476652.000000 Penalty: 4672.095215 Iteration 50Q: 3 clusters Score -1476652 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1476653.125000 Penalty: 4672.095215 Iteration 51Q: 3 clusters Score -1476653 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -1476654.250000 Penalty: 4672.095215 Iteration 52Q: 3 clusters Score -1476654 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -1476657.250000 Penalty: 4672.095215 Iteration 53Q: 3 clusters Score -1476657 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -1476658.375000 Penalty: 4672.095215 Iteration 54Q: 3 clusters Score -1476658 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -1476658.500000 Penalty: 4672.095215 Iteration 55Q: 3 clusters Score -1476658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1476659.375000 Penalty: 4672.095215 Iteration 56Q: 3 clusters Score -1476659 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1476658.000000 Penalty: 4672.095215 Iteration 57Q: 3 clusters Score -1476658 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7190 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -1476658.250000 Penalty: 4672.095215 Iteration 58Q: 3 clusters Score -1476658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -1476659.000000 Penalty: 4672.095215 Iteration 59Q: 3 clusters Score -1476659 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -1476659.875000 Penalty: 4672.095215 Iteration 60F: 3 clusters Score -1476660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1476654.875000 Penalty: 4672.095215 Iteration 61Q: 3 clusters Score -1476655 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1476656.625000 Penalty: 4672.095215 Iteration 62Q: 3 clusters Score -1476657 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1476656.625000 Penalty: 4672.095215 Iteration 63F: 3 clusters Score -1476657 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (14065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Entering Unmasked Estep Score: -1696285.500000 Penalty: 2368.758301 Iteration 0F: 2 clusters Score -1696286 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -1685993.250000 Penalty: 4737.516602 Iteration 0F: 3 clusters Score -1685993 nChanged 6039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -1689386.125000 Penalty: 4737.516602 Iteration 1F: 3 clusters Score -1689386 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -1689898.750000 Penalty: 4737.516602 Iteration 2F: 3 clusters Score -1689899 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -1690367.125000 Penalty: 4737.516602 Iteration 3F: 3 clusters Score -1690367 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -1690816.375000 Penalty: 4737.516602 Iteration 4F: 3 clusters Score -1690816 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -1691271.375000 Penalty: 4737.516602 Iteration 5F: 3 clusters Score -1691271 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -1691694.625000 Penalty: 4737.516602 Iteration 6F: 3 clusters Score -1691695 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 9231 members Entering Unmasked Estep Score: -1692042.625000 Penalty: 4737.516602 Iteration 7Q: 3 clusters Score -1692043 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -1692368.875000 Penalty: 4737.516602 Iteration 8Q: 3 clusters Score -1692369 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 10019 members Entering Unmasked Estep Score: -1692688.125000 Penalty: 4737.516602 Iteration 9Q: 3 clusters Score -1692688 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 10382 members Entering Unmasked Estep Score: -1692978.250000 Penalty: 4737.516602 Iteration 10Q: 3 clusters Score -1692978 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 10682 members Entering Unmasked Estep Score: -1693205.125000 Penalty: 4737.516602 Iteration 11Q: 3 clusters Score -1693205 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 10958 members Entering Unmasked Estep Score: -1693418.375000 Penalty: 4737.516602 Iteration 12Q: 3 clusters Score -1693418 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 11193 members Entering Unmasked Estep Score: -1693593.375000 Penalty: 4737.516602 Iteration 13Q: 3 clusters Score -1693593 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 11373 members Entering Unmasked Estep Score: -1693723.250000 Penalty: 4737.516602 Iteration 14Q: 3 clusters Score -1693723 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 11514 members Entering Unmasked Estep Score: -1693818.250000 Penalty: 4737.516602 Iteration 15Q: 3 clusters Score -1693818 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 11646 members Entering Unmasked Estep Score: -1693905.500000 Penalty: 4737.516602 Iteration 16Q: 3 clusters Score -1693906 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 11760 members Entering Unmasked Estep Score: -1693977.625000 Penalty: 4737.516602 Iteration 17Q: 3 clusters Score -1693978 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -1694041.125000 Penalty: 4737.516602 Iteration 18Q: 3 clusters Score -1694041 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -1694095.000000 Penalty: 4737.516602 Iteration 19Q: 3 clusters Score -1694095 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -1694136.500000 Penalty: 4737.516602 Iteration 20F: 3 clusters Score -1694136 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -1694176.125000 Penalty: 4737.516602 Iteration 21Q: 3 clusters Score -1694176 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -1694190.750000 Penalty: 4737.516602 Iteration 22Q: 3 clusters Score -1694191 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 12142 members Entering Unmasked Estep Score: -1694211.000000 Penalty: 4737.516602 Iteration 23Q: 3 clusters Score -1694211 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -1694230.625000 Penalty: 4737.516602 Iteration 24Q: 3 clusters Score -1694231 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 12207 members Entering Unmasked Estep Score: -1694256.375000 Penalty: 4737.516602 Iteration 25Q: 3 clusters Score -1694256 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 12245 members Entering Unmasked Estep Score: -1694276.000000 Penalty: 4737.516602 Iteration 26Q: 3 clusters Score -1694276 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 12285 members Entering Unmasked Estep Score: -1694300.250000 Penalty: 4737.516602 Iteration 27Q: 3 clusters Score -1694300 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 12323 members Entering Unmasked Estep Score: -1694337.750000 Penalty: 4737.516602 Iteration 28Q: 3 clusters Score -1694338 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 12348 members Entering Unmasked Estep Score: -1694373.500000 Penalty: 4737.516602 Iteration 29Q: 3 clusters Score -1694374 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 12383 members Entering Unmasked Estep Score: -1694424.500000 Penalty: 4737.516602 Iteration 30Q: 3 clusters Score -1694424 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 12412 members Entering Unmasked Estep Score: -1694474.375000 Penalty: 4737.516602 Iteration 31Q: 3 clusters Score -1694474 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 12436 members Entering Unmasked Estep Score: -1694519.250000 Penalty: 4737.516602 Iteration 32Q: 3 clusters Score -1694519 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 12455 members Entering Unmasked Estep Score: -1694544.750000 Penalty: 4737.516602 Iteration 33Q: 3 clusters Score -1694545 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -1694563.125000 Penalty: 4737.516602 Iteration 34Q: 3 clusters Score -1694563 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 12458 members Entering Unmasked Estep Score: -1694584.000000 Penalty: 4737.516602 Iteration 35Q: 3 clusters Score -1694584 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -1694601.375000 Penalty: 4737.516602 Iteration 36Q: 3 clusters Score -1694601 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -1694624.500000 Penalty: 4737.516602 Iteration 37Q: 3 clusters Score -1694624 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 12478 members Entering Unmasked Estep Score: -1694637.500000 Penalty: 4737.516602 Iteration 38Q: 3 clusters Score -1694638 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 12483 members Entering Unmasked Estep Score: -1694650.375000 Penalty: 4737.516602 Iteration 39Q: 3 clusters Score -1694650 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 12495 members Entering Unmasked Estep Score: -1694657.625000 Penalty: 4737.516602 Iteration 40F: 3 clusters Score -1694658 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -1694664.000000 Penalty: 4737.516602 Iteration 41Q: 3 clusters Score -1694664 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -1694679.125000 Penalty: 4737.516602 Iteration 42Q: 3 clusters Score -1694679 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 12526 members Entering Unmasked Estep Score: -1694688.125000 Penalty: 4737.516602 Iteration 43Q: 3 clusters Score -1694688 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 12527 members Entering Unmasked Estep Score: -1694697.000000 Penalty: 4737.516602 Iteration 44Q: 3 clusters Score -1694697 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 12532 members Entering Unmasked Estep Score: -1694707.250000 Penalty: 4737.516602 Iteration 45Q: 3 clusters Score -1694707 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 12540 members Entering Unmasked Estep Score: -1694718.000000 Penalty: 4737.516602 Iteration 46Q: 3 clusters Score -1694718 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 12545 members Entering Unmasked Estep Score: -1694721.500000 Penalty: 4737.516602 Iteration 47Q: 3 clusters Score -1694722 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 12550 members Entering Unmasked Estep Score: -1694727.375000 Penalty: 4737.516602 Iteration 48Q: 3 clusters Score -1694727 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 12553 members Entering Unmasked Estep Score: -1694733.000000 Penalty: 4737.516602 Iteration 49Q: 3 clusters Score -1694733 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 12557 members Entering Unmasked Estep Score: -1694734.125000 Penalty: 4737.516602 Iteration 50Q: 3 clusters Score -1694734 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 12561 members Entering Unmasked Estep Score: -1694736.125000 Penalty: 4737.516602 Iteration 51Q: 3 clusters Score -1694736 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 12563 members Entering Unmasked Estep Score: -1694738.500000 Penalty: 4737.516602 Iteration 52Q: 3 clusters Score -1694738 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 12565 members Entering Unmasked Estep Score: -1694739.750000 Penalty: 4737.516602 Iteration 53Q: 3 clusters Score -1694740 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 12565 members Entering Unmasked Estep Score: -1694742.250000 Penalty: 4737.516602 Iteration 54Q: 3 clusters Score -1694742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 12566 members Entering Unmasked Estep Score: -1694741.000000 Penalty: 4737.516602 Iteration 55Q: 3 clusters Score -1694741 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 12567 members Entering Unmasked Estep Score: -1694742.375000 Penalty: 4737.516602 Iteration 56Q: 3 clusters Score -1694742 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -1694742.625000 Penalty: 4737.516602 Iteration 57Q: 3 clusters Score -1694743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -1694742.875000 Penalty: 4737.516602 Iteration 58Q: 3 clusters Score -1694743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -1694742.875000 Penalty: 4737.516602 Iteration 59F: 3 clusters Score -1694743 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Entering Unmasked Estep Score: -270141.531250 Penalty: 1934.643555 Iteration 0F: 2 clusters Score -270141.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -267235.062500 Penalty: 3869.287109 Iteration 0F: 3 clusters Score -267235.1 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -267820.656250 Penalty: 3869.287109 Iteration 1F: 3 clusters Score -267820.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -267955.968750 Penalty: 3869.287109 Iteration 2F: 3 clusters Score -267956 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -268022.281250 Penalty: 3869.287109 Iteration 3Q: 3 clusters Score -268022.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -268064.468750 Penalty: 3869.287109 Iteration 4Q: 3 clusters Score -268064.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -268097.000000 Penalty: 3869.287109 Iteration 5Q: 3 clusters Score -268097 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -268126.031250 Penalty: 3869.287109 Iteration 6Q: 3 clusters Score -268126 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -268152.218750 Penalty: 3869.287109 Iteration 7Q: 3 clusters Score -268152.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -268174.562500 Penalty: 3869.287109 Iteration 8Q: 3 clusters Score -268174.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -268193.062500 Penalty: 3869.287109 Iteration 9Q: 3 clusters Score -268193.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -268215.343750 Penalty: 3869.287109 Iteration 10Q: 3 clusters Score -268215.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -268235.562500 Penalty: 3869.287109 Iteration 11Q: 3 clusters Score -268235.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -268253.593750 Penalty: 3869.287109 Iteration 12Q: 3 clusters Score -268253.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -268266.500000 Penalty: 3869.287109 Iteration 13Q: 3 clusters Score -268266.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -268283.718750 Penalty: 3869.287109 Iteration 14Q: 3 clusters Score -268283.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -268305.093750 Penalty: 3869.287109 Iteration 15Q: 3 clusters Score -268305.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -268330.718750 Penalty: 3869.287109 Iteration 16Q: 3 clusters Score -268330.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -268354.156250 Penalty: 3869.287109 Iteration 17Q: 3 clusters Score -268354.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -268366.812500 Penalty: 3869.287109 Iteration 18Q: 3 clusters Score -268366.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -268377.281250 Penalty: 3869.287109 Iteration 19Q: 3 clusters Score -268377.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -268402.562500 Penalty: 3869.287109 Iteration 20F: 3 clusters Score -268402.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -268421.062500 Penalty: 3869.287109 Iteration 21Q: 3 clusters Score -268421.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -268437.375000 Penalty: 3869.287109 Iteration 22Q: 3 clusters Score -268437.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -268451.437500 Penalty: 3869.287109 Iteration 23Q: 3 clusters Score -268451.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -268462.656250 Penalty: 3869.287109 Iteration 24Q: 3 clusters Score -268462.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -268471.656250 Penalty: 3869.287109 Iteration 25Q: 3 clusters Score -268471.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -268479.968750 Penalty: 3869.287109 Iteration 26Q: 3 clusters Score -268480 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -268488.531250 Penalty: 3869.287109 Iteration 27Q: 3 clusters Score -268488.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -268500.375000 Penalty: 3869.287109 Iteration 28Q: 3 clusters Score -268500.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -268517.187500 Penalty: 3869.287109 Iteration 29Q: 3 clusters Score -268517.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -268530.937500 Penalty: 3869.287109 Iteration 30Q: 3 clusters Score -268530.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -268537.781250 Penalty: 3869.287109 Iteration 31Q: 3 clusters Score -268537.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -268547.625000 Penalty: 3869.287109 Iteration 32Q: 3 clusters Score -268547.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -268555.531250 Penalty: 3869.287109 Iteration 33Q: 3 clusters Score -268555.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -268564.343750 Penalty: 3869.287109 Iteration 34Q: 3 clusters Score -268564.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -268571.968750 Penalty: 3869.287109 Iteration 35Q: 3 clusters Score -268572 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -268576.625000 Penalty: 3869.287109 Iteration 36Q: 3 clusters Score -268576.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -268584.781250 Penalty: 3869.287109 Iteration 37Q: 3 clusters Score -268584.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -268592.406250 Penalty: 3869.287109 Iteration 38Q: 3 clusters Score -268592.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -268597.031250 Penalty: 3869.287109 Iteration 39Q: 3 clusters Score -268597 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -268599.312500 Penalty: 3869.287109 Iteration 40F: 3 clusters Score -268599.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -268600.812500 Penalty: 3869.287109 Iteration 41Q: 3 clusters Score -268600.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -268602.093750 Penalty: 3869.287109 Iteration 42Q: 3 clusters Score -268602.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -268604.750000 Penalty: 3869.287109 Iteration 43Q: 3 clusters Score -268604.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -268604.750000 Penalty: 3869.287109 Iteration 44F: 3 clusters Score -268604.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Entering Unmasked Estep Score: -877841.250000 Penalty: 2208.179688 Iteration 0F: 2 clusters Score -877841.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -871832.375000 Penalty: 4416.359375 Iteration 0F: 3 clusters Score -871832.4 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -873462.250000 Penalty: 4416.359375 Iteration 1F: 3 clusters Score -873462.2 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -873858.187500 Penalty: 4416.359375 Iteration 2F: 3 clusters Score -873858.2 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -874213.687500 Penalty: 4416.359375 Iteration 3F: 3 clusters Score -874213.7 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -874610.125000 Penalty: 4416.359375 Iteration 4F: 3 clusters Score -874610.1 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -874985.687500 Penalty: 4416.359375 Iteration 5F: 3 clusters Score -874985.7 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -875337.187500 Penalty: 4416.359375 Iteration 6F: 3 clusters Score -875337.2 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -875706.687500 Penalty: 4416.359375 Iteration 7F: 3 clusters Score -875706.7 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -876107.250000 Penalty: 4416.359375 Iteration 8F: 3 clusters Score -876107.2 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -876419.750000 Penalty: 4416.359375 Iteration 9Q: 3 clusters Score -876419.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -876660.437500 Penalty: 4416.359375 Iteration 10Q: 3 clusters Score -876660.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -876809.062500 Penalty: 4416.359375 Iteration 11Q: 3 clusters Score -876809.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -876888.687500 Penalty: 4416.359375 Iteration 12Q: 3 clusters Score -876888.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -876946.625000 Penalty: 4416.359375 Iteration 13Q: 3 clusters Score -876946.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -876993.437500 Penalty: 4416.359375 Iteration 14Q: 3 clusters Score -876993.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -877045.875000 Penalty: 4416.359375 Iteration 15Q: 3 clusters Score -877045.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -877124.875000 Penalty: 4416.359375 Iteration 16Q: 3 clusters Score -877124.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -877202.875000 Penalty: 4416.359375 Iteration 17Q: 3 clusters Score -877202.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -877272.375000 Penalty: 4416.359375 Iteration 18Q: 3 clusters Score -877272.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -877320.687500 Penalty: 4416.359375 Iteration 19Q: 3 clusters Score -877320.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -877356.562500 Penalty: 4416.359375 Iteration 20F: 3 clusters Score -877356.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -877390.250000 Penalty: 4416.359375 Iteration 21Q: 3 clusters Score -877390.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -877412.000000 Penalty: 4416.359375 Iteration 22Q: 3 clusters Score -877412 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -877430.375000 Penalty: 4416.359375 Iteration 23Q: 3 clusters Score -877430.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -877446.687500 Penalty: 4416.359375 Iteration 24Q: 3 clusters Score -877446.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -877464.812500 Penalty: 4416.359375 Iteration 25Q: 3 clusters Score -877464.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -877475.812500 Penalty: 4416.359375 Iteration 26Q: 3 clusters Score -877475.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -877490.437500 Penalty: 4416.359375 Iteration 27Q: 3 clusters Score -877490.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -877494.937500 Penalty: 4416.359375 Iteration 28Q: 3 clusters Score -877494.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -877501.000000 Penalty: 4416.359375 Iteration 29Q: 3 clusters Score -877501 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -877502.187500 Penalty: 4416.359375 Iteration 30Q: 3 clusters Score -877502.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -877504.125000 Penalty: 4416.359375 Iteration 31Q: 3 clusters Score -877504.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -877505.375000 Penalty: 4416.359375 Iteration 32Q: 3 clusters Score -877505.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -877507.812500 Penalty: 4416.359375 Iteration 33Q: 3 clusters Score -877507.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -877511.437500 Penalty: 4416.359375 Iteration 34Q: 3 clusters Score -877511.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -877513.937500 Penalty: 4416.359375 Iteration 35Q: 3 clusters Score -877513.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -877515.687500 Penalty: 4416.359375 Iteration 36Q: 3 clusters Score -877515.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -877514.125000 Penalty: 4416.359375 Iteration 37Q: 3 clusters Score -877514.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -877515.062500 Penalty: 4416.359375 Iteration 38Q: 3 clusters Score -877515.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -877516.750000 Penalty: 4416.359375 Iteration 39Q: 3 clusters Score -877516.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -877516.187500 Penalty: 4416.359375 Iteration 40F: 3 clusters Score -877516.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -877517.937500 Penalty: 4416.359375 Iteration 41Q: 3 clusters Score -877517.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -877516.687500 Penalty: 4416.359375 Iteration 42Q: 3 clusters Score -877516.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -877519.687500 Penalty: 4416.359375 Iteration 43Q: 3 clusters Score -877519.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -877518.312500 Penalty: 4416.359375 Iteration 44Q: 3 clusters Score -877518.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -877518.312500 Penalty: 4416.359375 Iteration 45F: 3 clusters Score -877518.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13023 members Entering Unmasked Estep Score: -1467838.375000 Penalty: 2349.668945 Iteration 0F: 2 clusters Score -1467838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -1458208.250000 Penalty: 4699.337891 Iteration 0F: 3 clusters Score -1458208 nChanged 5524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1461298.125000 Penalty: 4699.337891 Iteration 1F: 3 clusters Score -1461298 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1461717.500000 Penalty: 4699.337891 Iteration 2F: 3 clusters Score -1461718 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -1462026.750000 Penalty: 4699.337891 Iteration 3F: 3 clusters Score -1462027 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1462303.000000 Penalty: 4699.337891 Iteration 4Q: 3 clusters Score -1462303 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -1462571.750000 Penalty: 4699.337891 Iteration 5Q: 3 clusters Score -1462572 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1462875.125000 Penalty: 4699.337891 Iteration 6Q: 3 clusters Score -1462875 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1463230.625000 Penalty: 4699.337891 Iteration 7Q: 3 clusters Score -1463231 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1463610.750000 Penalty: 4699.337891 Iteration 8Q: 3 clusters Score -1463611 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1464017.500000 Penalty: 4699.337891 Iteration 9Q: 3 clusters Score -1464018 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -1464414.750000 Penalty: 4699.337891 Iteration 10Q: 3 clusters Score -1464415 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1464810.625000 Penalty: 4699.337891 Iteration 11Q: 3 clusters Score -1464811 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10877 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1465150.875000 Penalty: 4699.337891 Iteration 12Q: 3 clusters Score -1465151 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1465418.125000 Penalty: 4699.337891 Iteration 13Q: 3 clusters Score -1465418 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1465613.875000 Penalty: 4699.337891 Iteration 14Q: 3 clusters Score -1465614 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1465775.375000 Penalty: 4699.337891 Iteration 15Q: 3 clusters Score -1465775 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11646 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -1465903.500000 Penalty: 4699.337891 Iteration 16Q: 3 clusters Score -1465904 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1466020.750000 Penalty: 4699.337891 Iteration 17Q: 3 clusters Score -1466021 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11792 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1466132.375000 Penalty: 4699.337891 Iteration 18Q: 3 clusters Score -1466132 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1466212.375000 Penalty: 4699.337891 Iteration 19Q: 3 clusters Score -1466212 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1466284.250000 Penalty: 4699.337891 Iteration 20F: 3 clusters Score -1466284 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1466330.250000 Penalty: 4699.337891 Iteration 21Q: 3 clusters Score -1466330 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11908 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1466364.125000 Penalty: 4699.337891 Iteration 22Q: 3 clusters Score -1466364 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1466382.500000 Penalty: 4699.337891 Iteration 23Q: 3 clusters Score -1466382 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1466400.125000 Penalty: 4699.337891 Iteration 24Q: 3 clusters Score -1466400 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11913 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1466404.375000 Penalty: 4699.337891 Iteration 25Q: 3 clusters Score -1466404 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1466416.500000 Penalty: 4699.337891 Iteration 26Q: 3 clusters Score -1466416 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1466420.125000 Penalty: 4699.337891 Iteration 27Q: 3 clusters Score -1466420 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1466424.250000 Penalty: 4699.337891 Iteration 28Q: 3 clusters Score -1466424 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1466427.375000 Penalty: 4699.337891 Iteration 29Q: 3 clusters Score -1466427 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1466428.500000 Penalty: 4699.337891 Iteration 30Q: 3 clusters Score -1466428 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11921 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1466429.125000 Penalty: 4699.337891 Iteration 31Q: 3 clusters Score -1466429 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11921 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1466432.875000 Penalty: 4699.337891 Iteration 32Q: 3 clusters Score -1466433 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11921 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -1466435.875000 Penalty: 4699.337891 Iteration 33Q: 3 clusters Score -1466436 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11920 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1466436.125000 Penalty: 4699.337891 Iteration 34Q: 3 clusters Score -1466436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1466439.250000 Penalty: 4699.337891 Iteration 35Q: 3 clusters Score -1466439 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1466441.500000 Penalty: 4699.337891 Iteration 36Q: 3 clusters Score -1466442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11928 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1466442.750000 Penalty: 4699.337891 Iteration 37Q: 3 clusters Score -1466443 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1466441.625000 Penalty: 4699.337891 Iteration 38Q: 3 clusters Score -1466442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1466445.250000 Penalty: 4699.337891 Iteration 39Q: 3 clusters Score -1466445 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1466447.000000 Penalty: 4699.337891 Iteration 40F: 3 clusters Score -1466447 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (10055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10055 members Entering Unmasked Estep Score: -1229082.625000 Penalty: 2285.524658 Iteration 0F: 2 clusters Score -1229083 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1221374.000000 Penalty: 4571.049316 Iteration 0F: 3 clusters Score -1221374 nChanged 4256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1223668.250000 Penalty: 4571.049316 Iteration 1F: 3 clusters Score -1223668 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -1223941.375000 Penalty: 4571.049316 Iteration 2F: 3 clusters Score -1223941 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1224136.750000 Penalty: 4571.049316 Iteration 3Q: 3 clusters Score -1224137 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1224312.750000 Penalty: 4571.049316 Iteration 4Q: 3 clusters Score -1224313 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1224483.875000 Penalty: 4571.049316 Iteration 5Q: 3 clusters Score -1224484 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -1224662.000000 Penalty: 4571.049316 Iteration 6Q: 3 clusters Score -1224662 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -1224823.625000 Penalty: 4571.049316 Iteration 7Q: 3 clusters Score -1224824 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -1224985.500000 Penalty: 4571.049316 Iteration 8Q: 3 clusters Score -1224986 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -1225148.125000 Penalty: 4571.049316 Iteration 9Q: 3 clusters Score -1225148 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -1225339.625000 Penalty: 4571.049316 Iteration 10Q: 3 clusters Score -1225340 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -1225564.125000 Penalty: 4571.049316 Iteration 11Q: 3 clusters Score -1225564 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 8147 members Entering Unmasked Estep Score: -1225800.625000 Penalty: 4571.049316 Iteration 12Q: 3 clusters Score -1225801 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -1226044.625000 Penalty: 4571.049316 Iteration 13Q: 3 clusters Score -1226045 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -1226268.625000 Penalty: 4571.049316 Iteration 14Q: 3 clusters Score -1226269 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 9044 members Entering Unmasked Estep Score: -1226452.250000 Penalty: 4571.049316 Iteration 15Q: 3 clusters Score -1226452 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -1226598.000000 Penalty: 4571.049316 Iteration 16Q: 3 clusters Score -1226598 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -1226684.875000 Penalty: 4571.049316 Iteration 17Q: 3 clusters Score -1226685 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -1226754.875000 Penalty: 4571.049316 Iteration 18Q: 3 clusters Score -1226755 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -1226813.875000 Penalty: 4571.049316 Iteration 19Q: 3 clusters Score -1226814 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 9543 members Entering Unmasked Estep Score: -1226862.625000 Penalty: 4571.049316 Iteration 20F: 3 clusters Score -1226863 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -1226900.375000 Penalty: 4571.049316 Iteration 21Q: 3 clusters Score -1226900 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 9615 members Entering Unmasked Estep Score: -1226934.625000 Penalty: 4571.049316 Iteration 22Q: 3 clusters Score -1226935 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -1226963.375000 Penalty: 4571.049316 Iteration 23Q: 3 clusters Score -1226963 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 9667 members Entering Unmasked Estep Score: -1226984.625000 Penalty: 4571.049316 Iteration 24Q: 3 clusters Score -1226985 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -1227002.000000 Penalty: 4571.049316 Iteration 25Q: 3 clusters Score -1227002 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 9696 members Entering Unmasked Estep Score: -1227016.125000 Penalty: 4571.049316 Iteration 26Q: 3 clusters Score -1227016 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 9706 members Entering Unmasked Estep Score: -1227026.500000 Penalty: 4571.049316 Iteration 27Q: 3 clusters Score -1227026 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -1227035.625000 Penalty: 4571.049316 Iteration 28Q: 3 clusters Score -1227036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -1227041.875000 Penalty: 4571.049316 Iteration 29Q: 3 clusters Score -1227042 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -1227048.875000 Penalty: 4571.049316 Iteration 30Q: 3 clusters Score -1227049 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -1227053.625000 Penalty: 4571.049316 Iteration 31Q: 3 clusters Score -1227054 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -1227065.875000 Penalty: 4571.049316 Iteration 32Q: 3 clusters Score -1227066 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 9737 members Entering Unmasked Estep Score: -1227073.375000 Penalty: 4571.049316 Iteration 33Q: 3 clusters Score -1227073 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 9743 members Entering Unmasked Estep Score: -1227082.500000 Penalty: 4571.049316 Iteration 34Q: 3 clusters Score -1227082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 9747 members Entering Unmasked Estep Score: -1227086.000000 Penalty: 4571.049316 Iteration 35Q: 3 clusters Score -1227086 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 9751 members Entering Unmasked Estep Score: -1227094.000000 Penalty: 4571.049316 Iteration 36Q: 3 clusters Score -1227094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -1227096.875000 Penalty: 4571.049316 Iteration 37Q: 3 clusters Score -1227097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -1227101.375000 Penalty: 4571.049316 Iteration 38Q: 3 clusters Score -1227101 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -1227104.000000 Penalty: 4571.049316 Iteration 39Q: 3 clusters Score -1227104 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 9757 members Entering Unmasked Estep Score: -1227104.000000 Penalty: 4571.049316 Iteration 40F: 3 clusters Score -1227104 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Entering Unmasked Estep Score: -627243.312500 Penalty: 2124.835938 Iteration 0F: 2 clusters Score -627243.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -622532.250000 Penalty: 4249.671875 Iteration 0F: 3 clusters Score -622532.2 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -623638.875000 Penalty: 4249.671875 Iteration 1F: 3 clusters Score -623638.9 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -623850.375000 Penalty: 4249.671875 Iteration 2F: 3 clusters Score -623850.4 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -624018.062500 Penalty: 4249.671875 Iteration 3Q: 3 clusters Score -624018.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -624154.875000 Penalty: 4249.671875 Iteration 4Q: 3 clusters Score -624154.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -624264.812500 Penalty: 4249.671875 Iteration 5Q: 3 clusters Score -624264.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -624346.500000 Penalty: 4249.671875 Iteration 6Q: 3 clusters Score -624346.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -624415.750000 Penalty: 4249.671875 Iteration 7Q: 3 clusters Score -624415.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -624488.125000 Penalty: 4249.671875 Iteration 8Q: 3 clusters Score -624488.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -624562.562500 Penalty: 4249.671875 Iteration 9Q: 3 clusters Score -624562.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -624644.187500 Penalty: 4249.671875 Iteration 10Q: 3 clusters Score -624644.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -624741.625000 Penalty: 4249.671875 Iteration 11Q: 3 clusters Score -624741.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -624831.437500 Penalty: 4249.671875 Iteration 12Q: 3 clusters Score -624831.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -624933.000000 Penalty: 4249.671875 Iteration 13Q: 3 clusters Score -624933 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -625037.812500 Penalty: 4249.671875 Iteration 14Q: 3 clusters Score -625037.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -625135.875000 Penalty: 4249.671875 Iteration 15Q: 3 clusters Score -625135.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -625236.875000 Penalty: 4249.671875 Iteration 16Q: 3 clusters Score -625236.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -625324.000000 Penalty: 4249.671875 Iteration 17Q: 3 clusters Score -625324 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -625386.375000 Penalty: 4249.671875 Iteration 18Q: 3 clusters Score -625386.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -625438.375000 Penalty: 4249.671875 Iteration 19Q: 3 clusters Score -625438.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -625489.250000 Penalty: 4249.671875 Iteration 20F: 3 clusters Score -625489.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -625546.000000 Penalty: 4249.671875 Iteration 21Q: 3 clusters Score -625546 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -625609.625000 Penalty: 4249.671875 Iteration 22Q: 3 clusters Score -625609.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -625671.750000 Penalty: 4249.671875 Iteration 23Q: 3 clusters Score -625671.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -625719.625000 Penalty: 4249.671875 Iteration 24Q: 3 clusters Score -625719.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -625757.625000 Penalty: 4249.671875 Iteration 25Q: 3 clusters Score -625757.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -625779.312500 Penalty: 4249.671875 Iteration 26Q: 3 clusters Score -625779.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -625804.937500 Penalty: 4249.671875 Iteration 27Q: 3 clusters Score -625804.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -625834.062500 Penalty: 4249.671875 Iteration 28Q: 3 clusters Score -625834.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -625857.312500 Penalty: 4249.671875 Iteration 29Q: 3 clusters Score -625857.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -625874.812500 Penalty: 4249.671875 Iteration 30Q: 3 clusters Score -625874.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -625889.000000 Penalty: 4249.671875 Iteration 31Q: 3 clusters Score -625889 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -625899.000000 Penalty: 4249.671875 Iteration 32Q: 3 clusters Score -625899 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -625905.375000 Penalty: 4249.671875 Iteration 33Q: 3 clusters Score -625905.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -625908.687500 Penalty: 4249.671875 Iteration 34Q: 3 clusters Score -625908.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -625912.750000 Penalty: 4249.671875 Iteration 35Q: 3 clusters Score -625912.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -625912.125000 Penalty: 4249.671875 Iteration 36Q: 3 clusters Score -625912.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -625915.375000 Penalty: 4249.671875 Iteration 37Q: 3 clusters Score -625915.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -625916.312500 Penalty: 4249.671875 Iteration 38Q: 3 clusters Score -625916.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -625917.125000 Penalty: 4249.671875 Iteration 39Q: 3 clusters Score -625917.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -625917.125000 Penalty: 4249.671875 Iteration 40F: 3 clusters Score -625917.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Entering Unmasked Estep Score: -468730.375000 Penalty: 2047.058594 Iteration 0F: 2 clusters Score -468730.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -464960.406250 Penalty: 4094.117188 Iteration 0F: 3 clusters Score -464960.4 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -465846.750000 Penalty: 4094.117188 Iteration 1F: 3 clusters Score -465846.8 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -466149.250000 Penalty: 4094.117188 Iteration 2F: 3 clusters Score -466149.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -466374.500000 Penalty: 4094.117188 Iteration 3F: 3 clusters Score -466374.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -466553.468750 Penalty: 4094.117188 Iteration 4F: 3 clusters Score -466553.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -466697.812500 Penalty: 4094.117188 Iteration 5Q: 3 clusters Score -466697.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -466821.375000 Penalty: 4094.117188 Iteration 6Q: 3 clusters Score -466821.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -466920.968750 Penalty: 4094.117188 Iteration 7Q: 3 clusters Score -466921 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -467014.656250 Penalty: 4094.117188 Iteration 8Q: 3 clusters Score -467014.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -467093.312500 Penalty: 4094.117188 Iteration 9Q: 3 clusters Score -467093.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -467157.343750 Penalty: 4094.117188 Iteration 10Q: 3 clusters Score -467157.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -467214.687500 Penalty: 4094.117188 Iteration 11Q: 3 clusters Score -467214.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -467268.031250 Penalty: 4094.117188 Iteration 12Q: 3 clusters Score -467268 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -467308.593750 Penalty: 4094.117188 Iteration 13Q: 3 clusters Score -467308.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -467330.031250 Penalty: 4094.117188 Iteration 14Q: 3 clusters Score -467330 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -467354.875000 Penalty: 4094.117188 Iteration 15Q: 3 clusters Score -467354.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -467389.531250 Penalty: 4094.117188 Iteration 16Q: 3 clusters Score -467389.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -467421.687500 Penalty: 4094.117188 Iteration 17Q: 3 clusters Score -467421.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -467442.968750 Penalty: 4094.117188 Iteration 18Q: 3 clusters Score -467443 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -467456.218750 Penalty: 4094.117188 Iteration 19Q: 3 clusters Score -467456.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -467464.312500 Penalty: 4094.117188 Iteration 20F: 3 clusters Score -467464.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -467469.843750 Penalty: 4094.117188 Iteration 21Q: 3 clusters Score -467469.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -467477.187500 Penalty: 4094.117188 Iteration 22Q: 3 clusters Score -467477.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -467484.156250 Penalty: 4094.117188 Iteration 23Q: 3 clusters Score -467484.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -467490.031250 Penalty: 4094.117188 Iteration 24Q: 3 clusters Score -467490 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -467495.093750 Penalty: 4094.117188 Iteration 25Q: 3 clusters Score -467495.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -467502.281250 Penalty: 4094.117188 Iteration 26Q: 3 clusters Score -467502.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -467505.500000 Penalty: 4094.117188 Iteration 27Q: 3 clusters Score -467505.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -467510.625000 Penalty: 4094.117188 Iteration 28Q: 3 clusters Score -467510.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -467513.250000 Penalty: 4094.117188 Iteration 29Q: 3 clusters Score -467513.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -467514.406250 Penalty: 4094.117188 Iteration 30Q: 3 clusters Score -467514.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -467515.312500 Penalty: 4094.117188 Iteration 31Q: 3 clusters Score -467515.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -467516.468750 Penalty: 4094.117188 Iteration 32Q: 3 clusters Score -467516.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -467517.343750 Penalty: 4094.117188 Iteration 33Q: 3 clusters Score -467517.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -467517.343750 Penalty: 4094.117188 Iteration 34F: 3 clusters Score -467517.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28775 members Mstep: Class 2 contains 1882 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 5139 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53120 members Mstep: Class 8 contains 2752 members Mstep: Class 9 contains 2140 members Mstep: Class 10 contains 97124 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 5889 members Mstep: Class 13 contains 4666 members Mstep: Class 14 contains 12327 members Mstep: Class 15 contains 14065 members Mstep: Class 17 contains 2443 members Mstep: Class 18 contains 7361 members Mstep: Class 19 contains 13023 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5260 members Mstep: Class 23 contains 3844 members Entering Unmasked Estep ConsiderDeletion Score: -33503968.000000 Penalty: 62279.437500 Iteration 79Q: 21 clusters Score -3.350397e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28776 members Mstep: Class 2 contains 1879 members Mstep: Class 3 contains 2612 members Mstep: Class 4 contains 5116 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53110 members Mstep: Class 8 contains 2742 members Mstep: Class 9 contains 2138 members Mstep: Class 10 contains 97126 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 5889 members Mstep: Class 13 contains 4666 members Mstep: Class 14 contains 12319 members Mstep: Class 15 contains 14065 members Mstep: Class 17 contains 2442 members Mstep: Class 18 contains 7350 members Mstep: Class 19 contains 13065 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5261 members Mstep: Class 23 contains 3865 members Entering Unmasked Estep ConsiderDeletion Score: -33504020.000000 Penalty: 62279.437500 Iteration 80F: 21 clusters Score -3.350402e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28779 members Mstep: Class 2 contains 1874 members Mstep: Class 3 contains 2613 members Mstep: Class 4 contains 5098 members Mstep: Class 6 contains 7849 members Mstep: Class 7 contains 53104 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 2136 members Mstep: Class 10 contains 97128 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 5891 members Mstep: Class 13 contains 4665 members Mstep: Class 14 contains 12316 members Mstep: Class 15 contains 14066 members Mstep: Class 17 contains 2438 members Mstep: Class 18 contains 7344 members Mstep: Class 19 contains 13090 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5261 members Mstep: Class 23 contains 3883 members Entering Unmasked Estep ConsiderDeletion Score: -33503988.000000 Penalty: 62279.437500 Iteration 81Q: 21 clusters Score -3.350399e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28789 members Mstep: Class 2 contains 1871 members Mstep: Class 3 contains 2613 members Mstep: Class 4 contains 5081 members Mstep: Class 6 contains 7849 members Mstep: Class 7 contains 53101 members Mstep: Class 8 contains 2729 members Mstep: Class 9 contains 2134 members Mstep: Class 10 contains 97130 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 5893 members Mstep: Class 13 contains 4663 members Mstep: Class 14 contains 12303 members Mstep: Class 15 contains 14070 members Mstep: Class 17 contains 2433 members Mstep: Class 18 contains 7342 members Mstep: Class 19 contains 13106 members Mstep: Class 20 contains 10057 members Mstep: Class 21 contains 5261 members Mstep: Class 23 contains 3899 members Entering Unmasked Estep ConsiderDeletion Score: -33503992.000000 Penalty: 62279.437500 Iteration 82Q: 21 clusters Score -3.350399e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28794 members Mstep: Class 2 contains 1869 members Mstep: Class 3 contains 2613 members Mstep: Class 4 contains 5069 members Mstep: Class 6 contains 7849 members Mstep: Class 7 contains 53097 members Mstep: Class 8 contains 2722 members Mstep: Class 9 contains 2134 members Mstep: Class 10 contains 97126 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 5895 members Mstep: Class 13 contains 4661 members Mstep: Class 14 contains 12293 members Mstep: Class 15 contains 14072 members Mstep: Class 17 contains 2434 members Mstep: Class 18 contains 7339 members Mstep: Class 19 contains 13122 members Mstep: Class 20 contains 10057 members Mstep: Class 21 contains 5262 members Mstep: Class 23 contains 3916 members Entering Unmasked Estep ConsiderDeletion Score: -33504022.000000 Penalty: 62279.437500 Iteration 83Q: 21 clusters Score -3.350402e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28801 members Mstep: Class 2 contains 1867 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5058 members Mstep: Class 6 contains 7849 members Mstep: Class 7 contains 53096 members Mstep: Class 8 contains 2718 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97118 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 5897 members Mstep: Class 13 contains 4661 members Mstep: Class 14 contains 12285 members Mstep: Class 15 contains 14076 members Mstep: Class 17 contains 2433 members Mstep: Class 18 contains 7334 members Mstep: Class 19 contains 13134 members Mstep: Class 20 contains 10057 members Mstep: Class 21 contains 5263 members Mstep: Class 23 contains 3933 members Entering Unmasked Estep ConsiderDeletion Score: -33504024.000000 Penalty: 62279.437500 Iteration 84Q: 21 clusters Score -3.350402e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28802 members Mstep: Class 2 contains 1865 members Mstep: Class 3 contains 2611 members Mstep: Class 4 contains 5052 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53094 members Mstep: Class 8 contains 2713 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97117 members Mstep: Class 11 contains 3528 members Mstep: Class 12 contains 5903 members Mstep: Class 13 contains 4661 members Mstep: Class 14 contains 12277 members Mstep: Class 15 contains 14077 members Mstep: Class 17 contains 2433 members Mstep: Class 18 contains 7324 members Mstep: Class 19 contains 13151 members Mstep: Class 20 contains 10057 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 3943 members Entering Unmasked Estep ConsiderDeletion Score: -33504036.000000 Penalty: 62279.437500 Iteration 85Q: 21 clusters Score -3.350404e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28805 members Mstep: Class 2 contains 1865 members Mstep: Class 3 contains 2610 members Mstep: Class 4 contains 5046 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53095 members Mstep: Class 8 contains 2708 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97110 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5905 members Mstep: Class 13 contains 4661 members Mstep: Class 14 contains 12273 members Mstep: Class 15 contains 14080 members Mstep: Class 17 contains 2432 members Mstep: Class 18 contains 7313 members Mstep: Class 19 contains 13160 members Mstep: Class 20 contains 10057 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 3960 members Entering Unmasked Estep ConsiderDeletion Score: -33504030.000000 Penalty: 62279.437500 Iteration 86Q: 21 clusters Score -3.350403e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28807 members Mstep: Class 2 contains 1863 members Mstep: Class 3 contains 2609 members Mstep: Class 4 contains 5037 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53093 members Mstep: Class 8 contains 2702 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97112 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5904 members Mstep: Class 13 contains 4659 members Mstep: Class 14 contains 12273 members Mstep: Class 15 contains 14081 members Mstep: Class 17 contains 2431 members Mstep: Class 18 contains 7305 members Mstep: Class 19 contains 13181 members Mstep: Class 20 contains 10056 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 3968 members Entering Unmasked Estep ConsiderDeletion Score: -33504058.000000 Penalty: 62279.437500 Iteration 87Q: 21 clusters Score -3.350406e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28809 members Mstep: Class 2 contains 1861 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 5035 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53089 members Mstep: Class 8 contains 2698 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97105 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5908 members Mstep: Class 13 contains 4657 members Mstep: Class 14 contains 12270 members Mstep: Class 15 contains 14081 members Mstep: Class 17 contains 2430 members Mstep: Class 18 contains 7301 members Mstep: Class 19 contains 13195 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 3980 members Entering Unmasked Estep ConsiderDeletion Score: -33504086.000000 Penalty: 62279.437500 Iteration 88Q: 21 clusters Score -3.350409e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28810 members Mstep: Class 2 contains 1860 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 5031 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53087 members Mstep: Class 8 contains 2694 members Mstep: Class 9 contains 2131 members Mstep: Class 10 contains 97098 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5908 members Mstep: Class 13 contains 4656 members Mstep: Class 14 contains 12267 members Mstep: Class 15 contains 14083 members Mstep: Class 17 contains 2428 members Mstep: Class 18 contains 7294 members Mstep: Class 19 contains 13207 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 3997 members Entering Unmasked Estep ConsiderDeletion Score: -33504060.000000 Penalty: 62279.437500 Iteration 89Q: 21 clusters Score -3.350406e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28814 members Mstep: Class 2 contains 1859 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 5021 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53085 members Mstep: Class 8 contains 2687 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97097 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5910 members Mstep: Class 13 contains 4655 members Mstep: Class 14 contains 12263 members Mstep: Class 15 contains 14083 members Mstep: Class 17 contains 2428 members Mstep: Class 18 contains 7290 members Mstep: Class 19 contains 13217 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4012 members Entering Unmasked Estep ConsiderDeletion Score: -33504064.000000 Penalty: 62279.437500 Iteration 90Q: 21 clusters Score -3.350406e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28812 members Mstep: Class 2 contains 1857 members Mstep: Class 3 contains 2608 members Mstep: Class 4 contains 5011 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53087 members Mstep: Class 8 contains 2681 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97095 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4653 members Mstep: Class 14 contains 12263 members Mstep: Class 15 contains 14086 members Mstep: Class 17 contains 2427 members Mstep: Class 18 contains 7278 members Mstep: Class 19 contains 13226 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4032 members Entering Unmasked Estep ConsiderDeletion Score: -33504046.000000 Penalty: 62279.437500 Iteration 91Q: 21 clusters Score -3.350405e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28817 members Mstep: Class 2 contains 1854 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 5013 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53086 members Mstep: Class 8 contains 2676 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97088 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5915 members Mstep: Class 13 contains 4652 members Mstep: Class 14 contains 12258 members Mstep: Class 15 contains 14087 members Mstep: Class 17 contains 2424 members Mstep: Class 18 contains 7262 members Mstep: Class 19 contains 13241 members Mstep: Class 20 contains 10056 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4047 members Entering Unmasked Estep ConsiderDeletion Score: -33504050.000000 Penalty: 62279.437500 Iteration 92Q: 21 clusters Score -3.350405e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28824 members Mstep: Class 2 contains 1848 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 5016 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53081 members Mstep: Class 8 contains 2671 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97078 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5919 members Mstep: Class 13 contains 4651 members Mstep: Class 14 contains 12253 members Mstep: Class 15 contains 14089 members Mstep: Class 17 contains 2424 members Mstep: Class 18 contains 7247 members Mstep: Class 19 contains 13253 members Mstep: Class 20 contains 10056 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4066 members Entering Unmasked Estep ConsiderDeletion Score: -33504030.000000 Penalty: 62279.437500 Iteration 93Q: 21 clusters Score -3.350403e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28829 members Mstep: Class 2 contains 1845 members Mstep: Class 3 contains 2607 members Mstep: Class 4 contains 5013 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53078 members Mstep: Class 8 contains 2666 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97086 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5919 members Mstep: Class 13 contains 4649 members Mstep: Class 14 contains 12245 members Mstep: Class 15 contains 14091 members Mstep: Class 17 contains 2427 members Mstep: Class 18 contains 7224 members Mstep: Class 19 contains 13267 members Mstep: Class 20 contains 10056 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4082 members Entering Unmasked Estep ConsiderDeletion Score: -33504046.000000 Penalty: 62279.437500 Iteration 94Q: 21 clusters Score -3.350405e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28832 members Mstep: Class 2 contains 1843 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 5004 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53077 members Mstep: Class 8 contains 2661 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97092 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5917 members Mstep: Class 13 contains 4648 members Mstep: Class 14 contains 12239 members Mstep: Class 15 contains 14091 members Mstep: Class 17 contains 2424 members Mstep: Class 18 contains 7209 members Mstep: Class 19 contains 13285 members Mstep: Class 20 contains 10057 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4099 members Entering Unmasked Estep ConsiderDeletion Score: -33504092.000000 Penalty: 62279.437500 Iteration 95Q: 21 clusters Score -3.350409e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28839 members Mstep: Class 2 contains 1841 members Mstep: Class 3 contains 2606 members Mstep: Class 4 contains 4998 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53077 members Mstep: Class 8 contains 2656 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97088 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5916 members Mstep: Class 13 contains 4648 members Mstep: Class 14 contains 12232 members Mstep: Class 15 contains 14089 members Mstep: Class 17 contains 2420 members Mstep: Class 18 contains 7201 members Mstep: Class 19 contains 13305 members Mstep: Class 20 contains 10056 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4112 members Entering Unmasked Estep ConsiderDeletion Score: -33504152.000000 Penalty: 62279.437500 Iteration 96Q: 21 clusters Score -3.350415e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28842 members Mstep: Class 2 contains 1840 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 5004 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53074 members Mstep: Class 8 contains 2653 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97089 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 4648 members Mstep: Class 14 contains 12228 members Mstep: Class 15 contains 14089 members Mstep: Class 17 contains 2418 members Mstep: Class 18 contains 7192 members Mstep: Class 19 contains 13315 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4118 members Entering Unmasked Estep ConsiderDeletion Score: -33504182.000000 Penalty: 62279.437500 Iteration 97Q: 21 clusters Score -3.350418e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28845 members Mstep: Class 2 contains 1838 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 5002 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53072 members Mstep: Class 8 contains 2648 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97091 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 4648 members Mstep: Class 14 contains 12222 members Mstep: Class 15 contains 14090 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 7181 members Mstep: Class 19 contains 13331 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4127 members Entering Unmasked Estep ConsiderDeletion Score: -33504172.000000 Penalty: 62279.437500 Iteration 98Q: 21 clusters Score -3.350417e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28844 members Mstep: Class 2 contains 1835 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 5000 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53070 members Mstep: Class 8 contains 2641 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97090 members Mstep: Class 11 contains 3526 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 4648 members Mstep: Class 14 contains 12220 members Mstep: Class 15 contains 14091 members Mstep: Class 17 contains 2413 members Mstep: Class 18 contains 7169 members Mstep: Class 19 contains 13352 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4137 members Entering Unmasked Estep ConsiderDeletion Score: -33504192.000000 Penalty: 62279.437500 Iteration 99Q: 21 clusters Score -3.350419e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28846 members Mstep: Class 2 contains 1832 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 4999 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53068 members Mstep: Class 8 contains 2639 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97087 members Mstep: Class 11 contains 3526 members Mstep: Class 12 contains 5915 members Mstep: Class 13 contains 4648 members Mstep: Class 14 contains 12218 members Mstep: Class 15 contains 14093 members Mstep: Class 17 contains 2410 members Mstep: Class 18 contains 7157 members Mstep: Class 19 contains 13364 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4148 members Entering Unmasked Estep ConsiderDeletion Score: -33504236.000000 Penalty: 62279.437500 Iteration 100F: 21 clusters Score -3.350424e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28849 members Mstep: Class 2 contains 1828 members Mstep: Class 3 contains 2605 members Mstep: Class 4 contains 5005 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53065 members Mstep: Class 8 contains 2637 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97084 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 4648 members Mstep: Class 14 contains 12216 members Mstep: Class 15 contains 14096 members Mstep: Class 17 contains 2407 members Mstep: Class 18 contains 7146 members Mstep: Class 19 contains 13373 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4155 members Entering Unmasked Estep ConsiderDeletion Score: -33504214.000000 Penalty: 62279.437500 Iteration 101Q: 21 clusters Score -3.350421e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28849 members Mstep: Class 2 contains 1826 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 5002 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53065 members Mstep: Class 8 contains 2634 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97083 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 4647 members Mstep: Class 14 contains 12215 members Mstep: Class 15 contains 14096 members Mstep: Class 17 contains 2406 members Mstep: Class 18 contains 7141 members Mstep: Class 19 contains 13384 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4162 members Entering Unmasked Estep ConsiderDeletion Score: -33504230.000000 Penalty: 62279.437500 Iteration 102Q: 21 clusters Score -3.350423e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28848 members Mstep: Class 2 contains 1823 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 5003 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53063 members Mstep: Class 8 contains 2633 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97080 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 4645 members Mstep: Class 14 contains 12215 members Mstep: Class 15 contains 14097 members Mstep: Class 17 contains 2405 members Mstep: Class 18 contains 7137 members Mstep: Class 19 contains 13393 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4168 members Entering Unmasked Estep ConsiderDeletion Score: -33504266.000000 Penalty: 62279.437500 Iteration 103Q: 21 clusters Score -3.350427e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28850 members Mstep: Class 2 contains 1820 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 5004 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53062 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97077 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 4645 members Mstep: Class 14 contains 12213 members Mstep: Class 15 contains 14098 members Mstep: Class 17 contains 2404 members Mstep: Class 18 contains 7135 members Mstep: Class 19 contains 13400 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4170 members Entering Unmasked Estep ConsiderDeletion Score: -33504282.000000 Penalty: 62279.437500 Iteration 104Q: 21 clusters Score -3.350428e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28853 members Mstep: Class 2 contains 1815 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 5000 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53060 members Mstep: Class 8 contains 2632 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97074 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 4645 members Mstep: Class 14 contains 12210 members Mstep: Class 15 contains 14098 members Mstep: Class 17 contains 2403 members Mstep: Class 18 contains 7131 members Mstep: Class 19 contains 13407 members Mstep: Class 20 contains 10056 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4181 members Entering Unmasked Estep ConsiderDeletion Score: -33504286.000000 Penalty: 62279.437500 Iteration 105Q: 21 clusters Score -3.350429e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28853 members Mstep: Class 2 contains 1813 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4996 members Mstep: Class 6 contains 7846 members Mstep: Class 7 contains 53060 members Mstep: Class 8 contains 2631 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97073 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5914 members Mstep: Class 13 contains 4645 members Mstep: Class 14 contains 12208 members Mstep: Class 15 contains 14098 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7127 members Mstep: Class 19 contains 13415 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4190 members Entering Unmasked Estep ConsiderDeletion Score: -33504290.000000 Penalty: 62279.437500 Iteration 106Q: 21 clusters Score -3.350429e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28853 members Mstep: Class 2 contains 1813 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4995 members Mstep: Class 6 contains 7846 members Mstep: Class 7 contains 53060 members Mstep: Class 8 contains 2631 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97072 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5915 members Mstep: Class 13 contains 4645 members Mstep: Class 14 contains 12206 members Mstep: Class 15 contains 14098 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7121 members Mstep: Class 19 contains 13413 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4201 members Entering Unmasked Estep ConsiderDeletion Score: -33504322.000000 Penalty: 62279.437500 Iteration 107Q: 21 clusters Score -3.350432e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28855 members Mstep: Class 2 contains 1812 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4995 members Mstep: Class 6 contains 7846 members Mstep: Class 7 contains 53060 members Mstep: Class 8 contains 2631 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97069 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5915 members Mstep: Class 13 contains 4645 members Mstep: Class 14 contains 12204 members Mstep: Class 15 contains 14098 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7112 members Mstep: Class 19 contains 13415 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4213 members Entering Unmasked Estep ConsiderDeletion Score: -33504318.000000 Penalty: 62279.437500 Iteration 108Q: 21 clusters Score -3.350432e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28857 members Mstep: Class 2 contains 1812 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4993 members Mstep: Class 6 contains 7846 members Mstep: Class 7 contains 53059 members Mstep: Class 8 contains 2630 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97066 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5913 members Mstep: Class 13 contains 4645 members Mstep: Class 14 contains 12202 members Mstep: Class 15 contains 14099 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7104 members Mstep: Class 19 contains 13420 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4223 members Entering Unmasked Estep ConsiderDeletion Score: -33504302.000000 Penalty: 62279.437500 Iteration 109Q: 21 clusters Score -3.35043e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 1812 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4992 members Mstep: Class 6 contains 7846 members Mstep: Class 7 contains 53058 members Mstep: Class 8 contains 2630 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97060 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4645 members Mstep: Class 14 contains 12200 members Mstep: Class 15 contains 14100 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7099 members Mstep: Class 19 contains 13425 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4232 members Entering Unmasked Estep ConsiderDeletion Score: -33504312.000000 Penalty: 62279.437500 Iteration 110Q: 21 clusters Score -3.350431e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 1812 members Mstep: Class 3 contains 2604 members Mstep: Class 4 contains 4988 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53057 members Mstep: Class 8 contains 2630 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97058 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5913 members Mstep: Class 13 contains 4644 members Mstep: Class 14 contains 12199 members Mstep: Class 15 contains 14100 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7091 members Mstep: Class 19 contains 13428 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4243 members Entering Unmasked Estep ConsiderDeletion Score: -33504338.000000 Penalty: 62279.437500 Iteration 111Q: 21 clusters Score -3.350434e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 1812 members Mstep: Class 3 contains 2604 members Mstep: Class 4 contains 4987 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53056 members Mstep: Class 8 contains 2629 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97061 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4644 members Mstep: Class 14 contains 12199 members Mstep: Class 15 contains 14102 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7081 members Mstep: Class 19 contains 13431 members Mstep: Class 20 contains 10053 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4250 members Entering Unmasked Estep ConsiderDeletion Score: -33504314.000000 Penalty: 62279.437500 Iteration 112Q: 21 clusters Score -3.350431e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 1812 members Mstep: Class 3 contains 2604 members Mstep: Class 4 contains 4987 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53056 members Mstep: Class 8 contains 2625 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97062 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5910 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12199 members Mstep: Class 15 contains 14101 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7074 members Mstep: Class 19 contains 13437 members Mstep: Class 20 contains 10052 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4259 members Entering Unmasked Estep ConsiderDeletion Score: -33504318.000000 Penalty: 62279.437500 Iteration 113Q: 21 clusters Score -3.350432e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 1812 members Mstep: Class 3 contains 2604 members Mstep: Class 4 contains 4986 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53056 members Mstep: Class 8 contains 2620 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5908 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12199 members Mstep: Class 15 contains 14100 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7068 members Mstep: Class 19 contains 13443 members Mstep: Class 20 contains 10052 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4265 members Entering Unmasked Estep ConsiderDeletion Score: -33504284.000000 Penalty: 62279.437500 Iteration 114Q: 21 clusters Score -3.350428e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 1811 members Mstep: Class 3 contains 2604 members Mstep: Class 4 contains 4984 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53055 members Mstep: Class 8 contains 2618 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97067 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12198 members Mstep: Class 15 contains 14100 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 7061 members Mstep: Class 19 contains 13448 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4270 members Entering Unmasked Estep ConsiderDeletion Score: -33504286.000000 Penalty: 62279.437500 Iteration 115Q: 21 clusters Score -3.350429e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28860 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2604 members Mstep: Class 4 contains 4982 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53054 members Mstep: Class 8 contains 2613 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97068 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5911 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12199 members Mstep: Class 15 contains 14100 members Mstep: Class 17 contains 2398 members Mstep: Class 18 contains 7054 members Mstep: Class 19 contains 13458 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4275 members Entering Unmasked Estep ConsiderDeletion Score: -33504268.000000 Penalty: 62279.437500 Iteration 116Q: 21 clusters Score -3.350427e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28860 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4987 members Mstep: Class 6 contains 7849 members Mstep: Class 7 contains 53052 members Mstep: Class 8 contains 2612 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97065 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12199 members Mstep: Class 15 contains 14100 members Mstep: Class 17 contains 2394 members Mstep: Class 18 contains 7042 members Mstep: Class 19 contains 13467 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4282 members Entering Unmasked Estep ConsiderDeletion Score: -33504274.000000 Penalty: 62279.437500 Iteration 117Q: 21 clusters Score -3.350427e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28863 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2604 members Mstep: Class 4 contains 4992 members Mstep: Class 6 contains 7850 members Mstep: Class 7 contains 53051 members Mstep: Class 8 contains 2610 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97067 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12198 members Mstep: Class 15 contains 14101 members Mstep: Class 17 contains 2388 members Mstep: Class 18 contains 7032 members Mstep: Class 19 contains 13470 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4286 members Entering Unmasked Estep ConsiderDeletion Score: -33504322.000000 Penalty: 62279.437500 Iteration 118Q: 21 clusters Score -3.350432e+07 nChanged 29 Entering ConstructFrom: Score: -33504322.000000 Penalty: 62279.437500 Entering ConstructFrom: Trying to split cluster 1 (28867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28867 members Entering Unmasked Estep Score: -3500398.000000 Penalty: 2547.072754 Iteration 0F: 2 clusters Score -3500398 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 14338 members Entering Unmasked Estep Score: -3480494.250000 Penalty: 5094.145508 Iteration 0F: 3 clusters Score -3480494 nChanged 13030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15049 members Mstep: Class 2 contains 13818 members Entering Unmasked Estep Score: -3487582.500000 Penalty: 5094.145508 Iteration 1F: 3 clusters Score -3487582 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15416 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -3487992.250000 Penalty: 5094.145508 Iteration 2Q: 3 clusters Score -3487992 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15920 members Mstep: Class 2 contains 12947 members Entering Unmasked Estep Score: -3488378.000000 Penalty: 5094.145508 Iteration 3Q: 3 clusters Score -3488378 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16591 members Mstep: Class 2 contains 12276 members Entering Unmasked Estep Score: -3488820.250000 Penalty: 5094.145508 Iteration 4Q: 3 clusters Score -3488820 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17533 members Mstep: Class 2 contains 11334 members Entering Unmasked Estep Score: -3489395.750000 Penalty: 5094.145508 Iteration 5Q: 3 clusters Score -3489396 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18821 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -3490296.750000 Penalty: 5094.145508 Iteration 6F: 3 clusters Score -3490297 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20459 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -3491573.250000 Penalty: 5094.145508 Iteration 7F: 3 clusters Score -3491573 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22247 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -3493079.250000 Penalty: 5094.145508 Iteration 8F: 3 clusters Score -3493079 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23981 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -3494622.750000 Penalty: 5094.145508 Iteration 9F: 3 clusters Score -3494623 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25429 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -3495896.750000 Penalty: 5094.145508 Iteration 10F: 3 clusters Score -3495897 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26439 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -3496793.500000 Penalty: 5094.145508 Iteration 11Q: 3 clusters Score -3496794 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27111 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -3497332.000000 Penalty: 5094.145508 Iteration 12Q: 3 clusters Score -3497332 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27521 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -3497666.250000 Penalty: 5094.145508 Iteration 13Q: 3 clusters Score -3497666 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27781 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -3497870.000000 Penalty: 5094.145508 Iteration 14Q: 3 clusters Score -3497870 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27939 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -3497987.000000 Penalty: 5094.145508 Iteration 15Q: 3 clusters Score -3497987 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28033 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -3498066.500000 Penalty: 5094.145508 Iteration 16Q: 3 clusters Score -3498066 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28099 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -3498116.250000 Penalty: 5094.145508 Iteration 17Q: 3 clusters Score -3498116 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28139 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -3498156.500000 Penalty: 5094.145508 Iteration 18Q: 3 clusters Score -3498156 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28170 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -3498175.750000 Penalty: 5094.145508 Iteration 19Q: 3 clusters Score -3498176 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28187 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -3498194.750000 Penalty: 5094.145508 Iteration 20F: 3 clusters Score -3498195 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28197 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -3498197.500000 Penalty: 5094.145508 Iteration 21Q: 3 clusters Score -3498198 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28205 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -3498204.750000 Penalty: 5094.145508 Iteration 22Q: 3 clusters Score -3498205 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28212 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -3498211.250000 Penalty: 5094.145508 Iteration 23Q: 3 clusters Score -3498211 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28218 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -3498216.500000 Penalty: 5094.145508 Iteration 24Q: 3 clusters Score -3498216 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28228 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -3498227.750000 Penalty: 5094.145508 Iteration 25Q: 3 clusters Score -3498228 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28230 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -3498230.250000 Penalty: 5094.145508 Iteration 26Q: 3 clusters Score -3498230 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28239 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -3498233.500000 Penalty: 5094.145508 Iteration 27Q: 3 clusters Score -3498234 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28246 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -3498240.000000 Penalty: 5094.145508 Iteration 28Q: 3 clusters Score -3498240 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28253 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -3498246.000000 Penalty: 5094.145508 Iteration 29Q: 3 clusters Score -3498246 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28261 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -3498253.250000 Penalty: 5094.145508 Iteration 30Q: 3 clusters Score -3498253 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28266 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -3498253.250000 Penalty: 5094.145508 Iteration 31Q: 3 clusters Score -3498253 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28269 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -3498253.250000 Penalty: 5094.145508 Iteration 32Q: 3 clusters Score -3498253 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28272 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -3498257.750000 Penalty: 5094.145508 Iteration 33Q: 3 clusters Score -3498258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28274 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -3498256.250000 Penalty: 5094.145508 Iteration 34Q: 3 clusters Score -3498256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28275 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -3498257.500000 Penalty: 5094.145508 Iteration 35Q: 3 clusters Score -3498258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28277 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -3498259.500000 Penalty: 5094.145508 Iteration 36Q: 3 clusters Score -3498260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28279 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -3498259.500000 Penalty: 5094.145508 Iteration 37Q: 3 clusters Score -3498260 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28280 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -3498260.750000 Penalty: 5094.145508 Iteration 38Q: 3 clusters Score -3498261 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28280 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -3498260.750000 Penalty: 5094.145508 Iteration 39F: 3 clusters Score -3498261 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Entering Unmasked Estep Score: -203709.703125 Penalty: 1860.268311 Iteration 0F: 2 clusters Score -203709.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -201186.562500 Penalty: 3720.536621 Iteration 0F: 3 clusters Score -201186.6 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -201594.531250 Penalty: 3720.536621 Iteration 1F: 3 clusters Score -201594.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -201710.875000 Penalty: 3720.536621 Iteration 2F: 3 clusters Score -201710.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -201765.921875 Penalty: 3720.536621 Iteration 3Q: 3 clusters Score -201765.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -201798.625000 Penalty: 3720.536621 Iteration 4Q: 3 clusters Score -201798.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -201823.656250 Penalty: 3720.536621 Iteration 5Q: 3 clusters Score -201823.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -201832.546875 Penalty: 3720.536621 Iteration 6Q: 3 clusters Score -201832.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -201844.140625 Penalty: 3720.536621 Iteration 7Q: 3 clusters Score -201844.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -201851.484375 Penalty: 3720.536621 Iteration 8Q: 3 clusters Score -201851.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -201854.031250 Penalty: 3720.536621 Iteration 9Q: 3 clusters Score -201854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -201858.687500 Penalty: 3720.536621 Iteration 10Q: 3 clusters Score -201858.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -201864.515625 Penalty: 3720.536621 Iteration 11Q: 3 clusters Score -201864.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -201867.203125 Penalty: 3720.536621 Iteration 12Q: 3 clusters Score -201867.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -201871.421875 Penalty: 3720.536621 Iteration 13Q: 3 clusters Score -201871.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -201875.109375 Penalty: 3720.536621 Iteration 14Q: 3 clusters Score -201875.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -201878.750000 Penalty: 3720.536621 Iteration 15Q: 3 clusters Score -201878.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -201885.531250 Penalty: 3720.536621 Iteration 16Q: 3 clusters Score -201885.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -201890.031250 Penalty: 3720.536621 Iteration 17Q: 3 clusters Score -201890 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -201893.812500 Penalty: 3720.536621 Iteration 18Q: 3 clusters Score -201893.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -201898.703125 Penalty: 3720.536621 Iteration 19Q: 3 clusters Score -201898.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -201906.859375 Penalty: 3720.536621 Iteration 20F: 3 clusters Score -201906.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -201914.921875 Penalty: 3720.536621 Iteration 21Q: 3 clusters Score -201914.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -201923.812500 Penalty: 3720.536621 Iteration 22Q: 3 clusters Score -201923.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -201932.203125 Penalty: 3720.536621 Iteration 23Q: 3 clusters Score -201932.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -201940.171875 Penalty: 3720.536621 Iteration 24Q: 3 clusters Score -201940.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -201948.593750 Penalty: 3720.536621 Iteration 25Q: 3 clusters Score -201948.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -201954.921875 Penalty: 3720.536621 Iteration 26Q: 3 clusters Score -201954.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -201958.484375 Penalty: 3720.536621 Iteration 27Q: 3 clusters Score -201958.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -201965.187500 Penalty: 3720.536621 Iteration 28Q: 3 clusters Score -201965.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -201969.812500 Penalty: 3720.536621 Iteration 29Q: 3 clusters Score -201969.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -201972.031250 Penalty: 3720.536621 Iteration 30Q: 3 clusters Score -201972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -201974.640625 Penalty: 3720.536621 Iteration 31Q: 3 clusters Score -201974.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -201977.531250 Penalty: 3720.536621 Iteration 32Q: 3 clusters Score -201977.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -201978.890625 Penalty: 3720.536621 Iteration 33Q: 3 clusters Score -201978.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -201979.359375 Penalty: 3720.536621 Iteration 34Q: 3 clusters Score -201979.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -201979.765625 Penalty: 3720.536621 Iteration 35Q: 3 clusters Score -201979.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -201979.765625 Penalty: 3720.536621 Iteration 36F: 3 clusters Score -201979.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Entering Unmasked Estep Score: -286486.281250 Penalty: 1950.376099 Iteration 0F: 2 clusters Score -286486.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -283526.000000 Penalty: 3900.752197 Iteration 0F: 3 clusters Score -283526 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -284146.593750 Penalty: 3900.752197 Iteration 1F: 3 clusters Score -284146.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -284294.593750 Penalty: 3900.752197 Iteration 2F: 3 clusters Score -284294.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -284375.468750 Penalty: 3900.752197 Iteration 3Q: 3 clusters Score -284375.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -284419.406250 Penalty: 3900.752197 Iteration 4Q: 3 clusters Score -284419.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -284451.312500 Penalty: 3900.752197 Iteration 5Q: 3 clusters Score -284451.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -284480.531250 Penalty: 3900.752197 Iteration 6Q: 3 clusters Score -284480.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -284506.531250 Penalty: 3900.752197 Iteration 7Q: 3 clusters Score -284506.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -284520.843750 Penalty: 3900.752197 Iteration 8Q: 3 clusters Score -284520.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -284535.593750 Penalty: 3900.752197 Iteration 9Q: 3 clusters Score -284535.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -284548.000000 Penalty: 3900.752197 Iteration 10Q: 3 clusters Score -284548 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -284558.468750 Penalty: 3900.752197 Iteration 11Q: 3 clusters Score -284558.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -284569.968750 Penalty: 3900.752197 Iteration 12Q: 3 clusters Score -284570 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -284578.281250 Penalty: 3900.752197 Iteration 13Q: 3 clusters Score -284578.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -284586.750000 Penalty: 3900.752197 Iteration 14Q: 3 clusters Score -284586.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -284593.156250 Penalty: 3900.752197 Iteration 15Q: 3 clusters Score -284593.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -284599.468750 Penalty: 3900.752197 Iteration 16Q: 3 clusters Score -284599.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -284602.406250 Penalty: 3900.752197 Iteration 17Q: 3 clusters Score -284602.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -284604.656250 Penalty: 3900.752197 Iteration 18Q: 3 clusters Score -284604.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -284608.406250 Penalty: 3900.752197 Iteration 19Q: 3 clusters Score -284608.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -284612.531250 Penalty: 3900.752197 Iteration 20F: 3 clusters Score -284612.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -284616.000000 Penalty: 3900.752197 Iteration 21Q: 3 clusters Score -284616 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -284619.093750 Penalty: 3900.752197 Iteration 22Q: 3 clusters Score -284619.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -284619.750000 Penalty: 3900.752197 Iteration 23Q: 3 clusters Score -284619.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -284619.750000 Penalty: 3900.752197 Iteration 24F: 3 clusters Score -284619.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Entering Unmasked Estep Score: -609159.437500 Penalty: 2112.065430 Iteration 0F: 2 clusters Score -609159.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -604628.437500 Penalty: 4224.130859 Iteration 0F: 3 clusters Score -604628.4 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -605718.625000 Penalty: 4224.130859 Iteration 1F: 3 clusters Score -605718.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -605901.437500 Penalty: 4224.130859 Iteration 2F: 3 clusters Score -605901.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -606013.437500 Penalty: 4224.130859 Iteration 3Q: 3 clusters Score -606013.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -606079.125000 Penalty: 4224.130859 Iteration 4Q: 3 clusters Score -606079.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -606137.500000 Penalty: 4224.130859 Iteration 5Q: 3 clusters Score -606137.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -606182.187500 Penalty: 4224.130859 Iteration 6Q: 3 clusters Score -606182.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -606211.687500 Penalty: 4224.130859 Iteration 7Q: 3 clusters Score -606211.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -606232.062500 Penalty: 4224.130859 Iteration 8Q: 3 clusters Score -606232.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -606243.437500 Penalty: 4224.130859 Iteration 9Q: 3 clusters Score -606243.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -606258.562500 Penalty: 4224.130859 Iteration 10Q: 3 clusters Score -606258.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -606274.937500 Penalty: 4224.130859 Iteration 11Q: 3 clusters Score -606274.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -606290.062500 Penalty: 4224.130859 Iteration 12Q: 3 clusters Score -606290.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -606300.937500 Penalty: 4224.130859 Iteration 13Q: 3 clusters Score -606300.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -606310.250000 Penalty: 4224.130859 Iteration 14Q: 3 clusters Score -606310.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -606319.500000 Penalty: 4224.130859 Iteration 15Q: 3 clusters Score -606319.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -606327.000000 Penalty: 4224.130859 Iteration 16Q: 3 clusters Score -606327 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -606337.062500 Penalty: 4224.130859 Iteration 17Q: 3 clusters Score -606337.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -606348.125000 Penalty: 4224.130859 Iteration 18Q: 3 clusters Score -606348.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -606357.312500 Penalty: 4224.130859 Iteration 19Q: 3 clusters Score -606357.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -606364.312500 Penalty: 4224.130859 Iteration 20F: 3 clusters Score -606364.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -606368.687500 Penalty: 4224.130859 Iteration 21Q: 3 clusters Score -606368.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -606374.000000 Penalty: 4224.130859 Iteration 22Q: 3 clusters Score -606374 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -606378.187500 Penalty: 4224.130859 Iteration 23Q: 3 clusters Score -606378.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -606385.312500 Penalty: 4224.130859 Iteration 24Q: 3 clusters Score -606385.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -606391.937500 Penalty: 4224.130859 Iteration 25Q: 3 clusters Score -606391.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -606398.000000 Penalty: 4224.130859 Iteration 26Q: 3 clusters Score -606398 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -606407.875000 Penalty: 4224.130859 Iteration 27Q: 3 clusters Score -606407.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -606416.437500 Penalty: 4224.130859 Iteration 28Q: 3 clusters Score -606416.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -606426.562500 Penalty: 4224.130859 Iteration 29Q: 3 clusters Score -606426.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -606437.875000 Penalty: 4224.130859 Iteration 30Q: 3 clusters Score -606437.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -606446.875000 Penalty: 4224.130859 Iteration 31Q: 3 clusters Score -606446.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -606454.375000 Penalty: 4224.130859 Iteration 32Q: 3 clusters Score -606454.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -606466.625000 Penalty: 4224.130859 Iteration 33Q: 3 clusters Score -606466.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -606474.187500 Penalty: 4224.130859 Iteration 34Q: 3 clusters Score -606474.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -606480.875000 Penalty: 4224.130859 Iteration 35Q: 3 clusters Score -606480.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -606496.687500 Penalty: 4224.130859 Iteration 36Q: 3 clusters Score -606496.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -606509.812500 Penalty: 4224.130859 Iteration 37Q: 3 clusters Score -606509.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -606521.625000 Penalty: 4224.130859 Iteration 38Q: 3 clusters Score -606521.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -606538.937500 Penalty: 4224.130859 Iteration 39Q: 3 clusters Score -606538.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -606558.125000 Penalty: 4224.130859 Iteration 40F: 3 clusters Score -606558.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -606577.500000 Penalty: 4224.130859 Iteration 41Q: 3 clusters Score -606577.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -606602.375000 Penalty: 4224.130859 Iteration 42Q: 3 clusters Score -606602.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -606625.500000 Penalty: 4224.130859 Iteration 43Q: 3 clusters Score -606625.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -606651.625000 Penalty: 4224.130859 Iteration 44Q: 3 clusters Score -606651.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -606686.000000 Penalty: 4224.130859 Iteration 45Q: 3 clusters Score -606686 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -606725.687500 Penalty: 4224.130859 Iteration 46Q: 3 clusters Score -606725.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -606777.500000 Penalty: 4224.130859 Iteration 47Q: 3 clusters Score -606777.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -606832.250000 Penalty: 4224.130859 Iteration 48Q: 3 clusters Score -606832.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -606872.000000 Penalty: 4224.130859 Iteration 49Q: 3 clusters Score -606872 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -606916.562500 Penalty: 4224.130859 Iteration 50Q: 3 clusters Score -606916.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -606963.562500 Penalty: 4224.130859 Iteration 51Q: 3 clusters Score -606963.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -607001.562500 Penalty: 4224.130859 Iteration 52Q: 3 clusters Score -607001.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -607033.562500 Penalty: 4224.130859 Iteration 53Q: 3 clusters Score -607033.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -607070.500000 Penalty: 4224.130859 Iteration 54Q: 3 clusters Score -607070.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -607101.187500 Penalty: 4224.130859 Iteration 55Q: 3 clusters Score -607101.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -607124.312500 Penalty: 4224.130859 Iteration 56Q: 3 clusters Score -607124.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -607136.312500 Penalty: 4224.130859 Iteration 57Q: 3 clusters Score -607136.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -607149.562500 Penalty: 4224.130859 Iteration 58Q: 3 clusters Score -607149.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -607164.625000 Penalty: 4224.130859 Iteration 59Q: 3 clusters Score -607164.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -607171.812500 Penalty: 4224.130859 Iteration 60F: 3 clusters Score -607171.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -607180.000000 Penalty: 4224.130859 Iteration 61Q: 3 clusters Score -607180 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -607185.750000 Penalty: 4224.130859 Iteration 62Q: 3 clusters Score -607185.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -607191.437500 Penalty: 4224.130859 Iteration 63Q: 3 clusters Score -607191.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -607196.687500 Penalty: 4224.130859 Iteration 64Q: 3 clusters Score -607196.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -607200.062500 Penalty: 4224.130859 Iteration 65Q: 3 clusters Score -607200.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -607201.750000 Penalty: 4224.130859 Iteration 66Q: 3 clusters Score -607201.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -607205.000000 Penalty: 4224.130859 Iteration 67Q: 3 clusters Score -607205 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -607208.437500 Penalty: 4224.130859 Iteration 68Q: 3 clusters Score -607208.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -607210.812500 Penalty: 4224.130859 Iteration 69Q: 3 clusters Score -607210.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -607209.937500 Penalty: 4224.130859 Iteration 70Q: 3 clusters Score -607209.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -607211.250000 Penalty: 4224.130859 Iteration 71Q: 3 clusters Score -607211.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -607212.375000 Penalty: 4224.130859 Iteration 72Q: 3 clusters Score -607212.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -607213.625000 Penalty: 4224.130859 Iteration 73Q: 3 clusters Score -607213.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -607217.500000 Penalty: 4224.130859 Iteration 74Q: 3 clusters Score -607217.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -607220.937500 Penalty: 4224.130859 Iteration 75Q: 3 clusters Score -607220.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -607226.437500 Penalty: 4224.130859 Iteration 76Q: 3 clusters Score -607226.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -607227.812500 Penalty: 4224.130859 Iteration 77Q: 3 clusters Score -607227.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -607227.812500 Penalty: 4224.130859 Iteration 78F: 3 clusters Score -607227.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Entering Unmasked Estep Score: -940427.187500 Penalty: 2224.099121 Iteration 0F: 2 clusters Score -940427.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -934138.062500 Penalty: 4448.198242 Iteration 0F: 3 clusters Score -934138.1 nChanged 3175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -936020.375000 Penalty: 4448.198242 Iteration 1F: 3 clusters Score -936020.4 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -936509.687500 Penalty: 4448.198242 Iteration 2F: 3 clusters Score -936509.7 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -936899.562500 Penalty: 4448.198242 Iteration 3F: 3 clusters Score -936899.6 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -937248.812500 Penalty: 4448.198242 Iteration 4F: 3 clusters Score -937248.8 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -937588.812500 Penalty: 4448.198242 Iteration 5F: 3 clusters Score -937588.8 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -937909.625000 Penalty: 4448.198242 Iteration 6Q: 3 clusters Score -937909.6 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -938193.187500 Penalty: 4448.198242 Iteration 7Q: 3 clusters Score -938193.2 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -938384.625000 Penalty: 4448.198242 Iteration 8Q: 3 clusters Score -938384.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -938510.187500 Penalty: 4448.198242 Iteration 9Q: 3 clusters Score -938510.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -938590.937500 Penalty: 4448.198242 Iteration 10Q: 3 clusters Score -938590.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -938655.000000 Penalty: 4448.198242 Iteration 11Q: 3 clusters Score -938655 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -938696.812500 Penalty: 4448.198242 Iteration 12Q: 3 clusters Score -938696.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -938731.000000 Penalty: 4448.198242 Iteration 13Q: 3 clusters Score -938731 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -938759.812500 Penalty: 4448.198242 Iteration 14Q: 3 clusters Score -938759.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -938780.687500 Penalty: 4448.198242 Iteration 15Q: 3 clusters Score -938780.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -938791.687500 Penalty: 4448.198242 Iteration 16Q: 3 clusters Score -938791.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -938811.187500 Penalty: 4448.198242 Iteration 17Q: 3 clusters Score -938811.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -938828.750000 Penalty: 4448.198242 Iteration 18Q: 3 clusters Score -938828.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -938854.812500 Penalty: 4448.198242 Iteration 19Q: 3 clusters Score -938854.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -938878.750000 Penalty: 4448.198242 Iteration 20F: 3 clusters Score -938878.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -938903.062500 Penalty: 4448.198242 Iteration 21Q: 3 clusters Score -938903.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -938933.812500 Penalty: 4448.198242 Iteration 22Q: 3 clusters Score -938933.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -938966.812500 Penalty: 4448.198242 Iteration 23Q: 3 clusters Score -938966.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -938995.250000 Penalty: 4448.198242 Iteration 24Q: 3 clusters Score -938995.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -939033.687500 Penalty: 4448.198242 Iteration 25Q: 3 clusters Score -939033.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -939075.750000 Penalty: 4448.198242 Iteration 26Q: 3 clusters Score -939075.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -939130.375000 Penalty: 4448.198242 Iteration 27Q: 3 clusters Score -939130.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -939189.562500 Penalty: 4448.198242 Iteration 28Q: 3 clusters Score -939189.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -939275.062500 Penalty: 4448.198242 Iteration 29Q: 3 clusters Score -939275.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -939384.875000 Penalty: 4448.198242 Iteration 30Q: 3 clusters Score -939384.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -939524.500000 Penalty: 4448.198242 Iteration 31Q: 3 clusters Score -939524.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -939616.875000 Penalty: 4448.198242 Iteration 32Q: 3 clusters Score -939616.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -939669.437500 Penalty: 4448.198242 Iteration 33Q: 3 clusters Score -939669.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -939686.875000 Penalty: 4448.198242 Iteration 34Q: 3 clusters Score -939686.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -939695.750000 Penalty: 4448.198242 Iteration 35Q: 3 clusters Score -939695.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -939698.312500 Penalty: 4448.198242 Iteration 36Q: 3 clusters Score -939698.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -939699.500000 Penalty: 4448.198242 Iteration 37Q: 3 clusters Score -939699.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -939700.875000 Penalty: 4448.198242 Iteration 38Q: 3 clusters Score -939700.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -939702.937500 Penalty: 4448.198242 Iteration 39Q: 3 clusters Score -939702.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -939701.812500 Penalty: 4448.198242 Iteration 40F: 3 clusters Score -939701.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (53050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53050 members Entering Unmasked Estep Score: -6462953.000000 Penalty: 2697.989502 Iteration 0F: 2 clusters Score -6462953 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 26409 members Entering Unmasked Estep Score: -6427183.000000 Penalty: 5395.979004 Iteration 0F: 3 clusters Score -6427183 nChanged 24740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28309 members Mstep: Class 2 contains 24741 members Entering Unmasked Estep Score: -6440907.000000 Penalty: 5395.979004 Iteration 1F: 3 clusters Score -6440907 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29603 members Mstep: Class 2 contains 23447 members Entering Unmasked Estep Score: -6441648.500000 Penalty: 5395.979004 Iteration 2Q: 3 clusters Score -6441648 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31470 members Mstep: Class 2 contains 21580 members Entering Unmasked Estep Score: -6442644.000000 Penalty: 5395.979004 Iteration 3Q: 3 clusters Score -6442644 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34037 members Mstep: Class 2 contains 19013 members Entering Unmasked Estep Score: -6444172.500000 Penalty: 5395.979004 Iteration 4F: 3 clusters Score -6444172 nChanged 3658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37453 members Mstep: Class 2 contains 15597 members Entering Unmasked Estep Score: -6446594.500000 Penalty: 5395.979004 Iteration 5F: 3 clusters Score -6446594 nChanged 4171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41446 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -6449902.500000 Penalty: 5395.979004 Iteration 6F: 3 clusters Score -6449902 nChanged 4066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45418 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -6453494.500000 Penalty: 5395.979004 Iteration 7F: 3 clusters Score -6453494 nChanged 3231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48613 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -6456475.000000 Penalty: 5395.979004 Iteration 8F: 3 clusters Score -6456475 nChanged 2155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50750 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -6458552.500000 Penalty: 5395.979004 Iteration 9Q: 3 clusters Score -6458552 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51937 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -6459692.000000 Penalty: 5395.979004 Iteration 10Q: 3 clusters Score -6459692 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52433 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -6460162.500000 Penalty: 5395.979004 Iteration 11Q: 3 clusters Score -6460162 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52602 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -6460339.000000 Penalty: 5395.979004 Iteration 12Q: 3 clusters Score -6460339 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52673 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -6460438.500000 Penalty: 5395.979004 Iteration 13Q: 3 clusters Score -6460438 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52707 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -6460481.000000 Penalty: 5395.979004 Iteration 14Q: 3 clusters Score -6460481 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52726 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -6460526.500000 Penalty: 5395.979004 Iteration 15Q: 3 clusters Score -6460526 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52740 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -6460556.500000 Penalty: 5395.979004 Iteration 16Q: 3 clusters Score -6460556 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52754 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -6460582.500000 Penalty: 5395.979004 Iteration 17Q: 3 clusters Score -6460582 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52758 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -6460594.000000 Penalty: 5395.979004 Iteration 18Q: 3 clusters Score -6460594 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52753 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -6460599.500000 Penalty: 5395.979004 Iteration 19Q: 3 clusters Score -6460600 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52756 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -6460598.500000 Penalty: 5395.979004 Iteration 20F: 3 clusters Score -6460598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52755 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -6460598.000000 Penalty: 5395.979004 Iteration 21Q: 3 clusters Score -6460598 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52755 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -6460598.000000 Penalty: 5395.979004 Iteration 22F: 3 clusters Score -6460598 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Entering Unmasked Estep Score: -281969.250000 Penalty: 1950.756958 Iteration 0F: 2 clusters Score -281969.2 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 1282 members Entering Unmasked Estep Score: -279029.437500 Penalty: 3901.513916 Iteration 0F: 3 clusters Score -279029.4 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -279723.343750 Penalty: 3901.513916 Iteration 1F: 3 clusters Score -279723.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -279909.031250 Penalty: 3901.513916 Iteration 2F: 3 clusters Score -279909 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -280035.875000 Penalty: 3901.513916 Iteration 3F: 3 clusters Score -280035.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -280133.312500 Penalty: 3901.513916 Iteration 4Q: 3 clusters Score -280133.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -280215.062500 Penalty: 3901.513916 Iteration 5Q: 3 clusters Score -280215.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -280298.312500 Penalty: 3901.513916 Iteration 6Q: 3 clusters Score -280298.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -280364.687500 Penalty: 3901.513916 Iteration 7Q: 3 clusters Score -280364.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -280414.218750 Penalty: 3901.513916 Iteration 8Q: 3 clusters Score -280414.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -280460.843750 Penalty: 3901.513916 Iteration 9Q: 3 clusters Score -280460.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -280489.843750 Penalty: 3901.513916 Iteration 10Q: 3 clusters Score -280489.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -280507.187500 Penalty: 3901.513916 Iteration 11Q: 3 clusters Score -280507.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -280517.406250 Penalty: 3901.513916 Iteration 12Q: 3 clusters Score -280517.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -280523.937500 Penalty: 3901.513916 Iteration 13Q: 3 clusters Score -280523.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -280527.250000 Penalty: 3901.513916 Iteration 14Q: 3 clusters Score -280527.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -280532.437500 Penalty: 3901.513916 Iteration 15Q: 3 clusters Score -280532.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -280537.593750 Penalty: 3901.513916 Iteration 16Q: 3 clusters Score -280537.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -280539.531250 Penalty: 3901.513916 Iteration 17Q: 3 clusters Score -280539.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -280541.218750 Penalty: 3901.513916 Iteration 18Q: 3 clusters Score -280541.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -280543.281250 Penalty: 3901.513916 Iteration 19Q: 3 clusters Score -280543.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -280545.343750 Penalty: 3901.513916 Iteration 20F: 3 clusters Score -280545.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -280548.468750 Penalty: 3901.513916 Iteration 21Q: 3 clusters Score -280548.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -280553.062500 Penalty: 3901.513916 Iteration 22Q: 3 clusters Score -280553.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -280560.218750 Penalty: 3901.513916 Iteration 23Q: 3 clusters Score -280560.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -280565.812500 Penalty: 3901.513916 Iteration 24Q: 3 clusters Score -280565.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -280571.718750 Penalty: 3901.513916 Iteration 25Q: 3 clusters Score -280571.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -280577.406250 Penalty: 3901.513916 Iteration 26Q: 3 clusters Score -280577.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -280586.062500 Penalty: 3901.513916 Iteration 27Q: 3 clusters Score -280586.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -280593.750000 Penalty: 3901.513916 Iteration 28Q: 3 clusters Score -280593.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -280601.625000 Penalty: 3901.513916 Iteration 29Q: 3 clusters Score -280601.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -280608.718750 Penalty: 3901.513916 Iteration 30Q: 3 clusters Score -280608.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -280617.875000 Penalty: 3901.513916 Iteration 31Q: 3 clusters Score -280617.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -280620.968750 Penalty: 3901.513916 Iteration 32Q: 3 clusters Score -280621 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -280623.875000 Penalty: 3901.513916 Iteration 33Q: 3 clusters Score -280623.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -280626.343750 Penalty: 3901.513916 Iteration 34Q: 3 clusters Score -280626.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -280627.718750 Penalty: 3901.513916 Iteration 35Q: 3 clusters Score -280627.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -280629.750000 Penalty: 3901.513916 Iteration 36Q: 3 clusters Score -280629.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -280631.031250 Penalty: 3901.513916 Iteration 37Q: 3 clusters Score -280631 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -280631.625000 Penalty: 3901.513916 Iteration 38Q: 3 clusters Score -280631.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -280631.625000 Penalty: 3901.513916 Iteration 39F: 3 clusters Score -280631.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Entering Unmasked Estep Score: -259720.343750 Penalty: 1900.990601 Iteration 0F: 2 clusters Score -259720.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -256993.968750 Penalty: 3801.981201 Iteration 0F: 3 clusters Score -256994 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -257480.078125 Penalty: 3801.981201 Iteration 1F: 3 clusters Score -257480.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -257602.890625 Penalty: 3801.981201 Iteration 2F: 3 clusters Score -257602.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -257661.125000 Penalty: 3801.981201 Iteration 3Q: 3 clusters Score -257661.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -257699.562500 Penalty: 3801.981201 Iteration 4Q: 3 clusters Score -257699.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -257731.203125 Penalty: 3801.981201 Iteration 5Q: 3 clusters Score -257731.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -257753.328125 Penalty: 3801.981201 Iteration 6Q: 3 clusters Score -257753.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -257769.703125 Penalty: 3801.981201 Iteration 7Q: 3 clusters Score -257769.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -257777.703125 Penalty: 3801.981201 Iteration 8Q: 3 clusters Score -257777.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -257784.187500 Penalty: 3801.981201 Iteration 9Q: 3 clusters Score -257784.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -257790.265625 Penalty: 3801.981201 Iteration 10Q: 3 clusters Score -257790.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -257792.843750 Penalty: 3801.981201 Iteration 11Q: 3 clusters Score -257792.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -257794.500000 Penalty: 3801.981201 Iteration 12Q: 3 clusters Score -257794.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -257796.468750 Penalty: 3801.981201 Iteration 13Q: 3 clusters Score -257796.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -257799.218750 Penalty: 3801.981201 Iteration 14Q: 3 clusters Score -257799.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -257802.796875 Penalty: 3801.981201 Iteration 15Q: 3 clusters Score -257802.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -257806.812500 Penalty: 3801.981201 Iteration 16Q: 3 clusters Score -257806.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -257807.734375 Penalty: 3801.981201 Iteration 17Q: 3 clusters Score -257807.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -257808.125000 Penalty: 3801.981201 Iteration 18Q: 3 clusters Score -257808.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -257810.312500 Penalty: 3801.981201 Iteration 19Q: 3 clusters Score -257810.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -257812.921875 Penalty: 3801.981201 Iteration 20F: 3 clusters Score -257812.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -257814.734375 Penalty: 3801.981201 Iteration 21Q: 3 clusters Score -257814.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -257814.421875 Penalty: 3801.981201 Iteration 22Q: 3 clusters Score -257814.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -257815.406250 Penalty: 3801.981201 Iteration 23Q: 3 clusters Score -257815.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -257815.406250 Penalty: 3801.981201 Iteration 24F: 3 clusters Score -257815.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (97064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97064 members Entering Unmasked Estep Score: -11777965.000000 Penalty: 2847.815186 Iteration 0F: 2 clusters Score -1.177796e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48642 members Mstep: Class 2 contains 48422 members Entering Unmasked Estep Score: -11713010.000000 Penalty: 5695.630371 Iteration 0F: 3 clusters Score -1.171301e+07 nChanged 45687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50685 members Mstep: Class 2 contains 46379 members Entering Unmasked Estep Score: -11739350.000000 Penalty: 5695.630371 Iteration 1F: 3 clusters Score -1.173935e+07 nChanged 3263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51930 members Mstep: Class 2 contains 45134 members Entering Unmasked Estep Score: -11740095.000000 Penalty: 5695.630371 Iteration 2Q: 3 clusters Score -1.17401e+07 nChanged 3387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53695 members Mstep: Class 2 contains 43369 members Entering Unmasked Estep Score: -11741093.000000 Penalty: 5695.630371 Iteration 3Q: 3 clusters Score -1.174109e+07 nChanged 3739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56264 members Mstep: Class 2 contains 40800 members Entering Unmasked Estep Score: -11742377.000000 Penalty: 5695.630371 Iteration 4Q: 3 clusters Score -1.174238e+07 nChanged 4378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59894 members Mstep: Class 2 contains 37170 members Entering Unmasked Estep Score: -11744279.000000 Penalty: 5695.630371 Iteration 5Q: 3 clusters Score -1.174428e+07 nChanged 5471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64903 members Mstep: Class 2 contains 32161 members Entering Unmasked Estep Score: -11747318.000000 Penalty: 5695.630371 Iteration 6F: 3 clusters Score -1.174732e+07 nChanged 6517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71272 members Mstep: Class 2 contains 25792 members Entering Unmasked Estep Score: -11751853.000000 Penalty: 5695.630371 Iteration 7F: 3 clusters Score -1.175185e+07 nChanged 7735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78955 members Mstep: Class 2 contains 18109 members Entering Unmasked Estep Score: -11758453.000000 Penalty: 5695.630371 Iteration 8F: 3 clusters Score -1.175845e+07 nChanged 7481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86430 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -11765441.000000 Penalty: 5695.630371 Iteration 9F: 3 clusters Score -1.176544e+07 nChanged 5556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91984 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -11770770.000000 Penalty: 5695.630371 Iteration 10F: 3 clusters Score -1.177077e+07 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94931 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -11773594.000000 Penalty: 5695.630371 Iteration 11Q: 3 clusters Score -1.177359e+07 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96160 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -11774692.000000 Penalty: 5695.630371 Iteration 12Q: 3 clusters Score -1.177469e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96566 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -11775106.000000 Penalty: 5695.630371 Iteration 13Q: 3 clusters Score -1.177511e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96693 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -11775257.000000 Penalty: 5695.630371 Iteration 14Q: 3 clusters Score -1.177526e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96734 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -11775314.000000 Penalty: 5695.630371 Iteration 15Q: 3 clusters Score -1.177531e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96749 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -11775344.000000 Penalty: 5695.630371 Iteration 16Q: 3 clusters Score -1.177534e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96765 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -11775363.000000 Penalty: 5695.630371 Iteration 17Q: 3 clusters Score -1.177536e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96771 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -11775374.000000 Penalty: 5695.630371 Iteration 18Q: 3 clusters Score -1.177537e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96774 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -11775378.000000 Penalty: 5695.630371 Iteration 19Q: 3 clusters Score -1.177538e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96783 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -11775394.000000 Penalty: 5695.630371 Iteration 20F: 3 clusters Score -1.177539e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96788 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -11775410.000000 Penalty: 5695.630371 Iteration 21Q: 3 clusters Score -1.177541e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96790 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -11775405.000000 Penalty: 5695.630371 Iteration 22Q: 3 clusters Score -1.17754e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96790 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -11775402.000000 Penalty: 5695.630371 Iteration 23Q: 3 clusters Score -1.17754e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96793 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -11775429.000000 Penalty: 5695.630371 Iteration 24Q: 3 clusters Score -1.177543e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96794 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -11775430.000000 Penalty: 5695.630371 Iteration 25Q: 3 clusters Score -1.177543e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96799 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -11775431.000000 Penalty: 5695.630371 Iteration 26Q: 3 clusters Score -1.177543e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96798 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -11775428.000000 Penalty: 5695.630371 Iteration 27Q: 3 clusters Score -1.177543e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96798 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -11775428.000000 Penalty: 5695.630371 Iteration 28F: 3 clusters Score -1.177543e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Entering Unmasked Estep Score: -402621.281250 Penalty: 2025.714478 Iteration 0F: 2 clusters Score -402621.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -399143.000000 Penalty: 4051.428955 Iteration 0F: 3 clusters Score -399143 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -399993.968750 Penalty: 4051.428955 Iteration 1F: 3 clusters Score -399994 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -400189.250000 Penalty: 4051.428955 Iteration 2F: 3 clusters Score -400189.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -400310.031250 Penalty: 4051.428955 Iteration 3Q: 3 clusters Score -400310 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -400451.906250 Penalty: 4051.428955 Iteration 4Q: 3 clusters Score -400451.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -400651.000000 Penalty: 4051.428955 Iteration 5F: 3 clusters Score -400651 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -401058.531250 Penalty: 4051.428955 Iteration 6F: 3 clusters Score -401058.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -401667.125000 Penalty: 4051.428955 Iteration 7F: 3 clusters Score -401667.1 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -402469.906250 Penalty: 4051.428955 Iteration 8F: 3 clusters Score -402469.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -402955.625000 Penalty: 4051.428955 Iteration 9F: 3 clusters Score -402955.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -403118.093750 Penalty: 4051.428955 Iteration 10Q: 3 clusters Score -403118.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -403179.125000 Penalty: 4051.428955 Iteration 11Q: 3 clusters Score -403179.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -403201.281250 Penalty: 4051.428955 Iteration 12Q: 3 clusters Score -403201.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -403211.968750 Penalty: 4051.428955 Iteration 13Q: 3 clusters Score -403212 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -403216.750000 Penalty: 4051.428955 Iteration 14Q: 3 clusters Score -403216.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -403221.625000 Penalty: 4051.428955 Iteration 15Q: 3 clusters Score -403221.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -403222.343750 Penalty: 4051.428955 Iteration 16Q: 3 clusters Score -403222.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -403222.343750 Penalty: 4051.428955 Iteration 17F: 3 clusters Score -403222.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28867 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4996 members Mstep: Class 5 contains 2968 members Mstep: Class 6 contains 7849 members Mstep: Class 7 contains 53050 members Mstep: Class 8 contains 2607 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 559 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12196 members Mstep: Class 15 contains 14102 members Mstep: Class 17 contains 2382 members Mstep: Class 18 contains 7025 members Mstep: Class 19 contains 13480 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4291 members Entering Unmasked Estep Score: -33503814.000000 Penalty: 65393.410156 Splitting cluster 11 changes total score from -33504322.000000 to -33503814.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (5912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Entering Unmasked Estep Score: -718658.312500 Penalty: 2153.815186 Iteration 0F: 2 clusters Score -718658.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -713583.250000 Penalty: 4307.630371 Iteration 0F: 3 clusters Score -713583.2 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -714785.812500 Penalty: 4307.630371 Iteration 1F: 3 clusters Score -714785.8 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -714991.437500 Penalty: 4307.630371 Iteration 2F: 3 clusters Score -714991.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -715115.187500 Penalty: 4307.630371 Iteration 3Q: 3 clusters Score -715115.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -715197.687500 Penalty: 4307.630371 Iteration 4Q: 3 clusters Score -715197.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -715267.375000 Penalty: 4307.630371 Iteration 5Q: 3 clusters Score -715267.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -715332.625000 Penalty: 4307.630371 Iteration 6Q: 3 clusters Score -715332.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -715388.062500 Penalty: 4307.630371 Iteration 7Q: 3 clusters Score -715388.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -715423.750000 Penalty: 4307.630371 Iteration 8Q: 3 clusters Score -715423.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -715453.062500 Penalty: 4307.630371 Iteration 9Q: 3 clusters Score -715453.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -715479.750000 Penalty: 4307.630371 Iteration 10Q: 3 clusters Score -715479.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -715506.625000 Penalty: 4307.630371 Iteration 11Q: 3 clusters Score -715506.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -715537.500000 Penalty: 4307.630371 Iteration 12Q: 3 clusters Score -715537.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -715568.812500 Penalty: 4307.630371 Iteration 13Q: 3 clusters Score -715568.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -715600.500000 Penalty: 4307.630371 Iteration 14Q: 3 clusters Score -715600.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -715630.812500 Penalty: 4307.630371 Iteration 15Q: 3 clusters Score -715630.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -715652.875000 Penalty: 4307.630371 Iteration 16Q: 3 clusters Score -715652.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -715683.062500 Penalty: 4307.630371 Iteration 17Q: 3 clusters Score -715683.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -715713.875000 Penalty: 4307.630371 Iteration 18Q: 3 clusters Score -715713.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -715752.562500 Penalty: 4307.630371 Iteration 19Q: 3 clusters Score -715752.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -715789.062500 Penalty: 4307.630371 Iteration 20F: 3 clusters Score -715789.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -715829.375000 Penalty: 4307.630371 Iteration 21Q: 3 clusters Score -715829.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -715888.875000 Penalty: 4307.630371 Iteration 22Q: 3 clusters Score -715888.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -715950.250000 Penalty: 4307.630371 Iteration 23Q: 3 clusters Score -715950.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -716017.812500 Penalty: 4307.630371 Iteration 24Q: 3 clusters Score -716017.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -716086.812500 Penalty: 4307.630371 Iteration 25Q: 3 clusters Score -716086.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -716160.562500 Penalty: 4307.630371 Iteration 26Q: 3 clusters Score -716160.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -716254.375000 Penalty: 4307.630371 Iteration 27Q: 3 clusters Score -716254.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -716354.937500 Penalty: 4307.630371 Iteration 28Q: 3 clusters Score -716354.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -716435.250000 Penalty: 4307.630371 Iteration 29Q: 3 clusters Score -716435.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -716511.937500 Penalty: 4307.630371 Iteration 30Q: 3 clusters Score -716511.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -716561.812500 Penalty: 4307.630371 Iteration 31Q: 3 clusters Score -716561.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -716597.750000 Penalty: 4307.630371 Iteration 32Q: 3 clusters Score -716597.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -716622.312500 Penalty: 4307.630371 Iteration 33Q: 3 clusters Score -716622.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -716648.437500 Penalty: 4307.630371 Iteration 34Q: 3 clusters Score -716648.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -716675.687500 Penalty: 4307.630371 Iteration 35Q: 3 clusters Score -716675.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -716694.687500 Penalty: 4307.630371 Iteration 36Q: 3 clusters Score -716694.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -716709.312500 Penalty: 4307.630371 Iteration 37Q: 3 clusters Score -716709.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -716717.375000 Penalty: 4307.630371 Iteration 38Q: 3 clusters Score -716717.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -716722.437500 Penalty: 4307.630371 Iteration 39Q: 3 clusters Score -716722.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 5444 members Entering Unmasked Estep Score: -716726.125000 Penalty: 4307.630371 Iteration 40F: 3 clusters Score -716726.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -716726.875000 Penalty: 4307.630371 Iteration 41Q: 3 clusters Score -716726.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -716729.125000 Penalty: 4307.630371 Iteration 42Q: 3 clusters Score -716729.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -716734.812500 Penalty: 4307.630371 Iteration 43Q: 3 clusters Score -716734.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -716735.062500 Penalty: 4307.630371 Iteration 44Q: 3 clusters Score -716735.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -716735.062500 Penalty: 4307.630371 Iteration 45F: 3 clusters Score -716735.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Entering Unmasked Estep Score: -556434.562500 Penalty: 2093.892822 Iteration 0F: 2 clusters Score -556434.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -552107.125000 Penalty: 4187.785645 Iteration 0F: 3 clusters Score -552107.1 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -553257.687500 Penalty: 4187.785645 Iteration 1F: 3 clusters Score -553257.7 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -553569.437500 Penalty: 4187.785645 Iteration 2F: 3 clusters Score -553569.4 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -553777.937500 Penalty: 4187.785645 Iteration 3F: 3 clusters Score -553777.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -553918.312500 Penalty: 4187.785645 Iteration 4Q: 3 clusters Score -553918.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -554004.187500 Penalty: 4187.785645 Iteration 5Q: 3 clusters Score -554004.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -554069.062500 Penalty: 4187.785645 Iteration 6Q: 3 clusters Score -554069.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -554125.750000 Penalty: 4187.785645 Iteration 7Q: 3 clusters Score -554125.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -554177.687500 Penalty: 4187.785645 Iteration 8Q: 3 clusters Score -554177.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -554229.437500 Penalty: 4187.785645 Iteration 9Q: 3 clusters Score -554229.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -554280.625000 Penalty: 4187.785645 Iteration 10Q: 3 clusters Score -554280.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -554341.375000 Penalty: 4187.785645 Iteration 11Q: 3 clusters Score -554341.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -554404.000000 Penalty: 4187.785645 Iteration 12Q: 3 clusters Score -554404 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -554458.062500 Penalty: 4187.785645 Iteration 13Q: 3 clusters Score -554458.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -554503.875000 Penalty: 4187.785645 Iteration 14Q: 3 clusters Score -554503.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -554547.875000 Penalty: 4187.785645 Iteration 15Q: 3 clusters Score -554547.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -554584.125000 Penalty: 4187.785645 Iteration 16Q: 3 clusters Score -554584.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -554613.937500 Penalty: 4187.785645 Iteration 17Q: 3 clusters Score -554613.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -554642.812500 Penalty: 4187.785645 Iteration 18Q: 3 clusters Score -554642.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -554673.687500 Penalty: 4187.785645 Iteration 19Q: 3 clusters Score -554673.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -554700.437500 Penalty: 4187.785645 Iteration 20F: 3 clusters Score -554700.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -554725.625000 Penalty: 4187.785645 Iteration 21Q: 3 clusters Score -554725.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -554752.437500 Penalty: 4187.785645 Iteration 22Q: 3 clusters Score -554752.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -554773.562500 Penalty: 4187.785645 Iteration 23Q: 3 clusters Score -554773.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -554792.812500 Penalty: 4187.785645 Iteration 24Q: 3 clusters Score -554792.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -554808.000000 Penalty: 4187.785645 Iteration 25Q: 3 clusters Score -554808 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -554821.125000 Penalty: 4187.785645 Iteration 26Q: 3 clusters Score -554821.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -554838.000000 Penalty: 4187.785645 Iteration 27Q: 3 clusters Score -554838 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -554851.437500 Penalty: 4187.785645 Iteration 28Q: 3 clusters Score -554851.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -554858.625000 Penalty: 4187.785645 Iteration 29Q: 3 clusters Score -554858.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -554862.062500 Penalty: 4187.785645 Iteration 30Q: 3 clusters Score -554862.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -554863.187500 Penalty: 4187.785645 Iteration 31Q: 3 clusters Score -554863.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -554863.500000 Penalty: 4187.785645 Iteration 32Q: 3 clusters Score -554863.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -554864.562500 Penalty: 4187.785645 Iteration 33Q: 3 clusters Score -554864.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -554866.187500 Penalty: 4187.785645 Iteration 34Q: 3 clusters Score -554866.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -554866.875000 Penalty: 4187.785645 Iteration 35Q: 3 clusters Score -554866.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -554869.187500 Penalty: 4187.785645 Iteration 36Q: 3 clusters Score -554869.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -554872.125000 Penalty: 4187.785645 Iteration 37Q: 3 clusters Score -554872.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -554873.875000 Penalty: 4187.785645 Iteration 38Q: 3 clusters Score -554873.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -554874.312500 Penalty: 4187.785645 Iteration 39Q: 3 clusters Score -554874.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -554877.312500 Penalty: 4187.785645 Iteration 40F: 3 clusters Score -554877.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -554877.375000 Penalty: 4187.785645 Iteration 41Q: 3 clusters Score -554877.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -554877.250000 Penalty: 4187.785645 Iteration 42Q: 3 clusters Score -554877.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -554879.062500 Penalty: 4187.785645 Iteration 43Q: 3 clusters Score -554879.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -554879.062500 Penalty: 4187.785645 Iteration 44F: 3 clusters Score -554879.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (12196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12196 members Entering Unmasked Estep Score: -1463593.250000 Penalty: 2333.397949 Iteration 0F: 2 clusters Score -1463593 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -1454558.750000 Penalty: 4666.795898 Iteration 0F: 3 clusters Score -1454559 nChanged 5183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -1457532.875000 Penalty: 4666.795898 Iteration 1F: 3 clusters Score -1457533 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1458168.250000 Penalty: 4666.795898 Iteration 2F: 3 clusters Score -1458168 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1458811.625000 Penalty: 4666.795898 Iteration 3F: 3 clusters Score -1458812 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1459380.500000 Penalty: 4666.795898 Iteration 4F: 3 clusters Score -1459380 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1459844.500000 Penalty: 4666.795898 Iteration 5F: 3 clusters Score -1459844 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1460245.750000 Penalty: 4666.795898 Iteration 6F: 3 clusters Score -1460246 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1460584.125000 Penalty: 4666.795898 Iteration 7Q: 3 clusters Score -1460584 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -1460864.750000 Penalty: 4666.795898 Iteration 8Q: 3 clusters Score -1460865 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -1461118.375000 Penalty: 4666.795898 Iteration 9Q: 3 clusters Score -1461118 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1461355.000000 Penalty: 4666.795898 Iteration 10Q: 3 clusters Score -1461355 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -1461535.500000 Penalty: 4666.795898 Iteration 11Q: 3 clusters Score -1461536 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -1461721.125000 Penalty: 4666.795898 Iteration 12Q: 3 clusters Score -1461721 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -1461918.875000 Penalty: 4666.795898 Iteration 13Q: 3 clusters Score -1461919 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -1462089.500000 Penalty: 4666.795898 Iteration 14Q: 3 clusters Score -1462090 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10662 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1462171.375000 Penalty: 4666.795898 Iteration 15Q: 3 clusters Score -1462171 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1462214.125000 Penalty: 4666.795898 Iteration 16Q: 3 clusters Score -1462214 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1462232.625000 Penalty: 4666.795898 Iteration 17Q: 3 clusters Score -1462233 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10781 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -1462246.250000 Penalty: 4666.795898 Iteration 18Q: 3 clusters Score -1462246 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10795 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1462249.625000 Penalty: 4666.795898 Iteration 19Q: 3 clusters Score -1462250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10800 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1462255.000000 Penalty: 4666.795898 Iteration 20F: 3 clusters Score -1462255 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -1462254.500000 Penalty: 4666.795898 Iteration 21Q: 3 clusters Score -1462254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -1462256.000000 Penalty: 4666.795898 Iteration 22Q: 3 clusters Score -1462256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1462256.125000 Penalty: 4666.795898 Iteration 23Q: 3 clusters Score -1462256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10811 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1462256.625000 Penalty: 4666.795898 Iteration 24Q: 3 clusters Score -1462257 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10811 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1462256.625000 Penalty: 4666.795898 Iteration 25F: 3 clusters Score -1462257 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (14102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14102 members Entering Unmasked Estep Score: -1700603.125000 Penalty: 2369.409668 Iteration 0F: 2 clusters Score -1700603 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -1690323.750000 Penalty: 4738.819336 Iteration 0F: 3 clusters Score -1690324 nChanged 6023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -1693576.250000 Penalty: 4738.819336 Iteration 1F: 3 clusters Score -1693576 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -1693956.250000 Penalty: 4738.819336 Iteration 2F: 3 clusters Score -1693956 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -1694256.000000 Penalty: 4738.819336 Iteration 3F: 3 clusters Score -1694256 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1694548.125000 Penalty: 4738.819336 Iteration 4Q: 3 clusters Score -1694548 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -1694821.750000 Penalty: 4738.819336 Iteration 5Q: 3 clusters Score -1694822 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -1695105.875000 Penalty: 4738.819336 Iteration 6Q: 3 clusters Score -1695106 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1695393.375000 Penalty: 4738.819336 Iteration 7Q: 3 clusters Score -1695393 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -1695681.875000 Penalty: 4738.819336 Iteration 8Q: 3 clusters Score -1695682 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -1696007.125000 Penalty: 4738.819336 Iteration 9Q: 3 clusters Score -1696007 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1696337.625000 Penalty: 4738.819336 Iteration 10Q: 3 clusters Score -1696338 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10791 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1696695.125000 Penalty: 4738.819336 Iteration 11Q: 3 clusters Score -1696695 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11214 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -1697004.125000 Penalty: 4738.819336 Iteration 12Q: 3 clusters Score -1697004 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11585 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -1697260.250000 Penalty: 4738.819336 Iteration 13Q: 3 clusters Score -1697260 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1697461.750000 Penalty: 4738.819336 Iteration 14Q: 3 clusters Score -1697462 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12137 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -1697616.500000 Penalty: 4738.819336 Iteration 15Q: 3 clusters Score -1697616 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12357 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -1697772.250000 Penalty: 4738.819336 Iteration 16Q: 3 clusters Score -1697772 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12548 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1697907.250000 Penalty: 4738.819336 Iteration 17Q: 3 clusters Score -1697907 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12696 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1698014.125000 Penalty: 4738.819336 Iteration 18Q: 3 clusters Score -1698014 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12817 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -1698103.500000 Penalty: 4738.819336 Iteration 19Q: 3 clusters Score -1698104 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12921 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1698180.000000 Penalty: 4738.819336 Iteration 20F: 3 clusters Score -1698180 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1698234.250000 Penalty: 4738.819336 Iteration 21Q: 3 clusters Score -1698234 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13052 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1698285.625000 Penalty: 4738.819336 Iteration 22Q: 3 clusters Score -1698286 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13112 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1698337.250000 Penalty: 4738.819336 Iteration 23Q: 3 clusters Score -1698337 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13170 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1698375.250000 Penalty: 4738.819336 Iteration 24Q: 3 clusters Score -1698375 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13212 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1698411.250000 Penalty: 4738.819336 Iteration 25Q: 3 clusters Score -1698411 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13246 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1698440.375000 Penalty: 4738.819336 Iteration 26Q: 3 clusters Score -1698440 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1698465.375000 Penalty: 4738.819336 Iteration 27Q: 3 clusters Score -1698465 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13309 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1698491.875000 Penalty: 4738.819336 Iteration 28Q: 3 clusters Score -1698492 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13330 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1698505.750000 Penalty: 4738.819336 Iteration 29Q: 3 clusters Score -1698506 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13348 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1698520.750000 Penalty: 4738.819336 Iteration 30Q: 3 clusters Score -1698521 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13363 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1698525.500000 Penalty: 4738.819336 Iteration 31Q: 3 clusters Score -1698526 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13374 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1698531.250000 Penalty: 4738.819336 Iteration 32Q: 3 clusters Score -1698531 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1698537.125000 Penalty: 4738.819336 Iteration 33Q: 3 clusters Score -1698537 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13392 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -1698542.250000 Penalty: 4738.819336 Iteration 34Q: 3 clusters Score -1698542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1698546.500000 Penalty: 4738.819336 Iteration 35Q: 3 clusters Score -1698546 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1698550.625000 Penalty: 4738.819336 Iteration 36Q: 3 clusters Score -1698551 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1698555.875000 Penalty: 4738.819336 Iteration 37Q: 3 clusters Score -1698556 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13417 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1698556.625000 Penalty: 4738.819336 Iteration 38Q: 3 clusters Score -1698557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13418 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -1698558.625000 Penalty: 4738.819336 Iteration 39Q: 3 clusters Score -1698559 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13419 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1698560.250000 Penalty: 4738.819336 Iteration 40F: 3 clusters Score -1698560 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13421 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -1698563.000000 Penalty: 4738.819336 Iteration 41Q: 3 clusters Score -1698563 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1698561.500000 Penalty: 4738.819336 Iteration 42Q: 3 clusters Score -1698562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1698561.500000 Penalty: 4738.819336 Iteration 43F: 3 clusters Score -1698562 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Entering Unmasked Estep Score: -263171.593750 Penalty: 1928.372559 Iteration 0F: 2 clusters Score -263171.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -260302.187500 Penalty: 3856.745117 Iteration 0F: 3 clusters Score -260302.2 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -260864.250000 Penalty: 3856.745117 Iteration 1F: 3 clusters Score -260864.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -261010.203125 Penalty: 3856.745117 Iteration 2F: 3 clusters Score -261010.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -261113.187500 Penalty: 3856.745117 Iteration 3Q: 3 clusters Score -261113.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -261179.421875 Penalty: 3856.745117 Iteration 4Q: 3 clusters Score -261179.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -261225.265625 Penalty: 3856.745117 Iteration 5Q: 3 clusters Score -261225.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -261255.390625 Penalty: 3856.745117 Iteration 6Q: 3 clusters Score -261255.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -261282.062500 Penalty: 3856.745117 Iteration 7Q: 3 clusters Score -261282.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -261311.406250 Penalty: 3856.745117 Iteration 8Q: 3 clusters Score -261311.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -261351.109375 Penalty: 3856.745117 Iteration 9Q: 3 clusters Score -261351.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -261382.859375 Penalty: 3856.745117 Iteration 10Q: 3 clusters Score -261382.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -261405.015625 Penalty: 3856.745117 Iteration 11Q: 3 clusters Score -261405 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -261419.859375 Penalty: 3856.745117 Iteration 12Q: 3 clusters Score -261419.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -261428.843750 Penalty: 3856.745117 Iteration 13Q: 3 clusters Score -261428.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -261433.171875 Penalty: 3856.745117 Iteration 14Q: 3 clusters Score -261433.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -261434.296875 Penalty: 3856.745117 Iteration 15Q: 3 clusters Score -261434.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -261434.890625 Penalty: 3856.745117 Iteration 16Q: 3 clusters Score -261434.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -261434.890625 Penalty: 3856.745117 Iteration 17F: 3 clusters Score -261434.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Entering Unmasked Estep Score: -837606.875000 Penalty: 2196.593018 Iteration 0F: 2 clusters Score -837606.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -831860.937500 Penalty: 4393.186035 Iteration 0F: 3 clusters Score -831860.9 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -833357.687500 Penalty: 4393.186035 Iteration 1F: 3 clusters Score -833357.7 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -833661.187500 Penalty: 4393.186035 Iteration 2F: 3 clusters Score -833661.2 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -833915.125000 Penalty: 4393.186035 Iteration 3F: 3 clusters Score -833915.1 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -834167.000000 Penalty: 4393.186035 Iteration 4F: 3 clusters Score -834167 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -834419.437500 Penalty: 4393.186035 Iteration 5Q: 3 clusters Score -834419.4 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -834692.187500 Penalty: 4393.186035 Iteration 6Q: 3 clusters Score -834692.2 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -834960.000000 Penalty: 4393.186035 Iteration 7Q: 3 clusters Score -834960 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -835189.812500 Penalty: 4393.186035 Iteration 8Q: 3 clusters Score -835189.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -835398.312500 Penalty: 4393.186035 Iteration 9Q: 3 clusters Score -835398.3 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -835593.500000 Penalty: 4393.186035 Iteration 10Q: 3 clusters Score -835593.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -835801.375000 Penalty: 4393.186035 Iteration 11Q: 3 clusters Score -835801.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -836007.000000 Penalty: 4393.186035 Iteration 12Q: 3 clusters Score -836007 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -836170.875000 Penalty: 4393.186035 Iteration 13Q: 3 clusters Score -836170.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -836283.625000 Penalty: 4393.186035 Iteration 14Q: 3 clusters Score -836283.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -836354.750000 Penalty: 4393.186035 Iteration 15Q: 3 clusters Score -836354.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -836407.625000 Penalty: 4393.186035 Iteration 16Q: 3 clusters Score -836407.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -836447.812500 Penalty: 4393.186035 Iteration 17Q: 3 clusters Score -836447.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -836469.062500 Penalty: 4393.186035 Iteration 18Q: 3 clusters Score -836469.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -836489.125000 Penalty: 4393.186035 Iteration 19Q: 3 clusters Score -836489.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -836511.562500 Penalty: 4393.186035 Iteration 20F: 3 clusters Score -836511.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -836530.875000 Penalty: 4393.186035 Iteration 21Q: 3 clusters Score -836530.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -836545.187500 Penalty: 4393.186035 Iteration 22Q: 3 clusters Score -836545.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -836554.687500 Penalty: 4393.186035 Iteration 23Q: 3 clusters Score -836554.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -836561.062500 Penalty: 4393.186035 Iteration 24Q: 3 clusters Score -836561.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -836564.187500 Penalty: 4393.186035 Iteration 25Q: 3 clusters Score -836564.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -836566.625000 Penalty: 4393.186035 Iteration 26Q: 3 clusters Score -836566.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -836570.687500 Penalty: 4393.186035 Iteration 27Q: 3 clusters Score -836570.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -836575.625000 Penalty: 4393.186035 Iteration 28Q: 3 clusters Score -836575.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -836574.187500 Penalty: 4393.186035 Iteration 29Q: 3 clusters Score -836574.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -836575.562500 Penalty: 4393.186035 Iteration 30Q: 3 clusters Score -836575.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -836578.187500 Penalty: 4393.186035 Iteration 31Q: 3 clusters Score -836578.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -836577.875000 Penalty: 4393.186035 Iteration 32Q: 3 clusters Score -836577.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -836577.812500 Penalty: 4393.186035 Iteration 33Q: 3 clusters Score -836577.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -836578.562500 Penalty: 4393.186035 Iteration 34Q: 3 clusters Score -836578.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -836578.562500 Penalty: 4393.186035 Iteration 35F: 3 clusters Score -836578.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13480 members Entering Unmasked Estep Score: -1518795.375000 Penalty: 2358.222656 Iteration 0F: 2 clusters Score -1518795 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -1508970.875000 Penalty: 4716.445312 Iteration 0F: 3 clusters Score -1508971 nChanged 5697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -1512050.500000 Penalty: 4716.445312 Iteration 1F: 3 clusters Score -1512050 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -1512541.000000 Penalty: 4716.445312 Iteration 2F: 3 clusters Score -1512541 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -1512947.500000 Penalty: 4716.445312 Iteration 3F: 3 clusters Score -1512948 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -1513261.625000 Penalty: 4716.445312 Iteration 4Q: 3 clusters Score -1513262 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -1513574.000000 Penalty: 4716.445312 Iteration 5Q: 3 clusters Score -1513574 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -1513834.750000 Penalty: 4716.445312 Iteration 6Q: 3 clusters Score -1513835 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -1514040.875000 Penalty: 4716.445312 Iteration 7Q: 3 clusters Score -1514041 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -1514230.750000 Penalty: 4716.445312 Iteration 8Q: 3 clusters Score -1514231 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -1514457.375000 Penalty: 4716.445312 Iteration 9Q: 3 clusters Score -1514457 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -1514650.250000 Penalty: 4716.445312 Iteration 10Q: 3 clusters Score -1514650 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 8006 members Entering Unmasked Estep Score: -1514869.750000 Penalty: 4716.445312 Iteration 11Q: 3 clusters Score -1514870 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -1515091.500000 Penalty: 4716.445312 Iteration 12Q: 3 clusters Score -1515092 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -1515323.000000 Penalty: 4716.445312 Iteration 13Q: 3 clusters Score -1515323 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -1515570.750000 Penalty: 4716.445312 Iteration 14Q: 3 clusters Score -1515571 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 9190 members Entering Unmasked Estep Score: -1515809.000000 Penalty: 4716.445312 Iteration 15Q: 3 clusters Score -1515809 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 9480 members Entering Unmasked Estep Score: -1516016.000000 Penalty: 4716.445312 Iteration 16Q: 3 clusters Score -1516016 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -1516201.000000 Penalty: 4716.445312 Iteration 17Q: 3 clusters Score -1516201 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -1516363.875000 Penalty: 4716.445312 Iteration 18Q: 3 clusters Score -1516364 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -1516543.875000 Penalty: 4716.445312 Iteration 19Q: 3 clusters Score -1516544 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -1516669.750000 Penalty: 4716.445312 Iteration 20F: 3 clusters Score -1516670 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 10533 members Entering Unmasked Estep Score: -1516792.000000 Penalty: 4716.445312 Iteration 21Q: 3 clusters Score -1516792 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -1516902.000000 Penalty: 4716.445312 Iteration 22Q: 3 clusters Score -1516902 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -1517003.375000 Penalty: 4716.445312 Iteration 23Q: 3 clusters Score -1517003 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 10991 members Entering Unmasked Estep Score: -1517080.125000 Penalty: 4716.445312 Iteration 24Q: 3 clusters Score -1517080 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -1517142.250000 Penalty: 4716.445312 Iteration 25Q: 3 clusters Score -1517142 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -1517184.500000 Penalty: 4716.445312 Iteration 26Q: 3 clusters Score -1517184 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 11257 members Entering Unmasked Estep Score: -1517218.500000 Penalty: 4716.445312 Iteration 27Q: 3 clusters Score -1517218 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -1517246.000000 Penalty: 4716.445312 Iteration 28Q: 3 clusters Score -1517246 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -1517265.375000 Penalty: 4716.445312 Iteration 29Q: 3 clusters Score -1517265 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 11421 members Entering Unmasked Estep Score: -1517276.625000 Penalty: 4716.445312 Iteration 30Q: 3 clusters Score -1517277 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 11456 members Entering Unmasked Estep Score: -1517290.500000 Penalty: 4716.445312 Iteration 31Q: 3 clusters Score -1517290 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 11491 members Entering Unmasked Estep Score: -1517300.500000 Penalty: 4716.445312 Iteration 32Q: 3 clusters Score -1517300 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -1517316.250000 Penalty: 4716.445312 Iteration 33Q: 3 clusters Score -1517316 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -1517327.625000 Penalty: 4716.445312 Iteration 34Q: 3 clusters Score -1517328 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -1517330.500000 Penalty: 4716.445312 Iteration 35Q: 3 clusters Score -1517330 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 11606 members Entering Unmasked Estep Score: -1517341.625000 Penalty: 4716.445312 Iteration 36Q: 3 clusters Score -1517342 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -1517343.875000 Penalty: 4716.445312 Iteration 37Q: 3 clusters Score -1517344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -1517343.875000 Penalty: 4716.445312 Iteration 38Q: 3 clusters Score -1517344 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -1517345.000000 Penalty: 4716.445312 Iteration 39Q: 3 clusters Score -1517345 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -1517345.875000 Penalty: 4716.445312 Iteration 40F: 3 clusters Score -1517346 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -1517349.625000 Penalty: 4716.445312 Iteration 41Q: 3 clusters Score -1517350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1517347.375000 Penalty: 4716.445312 Iteration 42Q: 3 clusters Score -1517347 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 11647 members Entering Unmasked Estep Score: -1517350.625000 Penalty: 4716.445312 Iteration 43Q: 3 clusters Score -1517351 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 11652 members Entering Unmasked Estep Score: -1517349.875000 Penalty: 4716.445312 Iteration 44Q: 3 clusters Score -1517350 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -1517350.375000 Penalty: 4716.445312 Iteration 45Q: 3 clusters Score -1517350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -1517349.250000 Penalty: 4716.445312 Iteration 46Q: 3 clusters Score -1517349 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 11656 members Entering Unmasked Estep Score: -1517351.500000 Penalty: 4716.445312 Iteration 47Q: 3 clusters Score -1517352 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 11656 members Entering Unmasked Estep Score: -1517351.500000 Penalty: 4716.445312 Iteration 48F: 3 clusters Score -1517352 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (10051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10051 members Entering Unmasked Estep Score: -1228593.875000 Penalty: 2285.426025 Iteration 0F: 2 clusters Score -1228594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1220909.625000 Penalty: 4570.852051 Iteration 0F: 3 clusters Score -1220910 nChanged 4135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -1223100.875000 Penalty: 4570.852051 Iteration 1F: 3 clusters Score -1223101 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -1223344.375000 Penalty: 4570.852051 Iteration 2F: 3 clusters Score -1223344 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1223550.250000 Penalty: 4570.852051 Iteration 3Q: 3 clusters Score -1223550 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -1223698.375000 Penalty: 4570.852051 Iteration 4Q: 3 clusters Score -1223698 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1223837.500000 Penalty: 4570.852051 Iteration 5Q: 3 clusters Score -1223838 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1223954.000000 Penalty: 4570.852051 Iteration 6Q: 3 clusters Score -1223954 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1224054.750000 Penalty: 4570.852051 Iteration 7Q: 3 clusters Score -1224055 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -1224123.750000 Penalty: 4570.852051 Iteration 8Q: 3 clusters Score -1224124 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -1224186.000000 Penalty: 4570.852051 Iteration 9Q: 3 clusters Score -1224186 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -1224248.500000 Penalty: 4570.852051 Iteration 10Q: 3 clusters Score -1224248 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1224309.250000 Penalty: 4570.852051 Iteration 11Q: 3 clusters Score -1224309 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1224374.750000 Penalty: 4570.852051 Iteration 12Q: 3 clusters Score -1224375 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -1224435.125000 Penalty: 4570.852051 Iteration 13Q: 3 clusters Score -1224435 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -1224497.375000 Penalty: 4570.852051 Iteration 14Q: 3 clusters Score -1224497 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -1224561.000000 Penalty: 4570.852051 Iteration 15Q: 3 clusters Score -1224561 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -1224609.750000 Penalty: 4570.852051 Iteration 16Q: 3 clusters Score -1224610 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -1224668.625000 Penalty: 4570.852051 Iteration 17Q: 3 clusters Score -1224669 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -1224724.625000 Penalty: 4570.852051 Iteration 18Q: 3 clusters Score -1224725 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -1224764.375000 Penalty: 4570.852051 Iteration 19Q: 3 clusters Score -1224764 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1224812.000000 Penalty: 4570.852051 Iteration 20F: 3 clusters Score -1224812 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -1224864.750000 Penalty: 4570.852051 Iteration 21Q: 3 clusters Score -1224865 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1224929.625000 Penalty: 4570.852051 Iteration 22Q: 3 clusters Score -1224930 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -1225010.125000 Penalty: 4570.852051 Iteration 23Q: 3 clusters Score -1225010 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -1225106.750000 Penalty: 4570.852051 Iteration 24Q: 3 clusters Score -1225107 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -1225206.500000 Penalty: 4570.852051 Iteration 25Q: 3 clusters Score -1225206 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -1225320.875000 Penalty: 4570.852051 Iteration 26Q: 3 clusters Score -1225321 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -1225439.500000 Penalty: 4570.852051 Iteration 27Q: 3 clusters Score -1225440 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -1225580.250000 Penalty: 4570.852051 Iteration 28Q: 3 clusters Score -1225580 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1225721.250000 Penalty: 4570.852051 Iteration 29Q: 3 clusters Score -1225721 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -1225879.625000 Penalty: 4570.852051 Iteration 30Q: 3 clusters Score -1225880 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -1226042.750000 Penalty: 4570.852051 Iteration 31Q: 3 clusters Score -1226043 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1226172.250000 Penalty: 4570.852051 Iteration 32Q: 3 clusters Score -1226172 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -1226263.625000 Penalty: 4570.852051 Iteration 33Q: 3 clusters Score -1226264 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 8136 members Entering Unmasked Estep Score: -1226333.000000 Penalty: 4570.852051 Iteration 34Q: 3 clusters Score -1226333 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 8240 members Entering Unmasked Estep Score: -1226380.750000 Penalty: 4570.852051 Iteration 35Q: 3 clusters Score -1226381 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -1226424.625000 Penalty: 4570.852051 Iteration 36Q: 3 clusters Score -1226425 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 8397 members Entering Unmasked Estep Score: -1226454.000000 Penalty: 4570.852051 Iteration 37Q: 3 clusters Score -1226454 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 8452 members Entering Unmasked Estep Score: -1226479.250000 Penalty: 4570.852051 Iteration 38Q: 3 clusters Score -1226479 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -1226503.000000 Penalty: 4570.852051 Iteration 39Q: 3 clusters Score -1226503 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 8544 members Entering Unmasked Estep Score: -1226517.625000 Penalty: 4570.852051 Iteration 40F: 3 clusters Score -1226518 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -1226538.875000 Penalty: 4570.852051 Iteration 41Q: 3 clusters Score -1226539 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -1226552.625000 Penalty: 4570.852051 Iteration 42Q: 3 clusters Score -1226553 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 8656 members Entering Unmasked Estep Score: -1226565.375000 Penalty: 4570.852051 Iteration 43Q: 3 clusters Score -1226565 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -1226578.500000 Penalty: 4570.852051 Iteration 44Q: 3 clusters Score -1226578 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -1226593.125000 Penalty: 4570.852051 Iteration 45Q: 3 clusters Score -1226593 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -1226603.875000 Penalty: 4570.852051 Iteration 46Q: 3 clusters Score -1226604 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 8775 members Entering Unmasked Estep Score: -1226614.875000 Penalty: 4570.852051 Iteration 47Q: 3 clusters Score -1226615 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -1226622.875000 Penalty: 4570.852051 Iteration 48Q: 3 clusters Score -1226623 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -1226627.125000 Penalty: 4570.852051 Iteration 49Q: 3 clusters Score -1226627 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -1226632.375000 Penalty: 4570.852051 Iteration 50Q: 3 clusters Score -1226632 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -1226638.875000 Penalty: 4570.852051 Iteration 51Q: 3 clusters Score -1226639 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -1226645.375000 Penalty: 4570.852051 Iteration 52Q: 3 clusters Score -1226645 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -1226648.250000 Penalty: 4570.852051 Iteration 53Q: 3 clusters Score -1226648 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 8867 members Entering Unmasked Estep Score: -1226652.625000 Penalty: 4570.852051 Iteration 54Q: 3 clusters Score -1226653 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 8874 members Entering Unmasked Estep Score: -1226653.250000 Penalty: 4570.852051 Iteration 55Q: 3 clusters Score -1226653 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -1226657.375000 Penalty: 4570.852051 Iteration 56Q: 3 clusters Score -1226657 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 8886 members Entering Unmasked Estep Score: -1226659.375000 Penalty: 4570.852051 Iteration 57Q: 3 clusters Score -1226659 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -1226665.250000 Penalty: 4570.852051 Iteration 58Q: 3 clusters Score -1226665 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -1226668.625000 Penalty: 4570.852051 Iteration 59Q: 3 clusters Score -1226669 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -1226670.625000 Penalty: 4570.852051 Iteration 60F: 3 clusters Score -1226671 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -1226676.750000 Penalty: 4570.852051 Iteration 61Q: 3 clusters Score -1226677 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -1226682.750000 Penalty: 4570.852051 Iteration 62Q: 3 clusters Score -1226683 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -1226689.125000 Penalty: 4570.852051 Iteration 63Q: 3 clusters Score -1226689 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1226691.750000 Penalty: 4570.852051 Iteration 64Q: 3 clusters Score -1226692 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -1226696.625000 Penalty: 4570.852051 Iteration 65Q: 3 clusters Score -1226697 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -1226702.500000 Penalty: 4570.852051 Iteration 66Q: 3 clusters Score -1226702 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -1226706.750000 Penalty: 4570.852051 Iteration 67Q: 3 clusters Score -1226707 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -1226710.000000 Penalty: 4570.852051 Iteration 68Q: 3 clusters Score -1226710 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -1226714.500000 Penalty: 4570.852051 Iteration 69Q: 3 clusters Score -1226714 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -1226717.250000 Penalty: 4570.852051 Iteration 70Q: 3 clusters Score -1226717 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 9028 members Entering Unmasked Estep Score: -1226720.625000 Penalty: 4570.852051 Iteration 71Q: 3 clusters Score -1226721 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -1226726.125000 Penalty: 4570.852051 Iteration 72Q: 3 clusters Score -1226726 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 9036 members Entering Unmasked Estep Score: -1226727.000000 Penalty: 4570.852051 Iteration 73Q: 3 clusters Score -1226727 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -1226731.750000 Penalty: 4570.852051 Iteration 74Q: 3 clusters Score -1226732 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 9051 members Entering Unmasked Estep Score: -1226732.500000 Penalty: 4570.852051 Iteration 75Q: 3 clusters Score -1226732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -1226737.750000 Penalty: 4570.852051 Iteration 76Q: 3 clusters Score -1226738 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -1226738.500000 Penalty: 4570.852051 Iteration 77Q: 3 clusters Score -1226738 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -1226738.500000 Penalty: 4570.852051 Iteration 78F: 3 clusters Score -1226738 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Entering Unmasked Estep Score: -627831.375000 Penalty: 2125.071289 Iteration 0F: 2 clusters Score -627831.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -623123.000000 Penalty: 4250.142578 Iteration 0F: 3 clusters Score -623123 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -624199.937500 Penalty: 4250.142578 Iteration 1F: 3 clusters Score -624199.9 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -624369.500000 Penalty: 4250.142578 Iteration 2F: 3 clusters Score -624369.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -624474.062500 Penalty: 4250.142578 Iteration 3Q: 3 clusters Score -624474.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -624558.500000 Penalty: 4250.142578 Iteration 4Q: 3 clusters Score -624558.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -624648.750000 Penalty: 4250.142578 Iteration 5Q: 3 clusters Score -624648.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -624731.312500 Penalty: 4250.142578 Iteration 6Q: 3 clusters Score -624731.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -624795.437500 Penalty: 4250.142578 Iteration 7Q: 3 clusters Score -624795.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -624877.437500 Penalty: 4250.142578 Iteration 8Q: 3 clusters Score -624877.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -624954.125000 Penalty: 4250.142578 Iteration 9Q: 3 clusters Score -624954.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -625019.250000 Penalty: 4250.142578 Iteration 10Q: 3 clusters Score -625019.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -625086.125000 Penalty: 4250.142578 Iteration 11Q: 3 clusters Score -625086.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -625147.062500 Penalty: 4250.142578 Iteration 12Q: 3 clusters Score -625147.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -625196.500000 Penalty: 4250.142578 Iteration 13Q: 3 clusters Score -625196.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -625248.937500 Penalty: 4250.142578 Iteration 14Q: 3 clusters Score -625248.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -625304.312500 Penalty: 4250.142578 Iteration 15Q: 3 clusters Score -625304.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -625364.062500 Penalty: 4250.142578 Iteration 16Q: 3 clusters Score -625364.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -625402.812500 Penalty: 4250.142578 Iteration 17Q: 3 clusters Score -625402.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -625437.687500 Penalty: 4250.142578 Iteration 18Q: 3 clusters Score -625437.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -625473.937500 Penalty: 4250.142578 Iteration 19Q: 3 clusters Score -625473.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -625497.750000 Penalty: 4250.142578 Iteration 20F: 3 clusters Score -625497.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -625524.062500 Penalty: 4250.142578 Iteration 21Q: 3 clusters Score -625524.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -625543.625000 Penalty: 4250.142578 Iteration 22Q: 3 clusters Score -625543.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -625560.625000 Penalty: 4250.142578 Iteration 23Q: 3 clusters Score -625560.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -625579.937500 Penalty: 4250.142578 Iteration 24Q: 3 clusters Score -625579.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -625595.312500 Penalty: 4250.142578 Iteration 25Q: 3 clusters Score -625595.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -625608.750000 Penalty: 4250.142578 Iteration 26Q: 3 clusters Score -625608.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -625618.375000 Penalty: 4250.142578 Iteration 27Q: 3 clusters Score -625618.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -625625.062500 Penalty: 4250.142578 Iteration 28Q: 3 clusters Score -625625.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -625630.312500 Penalty: 4250.142578 Iteration 29Q: 3 clusters Score -625630.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -625632.750000 Penalty: 4250.142578 Iteration 30Q: 3 clusters Score -625632.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -625634.437500 Penalty: 4250.142578 Iteration 31Q: 3 clusters Score -625634.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -625635.750000 Penalty: 4250.142578 Iteration 32Q: 3 clusters Score -625635.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -625635.437500 Penalty: 4250.142578 Iteration 33Q: 3 clusters Score -625635.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -625636.625000 Penalty: 4250.142578 Iteration 34Q: 3 clusters Score -625636.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -625636.625000 Penalty: 4250.142578 Iteration 35F: 3 clusters Score -625636.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Entering Unmasked Estep Score: -522443.156250 Penalty: 2074.340088 Iteration 0F: 2 clusters Score -522443.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -518400.625000 Penalty: 4148.680176 Iteration 0F: 3 clusters Score -518400.6 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -519416.500000 Penalty: 4148.680176 Iteration 1F: 3 clusters Score -519416.5 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -519697.781250 Penalty: 4148.680176 Iteration 2F: 3 clusters Score -519697.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -519879.468750 Penalty: 4148.680176 Iteration 3F: 3 clusters Score -519879.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -519997.281250 Penalty: 4148.680176 Iteration 4Q: 3 clusters Score -519997.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -520078.687500 Penalty: 4148.680176 Iteration 5Q: 3 clusters Score -520078.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -520139.625000 Penalty: 4148.680176 Iteration 6Q: 3 clusters Score -520139.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -520206.718750 Penalty: 4148.680176 Iteration 7Q: 3 clusters Score -520206.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -520259.125000 Penalty: 4148.680176 Iteration 8Q: 3 clusters Score -520259.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -520301.593750 Penalty: 4148.680176 Iteration 9Q: 3 clusters Score -520301.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -520325.031250 Penalty: 4148.680176 Iteration 10Q: 3 clusters Score -520325 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -520354.281250 Penalty: 4148.680176 Iteration 11Q: 3 clusters Score -520354.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -520385.312500 Penalty: 4148.680176 Iteration 12Q: 3 clusters Score -520385.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -520415.125000 Penalty: 4148.680176 Iteration 13Q: 3 clusters Score -520415.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -520450.281250 Penalty: 4148.680176 Iteration 14Q: 3 clusters Score -520450.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -520496.000000 Penalty: 4148.680176 Iteration 15Q: 3 clusters Score -520496 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -520542.093750 Penalty: 4148.680176 Iteration 16Q: 3 clusters Score -520542.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -520590.375000 Penalty: 4148.680176 Iteration 17Q: 3 clusters Score -520590.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -520651.281250 Penalty: 4148.680176 Iteration 18Q: 3 clusters Score -520651.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -520702.562500 Penalty: 4148.680176 Iteration 19Q: 3 clusters Score -520702.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -520760.906250 Penalty: 4148.680176 Iteration 20F: 3 clusters Score -520760.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -520820.562500 Penalty: 4148.680176 Iteration 21Q: 3 clusters Score -520820.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -520883.062500 Penalty: 4148.680176 Iteration 22Q: 3 clusters Score -520883.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -520930.343750 Penalty: 4148.680176 Iteration 23Q: 3 clusters Score -520930.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -520973.406250 Penalty: 4148.680176 Iteration 24Q: 3 clusters Score -520973.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -521012.968750 Penalty: 4148.680176 Iteration 25Q: 3 clusters Score -521013 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -521043.250000 Penalty: 4148.680176 Iteration 26Q: 3 clusters Score -521043.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -521070.125000 Penalty: 4148.680176 Iteration 27Q: 3 clusters Score -521070.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -521087.343750 Penalty: 4148.680176 Iteration 28Q: 3 clusters Score -521087.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -521106.250000 Penalty: 4148.680176 Iteration 29Q: 3 clusters Score -521106.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -521123.718750 Penalty: 4148.680176 Iteration 30Q: 3 clusters Score -521123.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -521141.000000 Penalty: 4148.680176 Iteration 31Q: 3 clusters Score -521141 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -521151.875000 Penalty: 4148.680176 Iteration 32Q: 3 clusters Score -521151.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -521164.718750 Penalty: 4148.680176 Iteration 33Q: 3 clusters Score -521164.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -521173.468750 Penalty: 4148.680176 Iteration 34Q: 3 clusters Score -521173.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -521180.875000 Penalty: 4148.680176 Iteration 35Q: 3 clusters Score -521180.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -521184.437500 Penalty: 4148.680176 Iteration 36Q: 3 clusters Score -521184.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -521191.343750 Penalty: 4148.680176 Iteration 37Q: 3 clusters Score -521191.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -521196.281250 Penalty: 4148.680176 Iteration 38Q: 3 clusters Score -521196.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -521204.125000 Penalty: 4148.680176 Iteration 39Q: 3 clusters Score -521204.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -521211.687500 Penalty: 4148.680176 Iteration 40F: 3 clusters Score -521211.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -521214.156250 Penalty: 4148.680176 Iteration 41Q: 3 clusters Score -521214.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -521222.000000 Penalty: 4148.680176 Iteration 42Q: 3 clusters Score -521222 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -521228.812500 Penalty: 4148.680176 Iteration 43Q: 3 clusters Score -521228.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -521234.437500 Penalty: 4148.680176 Iteration 44Q: 3 clusters Score -521234.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -521237.500000 Penalty: 4148.680176 Iteration 45Q: 3 clusters Score -521237.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -521242.156250 Penalty: 4148.680176 Iteration 46Q: 3 clusters Score -521242.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -521248.437500 Penalty: 4148.680176 Iteration 47Q: 3 clusters Score -521248.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -521254.000000 Penalty: 4148.680176 Iteration 48Q: 3 clusters Score -521254 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -521254.375000 Penalty: 4148.680176 Iteration 49Q: 3 clusters Score -521254.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -521254.375000 Penalty: 4148.680176 Iteration 50F: 3 clusters Score -521254.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28867 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4996 members Mstep: Class 6 contains 7849 members Mstep: Class 7 contains 53050 members Mstep: Class 8 contains 2607 members Mstep: Class 9 contains 2133 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12196 members Mstep: Class 15 contains 14102 members Mstep: Class 17 contains 2382 members Mstep: Class 18 contains 7025 members Mstep: Class 19 contains 13480 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4291 members Entering Unmasked Estep ConsiderDeletion Score: -33504292.000000 Penalty: 62279.437500 Iteration 119Q: 21 clusters Score -3.350429e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28870 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4993 members Mstep: Class 6 contains 7849 members Mstep: Class 7 contains 53047 members Mstep: Class 8 contains 2604 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 97066 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12191 members Mstep: Class 15 contains 14104 members Mstep: Class 17 contains 2378 members Mstep: Class 18 contains 7016 members Mstep: Class 19 contains 13495 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4297 members Entering Unmasked Estep ConsiderDeletion Score: -33504354.000000 Penalty: 62279.437500 Iteration 120F: 21 clusters Score -3.350435e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2603 members Mstep: Class 4 contains 4990 members Mstep: Class 6 contains 7850 members Mstep: Class 7 contains 53045 members Mstep: Class 8 contains 2599 members Mstep: Class 9 contains 2131 members Mstep: Class 10 contains 97067 members Mstep: Class 11 contains 3527 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4643 members Mstep: Class 14 contains 12189 members Mstep: Class 15 contains 14106 members Mstep: Class 17 contains 2376 members Mstep: Class 18 contains 7008 members Mstep: Class 19 contains 13503 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4305 members Entering Unmasked Estep ConsiderDeletion Score: -33504316.000000 Penalty: 62279.437500 Iteration 121Q: 21 clusters Score -3.350432e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28877 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4990 members Mstep: Class 6 contains 7850 members Mstep: Class 7 contains 53042 members Mstep: Class 8 contains 2598 members Mstep: Class 9 contains 2131 members Mstep: Class 10 contains 97065 members Mstep: Class 11 contains 3528 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4642 members Mstep: Class 14 contains 12187 members Mstep: Class 15 contains 14108 members Mstep: Class 17 contains 2375 members Mstep: Class 18 contains 6999 members Mstep: Class 19 contains 13509 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4312 members Entering Unmasked Estep ConsiderDeletion Score: -33504304.000000 Penalty: 62279.437500 Iteration 122Q: 21 clusters Score -3.35043e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28878 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4989 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53038 members Mstep: Class 8 contains 2596 members Mstep: Class 9 contains 2131 members Mstep: Class 10 contains 97066 members Mstep: Class 11 contains 3528 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4642 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2375 members Mstep: Class 18 contains 6992 members Mstep: Class 19 contains 13517 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4318 members Entering Unmasked Estep ConsiderDeletion Score: -33504294.000000 Penalty: 62279.437500 Iteration 123Q: 21 clusters Score -3.350429e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28877 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4986 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53036 members Mstep: Class 8 contains 2595 members Mstep: Class 9 contains 2131 members Mstep: Class 10 contains 97067 members Mstep: Class 11 contains 3528 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4642 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14111 members Mstep: Class 17 contains 2372 members Mstep: Class 18 contains 6987 members Mstep: Class 19 contains 13528 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4320 members Entering Unmasked Estep ConsiderDeletion Score: -33504276.000000 Penalty: 62279.437500 Iteration 124Q: 21 clusters Score -3.350428e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28877 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4987 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53034 members Mstep: Class 8 contains 2594 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97066 members Mstep: Class 11 contains 3528 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4642 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14111 members Mstep: Class 17 contains 2370 members Mstep: Class 18 contains 6981 members Mstep: Class 19 contains 13537 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4323 members Entering Unmasked Estep ConsiderDeletion Score: -33504266.000000 Penalty: 62279.437500 Iteration 125Q: 21 clusters Score -3.350427e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28876 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4979 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53033 members Mstep: Class 8 contains 2594 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97072 members Mstep: Class 11 contains 3528 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4642 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14111 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6977 members Mstep: Class 19 contains 13544 members Mstep: Class 20 contains 10051 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4326 members Entering Unmasked Estep ConsiderDeletion Score: -33504264.000000 Penalty: 62279.437500 Iteration 126Q: 21 clusters Score -3.350426e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28876 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4972 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53032 members Mstep: Class 8 contains 2594 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97075 members Mstep: Class 11 contains 3528 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4642 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14111 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6971 members Mstep: Class 19 contains 13546 members Mstep: Class 20 contains 10052 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4334 members Entering Unmasked Estep ConsiderDeletion Score: -33504264.000000 Penalty: 62279.437500 Iteration 127Q: 21 clusters Score -3.350426e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28876 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4968 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53032 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97077 members Mstep: Class 11 contains 3528 members Mstep: Class 12 contains 5911 members Mstep: Class 13 contains 4642 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2367 members Mstep: Class 18 contains 6966 members Mstep: Class 19 contains 13546 members Mstep: Class 20 contains 10052 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4345 members Entering Unmasked Estep ConsiderDeletion Score: -33504306.000000 Penalty: 62279.437500 Iteration 128Q: 21 clusters Score -3.350431e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28874 members Mstep: Class 2 contains 1810 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4973 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53031 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97079 members Mstep: Class 11 contains 3528 members Mstep: Class 12 contains 5910 members Mstep: Class 13 contains 4642 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2367 members Mstep: Class 18 contains 6955 members Mstep: Class 19 contains 13546 members Mstep: Class 20 contains 10053 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4352 members Entering Unmasked Estep ConsiderDeletion Score: -33504318.000000 Penalty: 62279.437500 Iteration 129Q: 21 clusters Score -3.350432e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28874 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4963 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53031 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97084 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 5908 members Mstep: Class 13 contains 4641 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2367 members Mstep: Class 18 contains 6952 members Mstep: Class 19 contains 13547 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5266 members Mstep: Class 23 contains 4360 members Entering Unmasked Estep ConsiderDeletion Score: -33504320.000000 Penalty: 62279.437500 Iteration 130Q: 21 clusters Score -3.350432e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28874 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4960 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53031 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97086 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5907 members Mstep: Class 13 contains 4641 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14109 members Mstep: Class 17 contains 2367 members Mstep: Class 18 contains 6947 members Mstep: Class 19 contains 13547 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4367 members Entering Unmasked Estep ConsiderDeletion Score: -33504340.000000 Penalty: 62279.437500 Iteration 131Q: 21 clusters Score -3.350434e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28874 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4962 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97083 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5907 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14109 members Mstep: Class 17 contains 2367 members Mstep: Class 18 contains 6944 members Mstep: Class 19 contains 13546 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4374 members Entering Unmasked Estep ConsiderDeletion Score: -33504328.000000 Penalty: 62279.437500 Iteration 132Q: 21 clusters Score -3.350433e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4958 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97085 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5907 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14109 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6939 members Mstep: Class 19 contains 13546 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4381 members Entering Unmasked Estep ConsiderDeletion Score: -33504310.000000 Penalty: 62279.437500 Iteration 133Q: 21 clusters Score -3.350431e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4958 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53029 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97084 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5908 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14108 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6933 members Mstep: Class 19 contains 13546 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4389 members Entering Unmasked Estep ConsiderDeletion Score: -33504322.000000 Penalty: 62279.437500 Iteration 134Q: 21 clusters Score -3.350432e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28874 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4954 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97082 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14108 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6930 members Mstep: Class 19 contains 13547 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4394 members Entering Unmasked Estep ConsiderDeletion Score: -33504300.000000 Penalty: 62279.437500 Iteration 135Q: 21 clusters Score -3.35043e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2602 members Mstep: Class 4 contains 4958 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2130 members Mstep: Class 10 contains 97078 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5911 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14108 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6927 members Mstep: Class 19 contains 13547 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4396 members Entering Unmasked Estep ConsiderDeletion Score: -33504328.000000 Penalty: 62279.437500 Iteration 136Q: 21 clusters Score -3.350433e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4961 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2129 members Mstep: Class 10 contains 97077 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5912 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14107 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6924 members Mstep: Class 19 contains 13547 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4399 members Entering Unmasked Estep ConsiderDeletion Score: -33504298.000000 Penalty: 62279.437500 Iteration 137Q: 21 clusters Score -3.35043e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4960 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2128 members Mstep: Class 10 contains 97081 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5911 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14108 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6917 members Mstep: Class 19 contains 13547 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4404 members Entering Unmasked Estep ConsiderDeletion Score: -33504312.000000 Penalty: 62279.437500 Iteration 138Q: 21 clusters Score -3.350431e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4960 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97079 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5911 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14109 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6909 members Mstep: Class 19 contains 13548 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4413 members Entering Unmasked Estep ConsiderDeletion Score: -33504300.000000 Penalty: 62279.437500 Iteration 139Q: 21 clusters Score -3.35043e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4962 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97075 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5911 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14109 members Mstep: Class 17 contains 2368 members Mstep: Class 18 contains 6902 members Mstep: Class 19 contains 13552 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4419 members Entering Unmasked Estep ConsiderDeletion Score: -33504324.000000 Penalty: 62279.437500 Iteration 140F: 21 clusters Score -3.350432e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28873 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2593 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97074 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5910 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 6892 members Mstep: Class 19 contains 13555 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4425 members Entering Unmasked Estep ConsiderDeletion Score: -33504330.000000 Penalty: 62279.437500 Iteration 141Q: 21 clusters Score -3.350433e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28874 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2592 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97072 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5910 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 6887 members Mstep: Class 19 contains 13557 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4431 members Entering Unmasked Estep ConsiderDeletion Score: -33504332.000000 Penalty: 62279.437500 Iteration 142Q: 21 clusters Score -3.350433e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28874 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4968 members Mstep: Class 6 contains 7848 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2591 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97069 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 6884 members Mstep: Class 19 contains 13559 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4435 members Entering Unmasked Estep ConsiderDeletion Score: -33504354.000000 Penalty: 62279.437500 Iteration 143Q: 21 clusters Score -3.350435e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4967 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53030 members Mstep: Class 8 contains 2591 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97067 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 6884 members Mstep: Class 19 contains 13562 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4438 members Entering Unmasked Estep ConsiderDeletion Score: -33504386.000000 Penalty: 62279.437500 Iteration 144Q: 21 clusters Score -3.350439e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53029 members Mstep: Class 8 contains 2590 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97067 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5910 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 6883 members Mstep: Class 19 contains 13563 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4440 members Entering Unmasked Estep ConsiderDeletion Score: -33504366.000000 Penalty: 62279.437500 Iteration 145Q: 21 clusters Score -3.350437e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53028 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97066 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5910 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 6882 members Mstep: Class 19 contains 13565 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4443 members Entering Unmasked Estep ConsiderDeletion Score: -33504344.000000 Penalty: 62279.437500 Iteration 146Q: 21 clusters Score -3.350434e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53027 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97065 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5910 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2366 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13565 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4446 members Entering Unmasked Estep ConsiderDeletion Score: -33504344.000000 Penalty: 62279.437500 Iteration 147Q: 21 clusters Score -3.350434e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53027 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2365 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13566 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504338.000000 Penalty: 62279.437500 Iteration 148Q: 21 clusters Score -3.350434e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53026 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2364 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13568 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504354.000000 Penalty: 62279.437500 Iteration 149Q: 21 clusters Score -3.350435e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53025 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13570 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504356.000000 Penalty: 62279.437500 Iteration 150Q: 21 clusters Score -3.350436e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53024 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13571 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504360.000000 Penalty: 62279.437500 Iteration 151Q: 21 clusters Score -3.350436e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53023 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13572 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504358.000000 Penalty: 62279.437500 Iteration 152Q: 21 clusters Score -3.350436e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1808 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53023 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13573 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504364.000000 Penalty: 62279.437500 Iteration 153Q: 21 clusters Score -3.350436e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1807 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53023 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13574 members Mstep: Class 20 contains 10054 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504360.000000 Penalty: 62279.437500 Iteration 154Q: 21 clusters Score -3.350436e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1806 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53023 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97064 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13574 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504362.000000 Penalty: 62279.437500 Iteration 155Q: 21 clusters Score -3.350436e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1807 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53023 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97063 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13574 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504356.000000 Penalty: 62279.437500 Iteration 156Q: 21 clusters Score -3.350436e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1807 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53023 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97063 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13574 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep ConsiderDeletion Score: -33504356.000000 Penalty: 62279.437500 Iteration 157F: 21 clusters Score -3.350436e+07 nChanged 0 Entering ConstructFrom: Score: -33504356.000000 Penalty: 62279.437500 Entering ConstructFrom: Trying to split cluster 1 (28872 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28872 members Entering Unmasked Estep Score: -3501042.500000 Penalty: 2547.115723 Iteration 0F: 2 clusters Score -3501042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14409 members Mstep: Class 2 contains 14463 members Entering Unmasked Estep Score: -3481188.750000 Penalty: 5094.231445 Iteration 0F: 3 clusters Score -3481189 nChanged 12997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14576 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -3488239.500000 Penalty: 5094.231445 Iteration 1F: 3 clusters Score -3488240 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14685 members Mstep: Class 2 contains 14187 members Entering Unmasked Estep Score: -3488807.000000 Penalty: 5094.231445 Iteration 2F: 3 clusters Score -3488807 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14862 members Mstep: Class 2 contains 14010 members Entering Unmasked Estep Score: -3489366.750000 Penalty: 5094.231445 Iteration 3Q: 3 clusters Score -3489367 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 13813 members Entering Unmasked Estep Score: -3489944.500000 Penalty: 5094.231445 Iteration 4Q: 3 clusters Score -3489944 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 13593 members Entering Unmasked Estep Score: -3490504.250000 Penalty: 5094.231445 Iteration 5Q: 3 clusters Score -3490504 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15591 members Mstep: Class 2 contains 13281 members Entering Unmasked Estep Score: -3491104.000000 Penalty: 5094.231445 Iteration 6Q: 3 clusters Score -3491104 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15983 members Mstep: Class 2 contains 12889 members Entering Unmasked Estep Score: -3491824.500000 Penalty: 5094.231445 Iteration 7Q: 3 clusters Score -3491824 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -3492654.000000 Penalty: 5094.231445 Iteration 8Q: 3 clusters Score -3492654 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16915 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -3493677.500000 Penalty: 5094.231445 Iteration 9F: 3 clusters Score -3493678 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17440 members Mstep: Class 2 contains 11432 members Entering Unmasked Estep Score: -3494744.000000 Penalty: 5094.231445 Iteration 10F: 3 clusters Score -3494744 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17905 members Mstep: Class 2 contains 10967 members Entering Unmasked Estep Score: -3495571.250000 Penalty: 5094.231445 Iteration 11Q: 3 clusters Score -3495571 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18279 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -3496007.250000 Penalty: 5094.231445 Iteration 12Q: 3 clusters Score -3496007 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18586 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -3496244.000000 Penalty: 5094.231445 Iteration 13Q: 3 clusters Score -3496244 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18867 members Mstep: Class 2 contains 10005 members Entering Unmasked Estep Score: -3496374.000000 Penalty: 5094.231445 Iteration 14Q: 3 clusters Score -3496374 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19137 members Mstep: Class 2 contains 9735 members Entering Unmasked Estep Score: -3496488.500000 Penalty: 5094.231445 Iteration 15Q: 3 clusters Score -3496488 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19387 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -3496568.000000 Penalty: 5094.231445 Iteration 16Q: 3 clusters Score -3496568 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19609 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -3496634.500000 Penalty: 5094.231445 Iteration 17Q: 3 clusters Score -3496634 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19821 members Mstep: Class 2 contains 9051 members Entering Unmasked Estep Score: -3496686.000000 Penalty: 5094.231445 Iteration 18Q: 3 clusters Score -3496686 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19998 members Mstep: Class 2 contains 8874 members Entering Unmasked Estep Score: -3496735.000000 Penalty: 5094.231445 Iteration 19Q: 3 clusters Score -3496735 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20157 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -3496786.250000 Penalty: 5094.231445 Iteration 20F: 3 clusters Score -3496786 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20299 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -3496827.000000 Penalty: 5094.231445 Iteration 21Q: 3 clusters Score -3496827 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20439 members Mstep: Class 2 contains 8433 members Entering Unmasked Estep Score: -3496841.750000 Penalty: 5094.231445 Iteration 22Q: 3 clusters Score -3496842 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20581 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -3496868.000000 Penalty: 5094.231445 Iteration 23Q: 3 clusters Score -3496868 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20744 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -3496886.500000 Penalty: 5094.231445 Iteration 24Q: 3 clusters Score -3496886 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20898 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -3496930.500000 Penalty: 5094.231445 Iteration 25Q: 3 clusters Score -3496930 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21066 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -3496959.500000 Penalty: 5094.231445 Iteration 26Q: 3 clusters Score -3496960 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21224 members Mstep: Class 2 contains 7648 members Entering Unmasked Estep Score: -3496992.000000 Penalty: 5094.231445 Iteration 27Q: 3 clusters Score -3496992 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21372 members Mstep: Class 2 contains 7500 members Entering Unmasked Estep Score: -3497017.750000 Penalty: 5094.231445 Iteration 28Q: 3 clusters Score -3497018 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21513 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -3497045.250000 Penalty: 5094.231445 Iteration 29Q: 3 clusters Score -3497045 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21647 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -3497082.000000 Penalty: 5094.231445 Iteration 30Q: 3 clusters Score -3497082 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21766 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -3497105.500000 Penalty: 5094.231445 Iteration 31Q: 3 clusters Score -3497106 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21885 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -3497110.750000 Penalty: 5094.231445 Iteration 32Q: 3 clusters Score -3497111 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22000 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -3497135.750000 Penalty: 5094.231445 Iteration 33Q: 3 clusters Score -3497136 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22127 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -3497158.750000 Penalty: 5094.231445 Iteration 34Q: 3 clusters Score -3497159 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22252 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -3497174.500000 Penalty: 5094.231445 Iteration 35Q: 3 clusters Score -3497174 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22383 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -3497205.250000 Penalty: 5094.231445 Iteration 36Q: 3 clusters Score -3497205 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22532 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -3497236.500000 Penalty: 5094.231445 Iteration 37Q: 3 clusters Score -3497236 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22681 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -3497268.750000 Penalty: 5094.231445 Iteration 38Q: 3 clusters Score -3497269 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22823 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -3497295.500000 Penalty: 5094.231445 Iteration 39Q: 3 clusters Score -3497296 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22967 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -3497319.500000 Penalty: 5094.231445 Iteration 40F: 3 clusters Score -3497320 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23110 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -3497359.000000 Penalty: 5094.231445 Iteration 41Q: 3 clusters Score -3497359 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23266 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -3497415.250000 Penalty: 5094.231445 Iteration 42Q: 3 clusters Score -3497415 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23429 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -3497440.000000 Penalty: 5094.231445 Iteration 43Q: 3 clusters Score -3497440 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23620 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -3497491.500000 Penalty: 5094.231445 Iteration 44Q: 3 clusters Score -3497492 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23795 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -3497538.750000 Penalty: 5094.231445 Iteration 45Q: 3 clusters Score -3497539 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23953 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -3497561.500000 Penalty: 5094.231445 Iteration 46Q: 3 clusters Score -3497562 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24100 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -3497585.000000 Penalty: 5094.231445 Iteration 47Q: 3 clusters Score -3497585 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24257 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -3497630.000000 Penalty: 5094.231445 Iteration 48Q: 3 clusters Score -3497630 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24401 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -3497669.250000 Penalty: 5094.231445 Iteration 49Q: 3 clusters Score -3497669 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24545 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -3497705.250000 Penalty: 5094.231445 Iteration 50Q: 3 clusters Score -3497705 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24688 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -3497740.750000 Penalty: 5094.231445 Iteration 51Q: 3 clusters Score -3497741 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24827 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -3497791.000000 Penalty: 5094.231445 Iteration 52Q: 3 clusters Score -3497791 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24970 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -3497836.250000 Penalty: 5094.231445 Iteration 53Q: 3 clusters Score -3497836 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25122 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -3497906.500000 Penalty: 5094.231445 Iteration 54Q: 3 clusters Score -3497906 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25306 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -3497976.750000 Penalty: 5094.231445 Iteration 55Q: 3 clusters Score -3497977 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25491 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -3498064.000000 Penalty: 5094.231445 Iteration 56Q: 3 clusters Score -3498064 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25685 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -3498178.750000 Penalty: 5094.231445 Iteration 57Q: 3 clusters Score -3498179 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25876 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -3498275.500000 Penalty: 5094.231445 Iteration 58Q: 3 clusters Score -3498276 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26064 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -3498378.500000 Penalty: 5094.231445 Iteration 59Q: 3 clusters Score -3498378 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26225 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -3498466.250000 Penalty: 5094.231445 Iteration 60F: 3 clusters Score -3498466 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26368 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -3498550.750000 Penalty: 5094.231445 Iteration 61Q: 3 clusters Score -3498551 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26502 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -3498617.750000 Penalty: 5094.231445 Iteration 62Q: 3 clusters Score -3498618 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26610 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -3498675.750000 Penalty: 5094.231445 Iteration 63Q: 3 clusters Score -3498676 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26708 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -3498711.000000 Penalty: 5094.231445 Iteration 64Q: 3 clusters Score -3498711 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26794 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -3498759.000000 Penalty: 5094.231445 Iteration 65Q: 3 clusters Score -3498759 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26881 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -3498805.500000 Penalty: 5094.231445 Iteration 66Q: 3 clusters Score -3498806 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26944 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -3498842.500000 Penalty: 5094.231445 Iteration 67Q: 3 clusters Score -3498842 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27003 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -3498876.750000 Penalty: 5094.231445 Iteration 68Q: 3 clusters Score -3498877 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27072 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -3498897.250000 Penalty: 5094.231445 Iteration 69Q: 3 clusters Score -3498897 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27124 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -3498925.000000 Penalty: 5094.231445 Iteration 70Q: 3 clusters Score -3498925 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27170 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -3498940.250000 Penalty: 5094.231445 Iteration 71Q: 3 clusters Score -3498940 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27206 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -3498948.500000 Penalty: 5094.231445 Iteration 72Q: 3 clusters Score -3498948 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27226 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -3498960.000000 Penalty: 5094.231445 Iteration 73Q: 3 clusters Score -3498960 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27246 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -3498967.000000 Penalty: 5094.231445 Iteration 74Q: 3 clusters Score -3498967 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27262 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -3498968.000000 Penalty: 5094.231445 Iteration 75Q: 3 clusters Score -3498968 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27273 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -3498971.500000 Penalty: 5094.231445 Iteration 76Q: 3 clusters Score -3498972 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27279 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -3498974.250000 Penalty: 5094.231445 Iteration 77Q: 3 clusters Score -3498974 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27287 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -3498974.750000 Penalty: 5094.231445 Iteration 78Q: 3 clusters Score -3498975 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27298 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -3498980.500000 Penalty: 5094.231445 Iteration 79Q: 3 clusters Score -3498980 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27314 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -3498982.500000 Penalty: 5094.231445 Iteration 80F: 3 clusters Score -3498982 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27324 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -3498982.000000 Penalty: 5094.231445 Iteration 81Q: 3 clusters Score -3498982 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27332 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -3498993.750000 Penalty: 5094.231445 Iteration 82Q: 3 clusters Score -3498994 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27338 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -3498988.500000 Penalty: 5094.231445 Iteration 83Q: 3 clusters Score -3498988 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27345 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -3498996.000000 Penalty: 5094.231445 Iteration 84Q: 3 clusters Score -3498996 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27353 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -3498997.250000 Penalty: 5094.231445 Iteration 85Q: 3 clusters Score -3498997 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27365 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -3499006.000000 Penalty: 5094.231445 Iteration 86Q: 3 clusters Score -3499006 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27372 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -3499003.500000 Penalty: 5094.231445 Iteration 87Q: 3 clusters Score -3499004 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27378 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -3499000.250000 Penalty: 5094.231445 Iteration 88Q: 3 clusters Score -3499000 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27381 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -3499005.500000 Penalty: 5094.231445 Iteration 89Q: 3 clusters Score -3499006 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27382 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -3499002.500000 Penalty: 5094.231445 Iteration 90Q: 3 clusters Score -3499002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27384 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -3499005.250000 Penalty: 5094.231445 Iteration 91Q: 3 clusters Score -3499005 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27386 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -3499002.750000 Penalty: 5094.231445 Iteration 92Q: 3 clusters Score -3499003 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27387 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -3499005.250000 Penalty: 5094.231445 Iteration 93Q: 3 clusters Score -3499005 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27391 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -3499010.750000 Penalty: 5094.231445 Iteration 94Q: 3 clusters Score -3499011 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27398 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -3499011.000000 Penalty: 5094.231445 Iteration 95Q: 3 clusters Score -3499011 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27406 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -3499012.500000 Penalty: 5094.231445 Iteration 96Q: 3 clusters Score -3499012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27408 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -3499013.000000 Penalty: 5094.231445 Iteration 97Q: 3 clusters Score -3499013 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27412 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -3499015.250000 Penalty: 5094.231445 Iteration 98Q: 3 clusters Score -3499015 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27414 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -3499019.000000 Penalty: 5094.231445 Iteration 99Q: 3 clusters Score -3499019 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27418 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -3499021.250000 Penalty: 5094.231445 Iteration 100F: 3 clusters Score -3499021 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27421 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -3499023.250000 Penalty: 5094.231445 Iteration 101Q: 3 clusters Score -3499023 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27423 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -3499018.000000 Penalty: 5094.231445 Iteration 102Q: 3 clusters Score -3499018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27425 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -3499020.500000 Penalty: 5094.231445 Iteration 103Q: 3 clusters Score -3499020 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27428 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -3499016.750000 Penalty: 5094.231445 Iteration 104Q: 3 clusters Score -3499017 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27430 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -3499016.250000 Penalty: 5094.231445 Iteration 105Q: 3 clusters Score -3499016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27434 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -3499019.500000 Penalty: 5094.231445 Iteration 106Q: 3 clusters Score -3499020 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27438 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -3499021.750000 Penalty: 5094.231445 Iteration 107Q: 3 clusters Score -3499022 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27439 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -3499022.500000 Penalty: 5094.231445 Iteration 108Q: 3 clusters Score -3499022 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27440 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -3499024.250000 Penalty: 5094.231445 Iteration 109Q: 3 clusters Score -3499024 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27443 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -3499024.000000 Penalty: 5094.231445 Iteration 110Q: 3 clusters Score -3499024 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27446 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -3499029.250000 Penalty: 5094.231445 Iteration 111Q: 3 clusters Score -3499029 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27447 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -3499030.250000 Penalty: 5094.231445 Iteration 112Q: 3 clusters Score -3499030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27449 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -3499029.750000 Penalty: 5094.231445 Iteration 113Q: 3 clusters Score -3499030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27450 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -3499031.250000 Penalty: 5094.231445 Iteration 114Q: 3 clusters Score -3499031 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27451 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -3499032.000000 Penalty: 5094.231445 Iteration 115Q: 3 clusters Score -3499032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27452 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -3499029.500000 Penalty: 5094.231445 Iteration 116Q: 3 clusters Score -3499030 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27454 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -3499026.000000 Penalty: 5094.231445 Iteration 117Q: 3 clusters Score -3499026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27455 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -3499026.250000 Penalty: 5094.231445 Iteration 118Q: 3 clusters Score -3499026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27456 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -3499026.500000 Penalty: 5094.231445 Iteration 119Q: 3 clusters Score -3499026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27457 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -3499025.500000 Penalty: 5094.231445 Iteration 120F: 3 clusters Score -3499026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27458 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -3499025.750000 Penalty: 5094.231445 Iteration 121Q: 3 clusters Score -3499026 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27458 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -3499025.750000 Penalty: 5094.231445 Iteration 122F: 3 clusters Score -3499026 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Entering Unmasked Estep Score: -203363.203125 Penalty: 1859.857056 Iteration 0F: 2 clusters Score -203363.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -200830.593750 Penalty: 3719.714111 Iteration 0F: 3 clusters Score -200830.6 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -201212.640625 Penalty: 3719.714111 Iteration 1F: 3 clusters Score -201212.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -201329.875000 Penalty: 3719.714111 Iteration 2F: 3 clusters Score -201329.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -201382.843750 Penalty: 3719.714111 Iteration 3Q: 3 clusters Score -201382.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -201414.578125 Penalty: 3719.714111 Iteration 4Q: 3 clusters Score -201414.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -201426.187500 Penalty: 3719.714111 Iteration 5Q: 3 clusters Score -201426.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -201433.234375 Penalty: 3719.714111 Iteration 6Q: 3 clusters Score -201433.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -201437.390625 Penalty: 3719.714111 Iteration 7Q: 3 clusters Score -201437.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -201442.578125 Penalty: 3719.714111 Iteration 8Q: 3 clusters Score -201442.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -201447.843750 Penalty: 3719.714111 Iteration 9Q: 3 clusters Score -201447.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -201450.031250 Penalty: 3719.714111 Iteration 10Q: 3 clusters Score -201450 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -201450.546875 Penalty: 3719.714111 Iteration 11Q: 3 clusters Score -201450.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -201450.546875 Penalty: 3719.714111 Iteration 12F: 3 clusters Score -201450.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Entering Unmasked Estep Score: -286267.062500 Penalty: 1950.185547 Iteration 0F: 2 clusters Score -286267.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -283296.875000 Penalty: 3900.371094 Iteration 0F: 3 clusters Score -283296.9 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -283889.343750 Penalty: 3900.371094 Iteration 1F: 3 clusters Score -283889.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -284023.093750 Penalty: 3900.371094 Iteration 2F: 3 clusters Score -284023.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -284103.062500 Penalty: 3900.371094 Iteration 3Q: 3 clusters Score -284103.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -284158.906250 Penalty: 3900.371094 Iteration 4Q: 3 clusters Score -284158.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -284200.406250 Penalty: 3900.371094 Iteration 5Q: 3 clusters Score -284200.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -284227.531250 Penalty: 3900.371094 Iteration 6Q: 3 clusters Score -284227.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -284242.437500 Penalty: 3900.371094 Iteration 7Q: 3 clusters Score -284242.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -284256.281250 Penalty: 3900.371094 Iteration 8Q: 3 clusters Score -284256.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -284267.968750 Penalty: 3900.371094 Iteration 9Q: 3 clusters Score -284268 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -284281.187500 Penalty: 3900.371094 Iteration 10Q: 3 clusters Score -284281.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -284294.093750 Penalty: 3900.371094 Iteration 11Q: 3 clusters Score -284294.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -284302.812500 Penalty: 3900.371094 Iteration 12Q: 3 clusters Score -284302.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -284311.718750 Penalty: 3900.371094 Iteration 13Q: 3 clusters Score -284311.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -284322.875000 Penalty: 3900.371094 Iteration 14Q: 3 clusters Score -284322.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -284333.187500 Penalty: 3900.371094 Iteration 15Q: 3 clusters Score -284333.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -284341.250000 Penalty: 3900.371094 Iteration 16Q: 3 clusters Score -284341.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -284347.593750 Penalty: 3900.371094 Iteration 17Q: 3 clusters Score -284347.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -284351.125000 Penalty: 3900.371094 Iteration 18Q: 3 clusters Score -284351.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -284352.468750 Penalty: 3900.371094 Iteration 19Q: 3 clusters Score -284352.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -284357.187500 Penalty: 3900.371094 Iteration 20F: 3 clusters Score -284357.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -284364.625000 Penalty: 3900.371094 Iteration 21Q: 3 clusters Score -284364.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -284369.187500 Penalty: 3900.371094 Iteration 22Q: 3 clusters Score -284369.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -284372.437500 Penalty: 3900.371094 Iteration 23Q: 3 clusters Score -284372.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -284374.156250 Penalty: 3900.371094 Iteration 24Q: 3 clusters Score -284374.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -284376.187500 Penalty: 3900.371094 Iteration 25Q: 3 clusters Score -284376.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -284378.937500 Penalty: 3900.371094 Iteration 26Q: 3 clusters Score -284378.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -284381.218750 Penalty: 3900.371094 Iteration 27Q: 3 clusters Score -284381.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -284385.437500 Penalty: 3900.371094 Iteration 28Q: 3 clusters Score -284385.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -284391.687500 Penalty: 3900.371094 Iteration 29Q: 3 clusters Score -284391.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -284397.406250 Penalty: 3900.371094 Iteration 30Q: 3 clusters Score -284397.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -284400.531250 Penalty: 3900.371094 Iteration 31Q: 3 clusters Score -284400.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -284404.906250 Penalty: 3900.371094 Iteration 32Q: 3 clusters Score -284404.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -284410.000000 Penalty: 3900.371094 Iteration 33Q: 3 clusters Score -284410 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -284414.156250 Penalty: 3900.371094 Iteration 34Q: 3 clusters Score -284414.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -284417.750000 Penalty: 3900.371094 Iteration 35Q: 3 clusters Score -284417.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -284421.406250 Penalty: 3900.371094 Iteration 36Q: 3 clusters Score -284421.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -284425.406250 Penalty: 3900.371094 Iteration 37Q: 3 clusters Score -284425.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -284430.812500 Penalty: 3900.371094 Iteration 38Q: 3 clusters Score -284430.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -284435.375000 Penalty: 3900.371094 Iteration 39Q: 3 clusters Score -284435.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -284440.812500 Penalty: 3900.371094 Iteration 40F: 3 clusters Score -284440.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -284445.156250 Penalty: 3900.371094 Iteration 41Q: 3 clusters Score -284445.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -284450.750000 Penalty: 3900.371094 Iteration 42Q: 3 clusters Score -284450.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -284455.468750 Penalty: 3900.371094 Iteration 43Q: 3 clusters Score -284455.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -284461.531250 Penalty: 3900.371094 Iteration 44Q: 3 clusters Score -284461.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -284468.187500 Penalty: 3900.371094 Iteration 45Q: 3 clusters Score -284468.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -284476.875000 Penalty: 3900.371094 Iteration 46Q: 3 clusters Score -284476.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -284485.531250 Penalty: 3900.371094 Iteration 47Q: 3 clusters Score -284485.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -284494.781250 Penalty: 3900.371094 Iteration 48Q: 3 clusters Score -284494.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -284503.375000 Penalty: 3900.371094 Iteration 49Q: 3 clusters Score -284503.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -284511.375000 Penalty: 3900.371094 Iteration 50Q: 3 clusters Score -284511.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -284519.531250 Penalty: 3900.371094 Iteration 51Q: 3 clusters Score -284519.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -284528.750000 Penalty: 3900.371094 Iteration 52Q: 3 clusters Score -284528.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -284541.625000 Penalty: 3900.371094 Iteration 53Q: 3 clusters Score -284541.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -284556.343750 Penalty: 3900.371094 Iteration 54Q: 3 clusters Score -284556.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -284569.312500 Penalty: 3900.371094 Iteration 55Q: 3 clusters Score -284569.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -284585.968750 Penalty: 3900.371094 Iteration 56Q: 3 clusters Score -284586 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -284602.531250 Penalty: 3900.371094 Iteration 57Q: 3 clusters Score -284602.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -284617.937500 Penalty: 3900.371094 Iteration 58Q: 3 clusters Score -284617.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -284635.375000 Penalty: 3900.371094 Iteration 59Q: 3 clusters Score -284635.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -284647.406250 Penalty: 3900.371094 Iteration 60F: 3 clusters Score -284647.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -284659.437500 Penalty: 3900.371094 Iteration 61Q: 3 clusters Score -284659.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -284674.718750 Penalty: 3900.371094 Iteration 62Q: 3 clusters Score -284674.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -284688.593750 Penalty: 3900.371094 Iteration 63Q: 3 clusters Score -284688.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -284732.812500 Penalty: 3900.371094 Iteration 64Q: 3 clusters Score -284732.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -284770.875000 Penalty: 3900.371094 Iteration 65Q: 3 clusters Score -284770.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -284790.250000 Penalty: 3900.371094 Iteration 66Q: 3 clusters Score -284790.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -284806.000000 Penalty: 3900.371094 Iteration 67Q: 3 clusters Score -284806 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -284825.500000 Penalty: 3900.371094 Iteration 68Q: 3 clusters Score -284825.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -284838.031250 Penalty: 3900.371094 Iteration 69Q: 3 clusters Score -284838 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -284850.875000 Penalty: 3900.371094 Iteration 70Q: 3 clusters Score -284850.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -284866.187500 Penalty: 3900.371094 Iteration 71Q: 3 clusters Score -284866.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -284874.812500 Penalty: 3900.371094 Iteration 72Q: 3 clusters Score -284874.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -284882.750000 Penalty: 3900.371094 Iteration 73Q: 3 clusters Score -284882.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -284887.843750 Penalty: 3900.371094 Iteration 74Q: 3 clusters Score -284887.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -284889.218750 Penalty: 3900.371094 Iteration 75Q: 3 clusters Score -284889.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -284890.031250 Penalty: 3900.371094 Iteration 76Q: 3 clusters Score -284890 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -284889.843750 Penalty: 3900.371094 Iteration 77Q: 3 clusters Score -284889.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -284891.000000 Penalty: 3900.371094 Iteration 78Q: 3 clusters Score -284891 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -284891.000000 Penalty: 3900.371094 Iteration 79F: 3 clusters Score -284891 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Entering Unmasked Estep Score: -605734.375000 Penalty: 2110.571777 Iteration 0F: 2 clusters Score -605734.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -601266.437500 Penalty: 4221.143555 Iteration 0F: 3 clusters Score -601266.4 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -602291.625000 Penalty: 4221.143555 Iteration 1F: 3 clusters Score -602291.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -602460.500000 Penalty: 4221.143555 Iteration 2F: 3 clusters Score -602460.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -602576.687500 Penalty: 4221.143555 Iteration 3Q: 3 clusters Score -602576.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -602663.812500 Penalty: 4221.143555 Iteration 4Q: 3 clusters Score -602663.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -602720.625000 Penalty: 4221.143555 Iteration 5Q: 3 clusters Score -602720.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -602771.687500 Penalty: 4221.143555 Iteration 6Q: 3 clusters Score -602771.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -602817.062500 Penalty: 4221.143555 Iteration 7Q: 3 clusters Score -602817.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -602855.187500 Penalty: 4221.143555 Iteration 8Q: 3 clusters Score -602855.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -602881.812500 Penalty: 4221.143555 Iteration 9Q: 3 clusters Score -602881.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -602904.687500 Penalty: 4221.143555 Iteration 10Q: 3 clusters Score -602904.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -602927.062500 Penalty: 4221.143555 Iteration 11Q: 3 clusters Score -602927.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -602952.187500 Penalty: 4221.143555 Iteration 12Q: 3 clusters Score -602952.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -602970.125000 Penalty: 4221.143555 Iteration 13Q: 3 clusters Score -602970.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -602992.687500 Penalty: 4221.143555 Iteration 14Q: 3 clusters Score -602992.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -603025.187500 Penalty: 4221.143555 Iteration 15Q: 3 clusters Score -603025.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -603054.250000 Penalty: 4221.143555 Iteration 16Q: 3 clusters Score -603054.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -603087.062500 Penalty: 4221.143555 Iteration 17Q: 3 clusters Score -603087.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -603115.250000 Penalty: 4221.143555 Iteration 18Q: 3 clusters Score -603115.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -603148.375000 Penalty: 4221.143555 Iteration 19Q: 3 clusters Score -603148.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -603186.375000 Penalty: 4221.143555 Iteration 20F: 3 clusters Score -603186.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -603227.000000 Penalty: 4221.143555 Iteration 21Q: 3 clusters Score -603227 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -603264.625000 Penalty: 4221.143555 Iteration 22Q: 3 clusters Score -603264.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -603299.250000 Penalty: 4221.143555 Iteration 23Q: 3 clusters Score -603299.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -603327.875000 Penalty: 4221.143555 Iteration 24Q: 3 clusters Score -603327.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -603356.875000 Penalty: 4221.143555 Iteration 25Q: 3 clusters Score -603356.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -603391.375000 Penalty: 4221.143555 Iteration 26Q: 3 clusters Score -603391.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -603429.125000 Penalty: 4221.143555 Iteration 27Q: 3 clusters Score -603429.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -603465.812500 Penalty: 4221.143555 Iteration 28Q: 3 clusters Score -603465.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -603504.062500 Penalty: 4221.143555 Iteration 29Q: 3 clusters Score -603504.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -603537.875000 Penalty: 4221.143555 Iteration 30Q: 3 clusters Score -603537.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -603580.812500 Penalty: 4221.143555 Iteration 31Q: 3 clusters Score -603580.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -603623.125000 Penalty: 4221.143555 Iteration 32Q: 3 clusters Score -603623.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -603659.062500 Penalty: 4221.143555 Iteration 33Q: 3 clusters Score -603659.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -603683.125000 Penalty: 4221.143555 Iteration 34Q: 3 clusters Score -603683.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -603712.812500 Penalty: 4221.143555 Iteration 35Q: 3 clusters Score -603712.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -603739.000000 Penalty: 4221.143555 Iteration 36Q: 3 clusters Score -603739 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -603754.687500 Penalty: 4221.143555 Iteration 37Q: 3 clusters Score -603754.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -603765.625000 Penalty: 4221.143555 Iteration 38Q: 3 clusters Score -603765.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -603777.187500 Penalty: 4221.143555 Iteration 39Q: 3 clusters Score -603777.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -603791.437500 Penalty: 4221.143555 Iteration 40F: 3 clusters Score -603791.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -603801.687500 Penalty: 4221.143555 Iteration 41Q: 3 clusters Score -603801.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -603812.937500 Penalty: 4221.143555 Iteration 42Q: 3 clusters Score -603812.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -603819.750000 Penalty: 4221.143555 Iteration 43Q: 3 clusters Score -603819.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -603826.625000 Penalty: 4221.143555 Iteration 44Q: 3 clusters Score -603826.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -603833.250000 Penalty: 4221.143555 Iteration 45Q: 3 clusters Score -603833.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -603837.437500 Penalty: 4221.143555 Iteration 46Q: 3 clusters Score -603837.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -603841.812500 Penalty: 4221.143555 Iteration 47Q: 3 clusters Score -603841.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -603843.937500 Penalty: 4221.143555 Iteration 48Q: 3 clusters Score -603843.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -603851.062500 Penalty: 4221.143555 Iteration 49Q: 3 clusters Score -603851.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -603853.812500 Penalty: 4221.143555 Iteration 50Q: 3 clusters Score -603853.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -603856.062500 Penalty: 4221.143555 Iteration 51Q: 3 clusters Score -603856.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -603856.375000 Penalty: 4221.143555 Iteration 52Q: 3 clusters Score -603856.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -603856.812500 Penalty: 4221.143555 Iteration 53Q: 3 clusters Score -603856.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -603856.812500 Penalty: 4221.143555 Iteration 54F: 3 clusters Score -603856.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Entering Unmasked Estep Score: -940208.500000 Penalty: 2224.035889 Iteration 0F: 2 clusters Score -940208.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -933871.875000 Penalty: 4448.071777 Iteration 0F: 3 clusters Score -933871.9 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -935706.312500 Penalty: 4448.071777 Iteration 1F: 3 clusters Score -935706.3 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -936063.250000 Penalty: 4448.071777 Iteration 2F: 3 clusters Score -936063.2 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -936350.125000 Penalty: 4448.071777 Iteration 3F: 3 clusters Score -936350.1 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -936609.062500 Penalty: 4448.071777 Iteration 4Q: 3 clusters Score -936609.1 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -936854.750000 Penalty: 4448.071777 Iteration 5Q: 3 clusters Score -936854.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -937048.937500 Penalty: 4448.071777 Iteration 6Q: 3 clusters Score -937048.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -937214.875000 Penalty: 4448.071777 Iteration 7Q: 3 clusters Score -937214.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -937362.750000 Penalty: 4448.071777 Iteration 8Q: 3 clusters Score -937362.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -937490.437500 Penalty: 4448.071777 Iteration 9Q: 3 clusters Score -937490.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -937606.812500 Penalty: 4448.071777 Iteration 10Q: 3 clusters Score -937606.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -937723.312500 Penalty: 4448.071777 Iteration 11Q: 3 clusters Score -937723.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -937846.812500 Penalty: 4448.071777 Iteration 12Q: 3 clusters Score -937846.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -937971.562500 Penalty: 4448.071777 Iteration 13Q: 3 clusters Score -937971.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -938080.500000 Penalty: 4448.071777 Iteration 14Q: 3 clusters Score -938080.5 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -938170.062500 Penalty: 4448.071777 Iteration 15Q: 3 clusters Score -938170.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -938242.812500 Penalty: 4448.071777 Iteration 16Q: 3 clusters Score -938242.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -938296.625000 Penalty: 4448.071777 Iteration 17Q: 3 clusters Score -938296.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -938352.187500 Penalty: 4448.071777 Iteration 18Q: 3 clusters Score -938352.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -938399.000000 Penalty: 4448.071777 Iteration 19Q: 3 clusters Score -938399 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -938431.562500 Penalty: 4448.071777 Iteration 20F: 3 clusters Score -938431.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -938464.687500 Penalty: 4448.071777 Iteration 21Q: 3 clusters Score -938464.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -938503.562500 Penalty: 4448.071777 Iteration 22Q: 3 clusters Score -938503.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -938546.312500 Penalty: 4448.071777 Iteration 23Q: 3 clusters Score -938546.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -938588.437500 Penalty: 4448.071777 Iteration 24Q: 3 clusters Score -938588.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -938647.125000 Penalty: 4448.071777 Iteration 25Q: 3 clusters Score -938647.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -938718.875000 Penalty: 4448.071777 Iteration 26Q: 3 clusters Score -938718.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -938812.500000 Penalty: 4448.071777 Iteration 27Q: 3 clusters Score -938812.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -938945.187500 Penalty: 4448.071777 Iteration 28Q: 3 clusters Score -938945.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -939117.937500 Penalty: 4448.071777 Iteration 29Q: 3 clusters Score -939117.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -939402.000000 Penalty: 4448.071777 Iteration 30Q: 3 clusters Score -939402 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -939720.062500 Penalty: 4448.071777 Iteration 31Q: 3 clusters Score -939720.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -939911.875000 Penalty: 4448.071777 Iteration 32Q: 3 clusters Score -939911.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -939992.187500 Penalty: 4448.071777 Iteration 33Q: 3 clusters Score -939992.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -940030.812500 Penalty: 4448.071777 Iteration 34Q: 3 clusters Score -940030.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -940052.062500 Penalty: 4448.071777 Iteration 35Q: 3 clusters Score -940052.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -940064.000000 Penalty: 4448.071777 Iteration 36Q: 3 clusters Score -940064 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -940076.187500 Penalty: 4448.071777 Iteration 37Q: 3 clusters Score -940076.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -940091.875000 Penalty: 4448.071777 Iteration 38Q: 3 clusters Score -940091.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -940108.250000 Penalty: 4448.071777 Iteration 39Q: 3 clusters Score -940108.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -940128.125000 Penalty: 4448.071777 Iteration 40F: 3 clusters Score -940128.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -940148.937500 Penalty: 4448.071777 Iteration 41Q: 3 clusters Score -940148.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -940164.875000 Penalty: 4448.071777 Iteration 42Q: 3 clusters Score -940164.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -940177.562500 Penalty: 4448.071777 Iteration 43Q: 3 clusters Score -940177.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -940198.562500 Penalty: 4448.071777 Iteration 44Q: 3 clusters Score -940198.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -940218.250000 Penalty: 4448.071777 Iteration 45Q: 3 clusters Score -940218.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -940232.812500 Penalty: 4448.071777 Iteration 46Q: 3 clusters Score -940232.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -940256.187500 Penalty: 4448.071777 Iteration 47Q: 3 clusters Score -940256.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -940288.000000 Penalty: 4448.071777 Iteration 48Q: 3 clusters Score -940288 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -940337.562500 Penalty: 4448.071777 Iteration 49Q: 3 clusters Score -940337.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -940372.562500 Penalty: 4448.071777 Iteration 50Q: 3 clusters Score -940372.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -940398.625000 Penalty: 4448.071777 Iteration 51Q: 3 clusters Score -940398.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -940415.937500 Penalty: 4448.071777 Iteration 52Q: 3 clusters Score -940415.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -940424.125000 Penalty: 4448.071777 Iteration 53Q: 3 clusters Score -940424.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -940429.812500 Penalty: 4448.071777 Iteration 54Q: 3 clusters Score -940429.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -940430.500000 Penalty: 4448.071777 Iteration 55Q: 3 clusters Score -940430.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -940432.000000 Penalty: 4448.071777 Iteration 56Q: 3 clusters Score -940432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -940433.437500 Penalty: 4448.071777 Iteration 57Q: 3 clusters Score -940433.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -940432.687500 Penalty: 4448.071777 Iteration 58Q: 3 clusters Score -940432.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -940434.375000 Penalty: 4448.071777 Iteration 59Q: 3 clusters Score -940434.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -940433.000000 Penalty: 4448.071777 Iteration 60F: 3 clusters Score -940433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -940433.937500 Penalty: 4448.071777 Iteration 61Q: 3 clusters Score -940433.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -940433.937500 Penalty: 4448.071777 Iteration 62F: 3 clusters Score -940433.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1807 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 5 contains 4065 members Mstep: Class 6 contains 3782 members Mstep: Class 7 contains 53023 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97063 members Mstep: Class 11 contains 3530 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13574 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep Score: -33503662.000000 Penalty: 65393.410156 Splitting cluster 6 changes total score from -33504356.000000 to -33503662.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (53023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53023 members Entering Unmasked Estep Score: -6459913.500000 Penalty: 2697.863281 Iteration 0F: 2 clusters Score -6459914 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26424 members Mstep: Class 2 contains 26599 members Entering Unmasked Estep Score: -6424255.000000 Penalty: 5395.726562 Iteration 0F: 3 clusters Score -6424255 nChanged 24556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25770 members Mstep: Class 2 contains 27253 members Entering Unmasked Estep Score: -6437667.000000 Penalty: 5395.726562 Iteration 1F: 3 clusters Score -6437667 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25348 members Mstep: Class 2 contains 27675 members Entering Unmasked Estep Score: -6438120.000000 Penalty: 5395.726562 Iteration 2Q: 3 clusters Score -6438120 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24756 members Mstep: Class 2 contains 28267 members Entering Unmasked Estep Score: -6438537.000000 Penalty: 5395.726562 Iteration 3Q: 3 clusters Score -6438537 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23864 members Mstep: Class 2 contains 29159 members Entering Unmasked Estep Score: -6438990.000000 Penalty: 5395.726562 Iteration 4Q: 3 clusters Score -6438990 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22590 members Mstep: Class 2 contains 30433 members Entering Unmasked Estep Score: -6439539.500000 Penalty: 5395.726562 Iteration 5Q: 3 clusters Score -6439540 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20743 members Mstep: Class 2 contains 32280 members Entering Unmasked Estep Score: -6440288.000000 Penalty: 5395.726562 Iteration 6Q: 3 clusters Score -6440288 nChanged 2750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18089 members Mstep: Class 2 contains 34934 members Entering Unmasked Estep Score: -6441764.500000 Penalty: 5395.726562 Iteration 7F: 3 clusters Score -6441764 nChanged 3600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 38494 members Entering Unmasked Estep Score: -6444171.000000 Penalty: 5395.726562 Iteration 8F: 3 clusters Score -6444171 nChanged 4260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10289 members Mstep: Class 2 contains 42734 members Entering Unmasked Estep Score: -6447717.000000 Penalty: 5395.726562 Iteration 9F: 3 clusters Score -6447717 nChanged 4264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 46992 members Entering Unmasked Estep Score: -6451779.000000 Penalty: 5395.726562 Iteration 10F: 3 clusters Score -6451779 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 50084 members Entering Unmasked Estep Score: -6454808.000000 Penalty: 5395.726562 Iteration 11F: 3 clusters Score -6454808 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 51763 members Entering Unmasked Estep Score: -6456440.500000 Penalty: 5395.726562 Iteration 12Q: 3 clusters Score -6456440 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 52445 members Entering Unmasked Estep Score: -6457071.000000 Penalty: 5395.726562 Iteration 13Q: 3 clusters Score -6457071 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 52647 members Entering Unmasked Estep Score: -6457308.000000 Penalty: 5395.726562 Iteration 14Q: 3 clusters Score -6457308 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 52721 members Entering Unmasked Estep Score: -6457398.000000 Penalty: 5395.726562 Iteration 15Q: 3 clusters Score -6457398 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 52765 members Entering Unmasked Estep Score: -6457472.000000 Penalty: 5395.726562 Iteration 16Q: 3 clusters Score -6457472 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 52781 members Entering Unmasked Estep Score: -6457498.000000 Penalty: 5395.726562 Iteration 17Q: 3 clusters Score -6457498 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 52786 members Entering Unmasked Estep Score: -6457530.000000 Penalty: 5395.726562 Iteration 18Q: 3 clusters Score -6457530 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 52791 members Entering Unmasked Estep Score: -6457535.000000 Penalty: 5395.726562 Iteration 19Q: 3 clusters Score -6457535 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 52791 members Entering Unmasked Estep Score: -6457534.500000 Penalty: 5395.726562 Iteration 20F: 3 clusters Score -6457534 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 52796 members Entering Unmasked Estep Score: -6457546.500000 Penalty: 5395.726562 Iteration 21Q: 3 clusters Score -6457546 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 52797 members Entering Unmasked Estep Score: -6457562.000000 Penalty: 5395.726562 Iteration 22Q: 3 clusters Score -6457562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 52797 members Entering Unmasked Estep Score: -6457562.000000 Penalty: 5395.726562 Iteration 23F: 3 clusters Score -6457562 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Entering Unmasked Estep Score: -279905.218750 Penalty: 1948.942871 Iteration 0F: 2 clusters Score -279905.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -276972.093750 Penalty: 3897.885742 Iteration 0F: 3 clusters Score -276972.1 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -277605.125000 Penalty: 3897.885742 Iteration 1F: 3 clusters Score -277605.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -277829.000000 Penalty: 3897.885742 Iteration 2F: 3 clusters Score -277829 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -277977.687500 Penalty: 3897.885742 Iteration 3F: 3 clusters Score -277977.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -278086.468750 Penalty: 3897.885742 Iteration 4Q: 3 clusters Score -278086.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -278152.968750 Penalty: 3897.885742 Iteration 5Q: 3 clusters Score -278153 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -278194.031250 Penalty: 3897.885742 Iteration 6Q: 3 clusters Score -278194 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -278229.625000 Penalty: 3897.885742 Iteration 7Q: 3 clusters Score -278229.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -278249.750000 Penalty: 3897.885742 Iteration 8Q: 3 clusters Score -278249.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -278272.562500 Penalty: 3897.885742 Iteration 9Q: 3 clusters Score -278272.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -278294.625000 Penalty: 3897.885742 Iteration 10Q: 3 clusters Score -278294.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -278315.437500 Penalty: 3897.885742 Iteration 11Q: 3 clusters Score -278315.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -278332.750000 Penalty: 3897.885742 Iteration 12Q: 3 clusters Score -278332.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -278347.281250 Penalty: 3897.885742 Iteration 13Q: 3 clusters Score -278347.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -278357.312500 Penalty: 3897.885742 Iteration 14Q: 3 clusters Score -278357.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -278367.218750 Penalty: 3897.885742 Iteration 15Q: 3 clusters Score -278367.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -278375.062500 Penalty: 3897.885742 Iteration 16Q: 3 clusters Score -278375.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -278384.156250 Penalty: 3897.885742 Iteration 17Q: 3 clusters Score -278384.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -278390.750000 Penalty: 3897.885742 Iteration 18Q: 3 clusters Score -278390.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -278398.312500 Penalty: 3897.885742 Iteration 19Q: 3 clusters Score -278398.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -278401.437500 Penalty: 3897.885742 Iteration 20F: 3 clusters Score -278401.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -278404.062500 Penalty: 3897.885742 Iteration 21Q: 3 clusters Score -278404.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -278406.093750 Penalty: 3897.885742 Iteration 22Q: 3 clusters Score -278406.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -278409.531250 Penalty: 3897.885742 Iteration 23Q: 3 clusters Score -278409.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -278410.687500 Penalty: 3897.885742 Iteration 24Q: 3 clusters Score -278410.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -278412.156250 Penalty: 3897.885742 Iteration 25Q: 3 clusters Score -278412.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -278413.468750 Penalty: 3897.885742 Iteration 26Q: 3 clusters Score -278413.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -278415.687500 Penalty: 3897.885742 Iteration 27Q: 3 clusters Score -278415.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -278415.656250 Penalty: 3897.885742 Iteration 28Q: 3 clusters Score -278415.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -278415.656250 Penalty: 3897.885742 Iteration 29F: 3 clusters Score -278415.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Entering Unmasked Estep Score: -259015.484375 Penalty: 1900.291992 Iteration 0F: 2 clusters Score -259015.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -256312.921875 Penalty: 3800.583984 Iteration 0F: 3 clusters Score -256312.9 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -256799.203125 Penalty: 3800.583984 Iteration 1F: 3 clusters Score -256799.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -256917.890625 Penalty: 3800.583984 Iteration 2F: 3 clusters Score -256917.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -256974.500000 Penalty: 3800.583984 Iteration 3Q: 3 clusters Score -256974.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -257014.593750 Penalty: 3800.583984 Iteration 4Q: 3 clusters Score -257014.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -257033.875000 Penalty: 3800.583984 Iteration 5Q: 3 clusters Score -257033.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -257045.484375 Penalty: 3800.583984 Iteration 6Q: 3 clusters Score -257045.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -257051.734375 Penalty: 3800.583984 Iteration 7Q: 3 clusters Score -257051.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -257059.656250 Penalty: 3800.583984 Iteration 8Q: 3 clusters Score -257059.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -257062.265625 Penalty: 3800.583984 Iteration 9Q: 3 clusters Score -257062.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -257064.375000 Penalty: 3800.583984 Iteration 10Q: 3 clusters Score -257064.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -257066.625000 Penalty: 3800.583984 Iteration 11Q: 3 clusters Score -257066.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -257068.875000 Penalty: 3800.583984 Iteration 12Q: 3 clusters Score -257068.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -257071.734375 Penalty: 3800.583984 Iteration 13Q: 3 clusters Score -257071.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -257075.468750 Penalty: 3800.583984 Iteration 14Q: 3 clusters Score -257075.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -257077.859375 Penalty: 3800.583984 Iteration 15Q: 3 clusters Score -257077.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -257080.406250 Penalty: 3800.583984 Iteration 16Q: 3 clusters Score -257080.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -257084.781250 Penalty: 3800.583984 Iteration 17Q: 3 clusters Score -257084.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -257086.031250 Penalty: 3800.583984 Iteration 18Q: 3 clusters Score -257086 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -257086.828125 Penalty: 3800.583984 Iteration 19Q: 3 clusters Score -257086.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -257087.906250 Penalty: 3800.583984 Iteration 20F: 3 clusters Score -257087.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -257088.921875 Penalty: 3800.583984 Iteration 21Q: 3 clusters Score -257088.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -257089.890625 Penalty: 3800.583984 Iteration 22Q: 3 clusters Score -257089.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -257091.484375 Penalty: 3800.583984 Iteration 23Q: 3 clusters Score -257091.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -257093.781250 Penalty: 3800.583984 Iteration 24Q: 3 clusters Score -257093.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -257096.765625 Penalty: 3800.583984 Iteration 25Q: 3 clusters Score -257096.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -257098.031250 Penalty: 3800.583984 Iteration 26Q: 3 clusters Score -257098 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -257100.296875 Penalty: 3800.583984 Iteration 27Q: 3 clusters Score -257100.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -257101.375000 Penalty: 3800.583984 Iteration 28Q: 3 clusters Score -257101.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -257104.312500 Penalty: 3800.583984 Iteration 29Q: 3 clusters Score -257104.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -257109.828125 Penalty: 3800.583984 Iteration 30Q: 3 clusters Score -257109.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -257115.156250 Penalty: 3800.583984 Iteration 31Q: 3 clusters Score -257115.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -257117.640625 Penalty: 3800.583984 Iteration 32Q: 3 clusters Score -257117.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -257119.531250 Penalty: 3800.583984 Iteration 33Q: 3 clusters Score -257119.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -257121.125000 Penalty: 3800.583984 Iteration 34Q: 3 clusters Score -257121.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -257121.609375 Penalty: 3800.583984 Iteration 35Q: 3 clusters Score -257121.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -257121.609375 Penalty: 3800.583984 Iteration 36F: 3 clusters Score -257121.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (97063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97063 members Entering Unmasked Estep Score: -11777861.000000 Penalty: 2847.812500 Iteration 0F: 2 clusters Score -1.177786e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48684 members Mstep: Class 2 contains 48379 members Entering Unmasked Estep Score: -11712593.000000 Penalty: 5695.625000 Iteration 0F: 3 clusters Score -1.171259e+07 nChanged 46161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50989 members Mstep: Class 2 contains 46074 members Entering Unmasked Estep Score: -11738751.000000 Penalty: 5695.625000 Iteration 1F: 3 clusters Score -1.173875e+07 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52275 members Mstep: Class 2 contains 44788 members Entering Unmasked Estep Score: -11739521.000000 Penalty: 5695.625000 Iteration 2Q: 3 clusters Score -1.173952e+07 nChanged 3221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54264 members Mstep: Class 2 contains 42799 members Entering Unmasked Estep Score: -11740406.000000 Penalty: 5695.625000 Iteration 3Q: 3 clusters Score -1.174041e+07 nChanged 3756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57320 members Mstep: Class 2 contains 39743 members Entering Unmasked Estep Score: -11741891.000000 Penalty: 5695.625000 Iteration 4Q: 3 clusters Score -1.174189e+07 nChanged 4859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61851 members Mstep: Class 2 contains 35212 members Entering Unmasked Estep Score: -11744280.000000 Penalty: 5695.625000 Iteration 5F: 3 clusters Score -1.174428e+07 nChanged 6484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68233 members Mstep: Class 2 contains 28830 members Entering Unmasked Estep Score: -11748469.000000 Penalty: 5695.625000 Iteration 6F: 3 clusters Score -1.174847e+07 nChanged 8025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76228 members Mstep: Class 2 contains 20835 members Entering Unmasked Estep Score: -11755038.000000 Penalty: 5695.625000 Iteration 7F: 3 clusters Score -1.175504e+07 nChanged 8521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84743 members Mstep: Class 2 contains 12320 members Entering Unmasked Estep Score: -11763107.000000 Penalty: 5695.625000 Iteration 8F: 3 clusters Score -1.176311e+07 nChanged 6737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91480 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -11769781.000000 Penalty: 5695.625000 Iteration 9F: 3 clusters Score -1.176978e+07 nChanged 3581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95061 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -11773315.000000 Penalty: 5695.625000 Iteration 10Q: 3 clusters Score -1.177332e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96396 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -11774645.000000 Penalty: 5695.625000 Iteration 11Q: 3 clusters Score -1.177464e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96751 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -11775095.000000 Penalty: 5695.625000 Iteration 12Q: 3 clusters Score -1.17751e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96816 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -11775221.000000 Penalty: 5695.625000 Iteration 13Q: 3 clusters Score -1.177522e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96849 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -11775277.000000 Penalty: 5695.625000 Iteration 14Q: 3 clusters Score -1.177528e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96867 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -11775331.000000 Penalty: 5695.625000 Iteration 15Q: 3 clusters Score -1.177533e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96872 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -11775357.000000 Penalty: 5695.625000 Iteration 16Q: 3 clusters Score -1.177536e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96875 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -11775353.000000 Penalty: 5695.625000 Iteration 17Q: 3 clusters Score -1.177535e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96875 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -11775353.000000 Penalty: 5695.625000 Iteration 18F: 3 clusters Score -1.177535e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Entering Unmasked Estep Score: -402959.093750 Penalty: 2025.925171 Iteration 0F: 2 clusters Score -402959.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -399440.812500 Penalty: 4051.850342 Iteration 0F: 3 clusters Score -399440.8 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -400739.000000 Penalty: 4051.850342 Iteration 1F: 3 clusters Score -400739 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -401946.125000 Penalty: 4051.850342 Iteration 2F: 3 clusters Score -401946.1 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -402907.437500 Penalty: 4051.850342 Iteration 3F: 3 clusters Score -402907.4 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -403337.875000 Penalty: 4051.850342 Iteration 4F: 3 clusters Score -403337.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -403468.406250 Penalty: 4051.850342 Iteration 5Q: 3 clusters Score -403468.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -403509.781250 Penalty: 4051.850342 Iteration 6Q: 3 clusters Score -403509.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -403521.968750 Penalty: 4051.850342 Iteration 7Q: 3 clusters Score -403522 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -403532.593750 Penalty: 4051.850342 Iteration 8Q: 3 clusters Score -403532.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -403537.500000 Penalty: 4051.850342 Iteration 9Q: 3 clusters Score -403537.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -403539.062500 Penalty: 4051.850342 Iteration 10Q: 3 clusters Score -403539.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -403539.062500 Penalty: 4051.850342 Iteration 11F: 3 clusters Score -403539.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 28872 members Mstep: Class 2 contains 1807 members Mstep: Class 3 contains 2601 members Mstep: Class 4 contains 4966 members Mstep: Class 5 contains 680 members Mstep: Class 6 contains 7847 members Mstep: Class 7 contains 53023 members Mstep: Class 8 contains 2588 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 97063 members Mstep: Class 11 contains 2850 members Mstep: Class 12 contains 5909 members Mstep: Class 13 contains 4639 members Mstep: Class 14 contains 12185 members Mstep: Class 15 contains 14110 members Mstep: Class 17 contains 2363 members Mstep: Class 18 contains 6881 members Mstep: Class 19 contains 13574 members Mstep: Class 20 contains 10055 members Mstep: Class 21 contains 5265 members Mstep: Class 23 contains 4448 members Entering Unmasked Estep Score: -33503884.000000 Penalty: 65393.410156 Splitting cluster 11 changes total score from -33504356.000000 to -33503884.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (5909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Entering Unmasked Estep Score: -718271.812500 Penalty: 2153.689453 Iteration 0F: 2 clusters Score -718271.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -713185.437500 Penalty: 4307.378906 Iteration 0F: 3 clusters Score -713185.4 nChanged 2329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -714431.875000 Penalty: 4307.378906 Iteration 1F: 3 clusters Score -714431.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -714616.500000 Penalty: 4307.378906 Iteration 2F: 3 clusters Score -714616.5 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -714735.312500 Penalty: 4307.378906 Iteration 3Q: 3 clusters Score -714735.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -714815.187500 Penalty: 4307.378906 Iteration 4Q: 3 clusters Score -714815.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -714868.125000 Penalty: 4307.378906 Iteration 5Q: 3 clusters Score -714868.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -714906.812500 Penalty: 4307.378906 Iteration 6Q: 3 clusters Score -714906.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -714935.250000 Penalty: 4307.378906 Iteration 7Q: 3 clusters Score -714935.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -714959.250000 Penalty: 4307.378906 Iteration 8Q: 3 clusters Score -714959.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -714981.500000 Penalty: 4307.378906 Iteration 9Q: 3 clusters Score -714981.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -715008.187500 Penalty: 4307.378906 Iteration 10Q: 3 clusters Score -715008.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -715030.937500 Penalty: 4307.378906 Iteration 11Q: 3 clusters Score -715030.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -715048.812500 Penalty: 4307.378906 Iteration 12Q: 3 clusters Score -715048.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -715066.812500 Penalty: 4307.378906 Iteration 13Q: 3 clusters Score -715066.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -715082.875000 Penalty: 4307.378906 Iteration 14Q: 3 clusters Score -715082.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -715097.812500 Penalty: 4307.378906 Iteration 15Q: 3 clusters Score -715097.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -715114.625000 Penalty: 4307.378906 Iteration 16Q: 3 clusters Score -715114.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -715135.750000 Penalty: 4307.378906 Iteration 17Q: 3 clusters Score -715135.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -715154.875000 Penalty: 4307.378906 Iteration 18Q: 3 clusters Score -715154.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -715190.500000 Penalty: 4307.378906 Iteration 19Q: 3 clusters Score -715190.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -715234.000000 Penalty: 4307.378906 Iteration 20F: 3 clusters Score -715234 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -715279.312500 Penalty: 4307.378906 Iteration 21Q: 3 clusters Score -715279.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -715324.187500 Penalty: 4307.378906 Iteration 22Q: 3 clusters Score -715324.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -715362.375000 Penalty: 4307.378906 Iteration 23Q: 3 clusters Score -715362.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -715394.500000 Penalty: 4307.378906 Iteration 24Q: 3 clusters Score -715394.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -715434.750000 Penalty: 4307.378906 Iteration 25Q: 3 clusters Score -715434.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -715484.937500 Penalty: 4307.378906 Iteration 26Q: 3 clusters Score -715484.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -715547.875000 Penalty: 4307.378906 Iteration 27Q: 3 clusters Score -715547.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -715617.937500 Penalty: 4307.378906 Iteration 28Q: 3 clusters Score -715617.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -715681.062500 Penalty: 4307.378906 Iteration 29Q: 3 clusters Score -715681.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -715749.125000 Penalty: 4307.378906 Iteration 30Q: 3 clusters Score -715749.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -715837.937500 Penalty: 4307.378906 Iteration 31Q: 3 clusters Score -715837.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -715923.000000 Penalty: 4307.378906 Iteration 32Q: 3 clusters Score -715923 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -715993.062500 Penalty: 4307.378906 Iteration 33Q: 3 clusters Score -715993.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -716051.750000 Penalty: 4307.378906 Iteration 34Q: 3 clusters Score -716051.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -716092.062500 Penalty: 4307.378906 Iteration 35Q: 3 clusters Score -716092.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -716122.437500 Penalty: 4307.378906 Iteration 36Q: 3 clusters Score -716122.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -716150.125000 Penalty: 4307.378906 Iteration 37Q: 3 clusters Score -716150.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -716169.500000 Penalty: 4307.378906 Iteration 38Q: 3 clusters Score -716169.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -716185.875000 Penalty: 4307.378906 Iteration 39Q: 3 clusters Score -716185.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -716202.375000 Penalty: 4307.378906 Iteration 40F: 3 clusters Score -716202.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -716220.187500 Penalty: 4307.378906 Iteration 41Q: 3 clusters Score -716220.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -716238.437500 Penalty: 4307.378906 Iteration 42Q: 3 clusters Score -716238.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -716253.375000 Penalty: 4307.378906 Iteration 43Q: 3 clusters Score -716253.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -716262.500000 Penalty: 4307.378906 Iteration 44Q: 3 clusters Score -716262.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -716271.750000 Penalty: 4307.378906 Iteration 45Q: 3 clusters Score -716271.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -716279.687500 Penalty: 4307.378906 Iteration 46Q: 3 clusters Score -716279.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -716288.750000 Penalty: 4307.378906 Iteration 47Q: 3 clusters Score -716288.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -716294.750000 Penalty: 4307.378906 Iteration 48Q: 3 clusters Score -716294.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -716300.125000 Penalty: 4307.378906 Iteration 49Q: 3 clusters Score -716300.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -716303.562500 Penalty: 4307.378906 Iteration 50Q: 3 clusters Score -716303.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -716304.875000 Penalty: 4307.378906 Iteration 51Q: 3 clusters Score -716304.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -716309.437500 Penalty: 4307.378906 Iteration 52Q: 3 clusters Score -716309.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -716313.437500 Penalty: 4307.378906 Iteration 53Q: 3 clusters Score -716313.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -716316.250000 Penalty: 4307.378906 Iteration 54Q: 3 clusters Score -716316.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -716317.500000 Penalty: 4307.378906 Iteration 55Q: 3 clusters Score -716317.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -716317.562500 Penalty: 4307.378906 Iteration 56Q: 3 clusters Score -716317.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -716323.625000 Penalty: 4307.378906 Iteration 57Q: 3 clusters Score -716323.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -716325.000000 Penalty: 4307.378906 Iteration 58Q: 3 clusters Score -716325 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -716327.125000 Penalty: 4307.378906 Iteration 59Q: 3 clusters Score -716327.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -716330.000000 Penalty: 4307.378906 Iteration 60F: 3 clusters Score -716330 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -716335.562500 Penalty: 4307.378906 Iteration 61Q: 3 clusters Score -716335.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -716342.500000 Penalty: 4307.378906 Iteration 62Q: 3 clusters Score -716342.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -716346.875000 Penalty: 4307.378906 Iteration 63Q: 3 clusters Score -716346.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -716348.625000 Penalty: 4307.378906 Iteration 64Q: 3 clusters Score -716348.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -716352.250000 Penalty: 4307.378906 Iteration 65Q: 3 clusters Score -716352.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -716356.687500 Penalty: 4307.378906 Iteration 66Q: 3 clusters Score -716356.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -716357.062500 Penalty: 4307.378906 Iteration 67Q: 3 clusters Score -716357.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -716357.000000 Penalty: 4307.378906 Iteration 68Q: 3 clusters Score -716357 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -716357.000000 Penalty: 4307.378906 Iteration 69F: 3 clusters Score -716357 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Entering Unmasked Estep Score: -555967.062500 Penalty: 2093.678955 Iteration 0F: 2 clusters Score -555967.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -551669.875000 Penalty: 4187.357910 Iteration 0F: 3 clusters Score -551669.9 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -552744.562500 Penalty: 4187.357910 Iteration 1F: 3 clusters Score -552744.6 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -553093.625000 Penalty: 4187.357910 Iteration 2F: 3 clusters Score -553093.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -553388.375000 Penalty: 4187.357910 Iteration 3F: 3 clusters Score -553388.4 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -553625.937500 Penalty: 4187.357910 Iteration 4F: 3 clusters Score -553625.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -553795.187500 Penalty: 4187.357910 Iteration 5Q: 3 clusters Score -553795.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -553920.187500 Penalty: 4187.357910 Iteration 6Q: 3 clusters Score -553920.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -554013.187500 Penalty: 4187.357910 Iteration 7Q: 3 clusters Score -554013.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -554091.062500 Penalty: 4187.357910 Iteration 8Q: 3 clusters Score -554091.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -554147.625000 Penalty: 4187.357910 Iteration 9Q: 3 clusters Score -554147.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -554187.875000 Penalty: 4187.357910 Iteration 10Q: 3 clusters Score -554187.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -554222.062500 Penalty: 4187.357910 Iteration 11Q: 3 clusters Score -554222.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -554255.750000 Penalty: 4187.357910 Iteration 12Q: 3 clusters Score -554255.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -554281.625000 Penalty: 4187.357910 Iteration 13Q: 3 clusters Score -554281.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -554308.625000 Penalty: 4187.357910 Iteration 14Q: 3 clusters Score -554308.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -554327.187500 Penalty: 4187.357910 Iteration 15Q: 3 clusters Score -554327.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -554343.312500 Penalty: 4187.357910 Iteration 16Q: 3 clusters Score -554343.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -554354.875000 Penalty: 4187.357910 Iteration 17Q: 3 clusters Score -554354.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -554368.062500 Penalty: 4187.357910 Iteration 18Q: 3 clusters Score -554368.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -554387.312500 Penalty: 4187.357910 Iteration 19Q: 3 clusters Score -554387.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -554406.937500 Penalty: 4187.357910 Iteration 20F: 3 clusters Score -554406.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -554416.375000 Penalty: 4187.357910 Iteration 21Q: 3 clusters Score -554416.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -554421.250000 Penalty: 4187.357910 Iteration 22Q: 3 clusters Score -554421.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -554426.500000 Penalty: 4187.357910 Iteration 23Q: 3 clusters Score -554426.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -554435.687500 Penalty: 4187.357910 Iteration 24Q: 3 clusters Score -554435.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -554441.062500 Penalty: 4187.357910 Iteration 25Q: 3 clusters Score -554441.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -554443.687500 Penalty: 4187.357910 Iteration 26Q: 3 clusters Score -554443.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -554446.000000 Penalty: 4187.357910 Iteration 27Q: 3 clusters Score -554446 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -554446.250000 Penalty: 4187.357910 Iteration 28Q: 3 clusters Score -554446.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -554448.875000 Penalty: 4187.357910 Iteration 29Q: 3 clusters Score -554448.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -554450.187500 Penalty: 4187.357910 Iteration 30Q: 3 clusters Score -554450.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -554451.562500 Penalty: 4187.357910 Iteration 31Q: 3 clusters Score -554451.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -554452.000000 Penalty: 4187.357910 Iteration 32Q: 3 clusters Score -554452 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -554453.125000 Penalty: 4187.357910 Iteration 33Q: 3 clusters Score -554453.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -554453.125000 Penalty: 4187.357910 Iteration 34F: 3 clusters Score -554453.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (12185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Entering Unmasked Estep Score: -1462302.375000 Penalty: 2333.174316 Iteration 0F: 2 clusters Score -1462302 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -1453144.875000 Penalty: 4666.348633 Iteration 0F: 3 clusters Score -1453145 nChanged 5259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -1456034.375000 Penalty: 4666.348633 Iteration 1F: 3 clusters Score -1456034 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -1456486.000000 Penalty: 4666.348633 Iteration 2F: 3 clusters Score -1456486 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1456891.125000 Penalty: 4666.348633 Iteration 3F: 3 clusters Score -1456891 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -1457321.750000 Penalty: 4666.348633 Iteration 4F: 3 clusters Score -1457322 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -1457735.750000 Penalty: 4666.348633 Iteration 5F: 3 clusters Score -1457736 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1458022.000000 Penalty: 4666.348633 Iteration 6Q: 3 clusters Score -1458022 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1458237.000000 Penalty: 4666.348633 Iteration 7Q: 3 clusters Score -1458237 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1458389.500000 Penalty: 4666.348633 Iteration 8Q: 3 clusters Score -1458390 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1458503.500000 Penalty: 4666.348633 Iteration 9Q: 3 clusters Score -1458504 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -1458587.125000 Penalty: 4666.348633 Iteration 10Q: 3 clusters Score -1458587 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1458647.125000 Penalty: 4666.348633 Iteration 11Q: 3 clusters Score -1458647 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -1458692.625000 Penalty: 4666.348633 Iteration 12Q: 3 clusters Score -1458693 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -1458730.375000 Penalty: 4666.348633 Iteration 13Q: 3 clusters Score -1458730 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -1458761.125000 Penalty: 4666.348633 Iteration 14Q: 3 clusters Score -1458761 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -1458788.375000 Penalty: 4666.348633 Iteration 15Q: 3 clusters Score -1458788 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -1458816.875000 Penalty: 4666.348633 Iteration 16Q: 3 clusters Score -1458817 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -1458846.375000 Penalty: 4666.348633 Iteration 17Q: 3 clusters Score -1458846 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -1458885.375000 Penalty: 4666.348633 Iteration 18Q: 3 clusters Score -1458885 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -1458919.250000 Penalty: 4666.348633 Iteration 19Q: 3 clusters Score -1458919 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -1458978.125000 Penalty: 4666.348633 Iteration 20F: 3 clusters Score -1458978 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -1459042.750000 Penalty: 4666.348633 Iteration 21Q: 3 clusters Score -1459043 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -1459134.375000 Penalty: 4666.348633 Iteration 22Q: 3 clusters Score -1459134 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1459259.000000 Penalty: 4666.348633 Iteration 23Q: 3 clusters Score -1459259 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -1459397.125000 Penalty: 4666.348633 Iteration 24Q: 3 clusters Score -1459397 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -1459547.875000 Penalty: 4666.348633 Iteration 25Q: 3 clusters Score -1459548 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -1459742.500000 Penalty: 4666.348633 Iteration 26Q: 3 clusters Score -1459742 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -1459954.250000 Penalty: 4666.348633 Iteration 27Q: 3 clusters Score -1459954 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -1460158.000000 Penalty: 4666.348633 Iteration 28Q: 3 clusters Score -1460158 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -1460390.625000 Penalty: 4666.348633 Iteration 29Q: 3 clusters Score -1460391 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -1460662.000000 Penalty: 4666.348633 Iteration 30Q: 3 clusters Score -1460662 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 9180 members Entering Unmasked Estep Score: -1460900.750000 Penalty: 4666.348633 Iteration 31Q: 3 clusters Score -1460901 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 9399 members Entering Unmasked Estep Score: -1461094.000000 Penalty: 4666.348633 Iteration 32Q: 3 clusters Score -1461094 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -1461243.750000 Penalty: 4666.348633 Iteration 33Q: 3 clusters Score -1461244 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -1461365.375000 Penalty: 4666.348633 Iteration 34Q: 3 clusters Score -1461365 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -1461471.875000 Penalty: 4666.348633 Iteration 35Q: 3 clusters Score -1461472 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 9837 members Entering Unmasked Estep Score: -1461604.000000 Penalty: 4666.348633 Iteration 36Q: 3 clusters Score -1461604 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -1461720.125000 Penalty: 4666.348633 Iteration 37Q: 3 clusters Score -1461720 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 9887 members Entering Unmasked Estep Score: -1461824.125000 Penalty: 4666.348633 Iteration 38Q: 3 clusters Score -1461824 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -1461929.625000 Penalty: 4666.348633 Iteration 39Q: 3 clusters Score -1461930 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -1462050.000000 Penalty: 4666.348633 Iteration 40F: 3 clusters Score -1462050 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 9828 members Entering Unmasked Estep Score: -1462121.125000 Penalty: 4666.348633 Iteration 41Q: 3 clusters Score -1462121 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -1462155.125000 Penalty: 4666.348633 Iteration 42Q: 3 clusters Score -1462155 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -1462175.875000 Penalty: 4666.348633 Iteration 43Q: 3 clusters Score -1462176 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -1462182.625000 Penalty: 4666.348633 Iteration 44Q: 3 clusters Score -1462183 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -1462189.625000 Penalty: 4666.348633 Iteration 45Q: 3 clusters Score -1462190 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -1462193.125000 Penalty: 4666.348633 Iteration 46Q: 3 clusters Score -1462193 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -1462200.250000 Penalty: 4666.348633 Iteration 47Q: 3 clusters Score -1462200 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 9703 members Entering Unmasked Estep Score: -1462206.500000 Penalty: 4666.348633 Iteration 48Q: 3 clusters Score -1462206 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 9694 members Entering Unmasked Estep Score: -1462207.000000 Penalty: 4666.348633 Iteration 49Q: 3 clusters Score -1462207 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -1462212.125000 Penalty: 4666.348633 Iteration 50Q: 3 clusters Score -1462212 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -1462213.750000 Penalty: 4666.348633 Iteration 51Q: 3 clusters Score -1462214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -1462214.750000 Penalty: 4666.348633 Iteration 52Q: 3 clusters Score -1462215 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 9674 members Entering Unmasked Estep Score: -1462218.750000 Penalty: 4666.348633 Iteration 53Q: 3 clusters Score -1462219 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 9671 members Entering Unmasked Estep Score: -1462220.500000 Penalty: 4666.348633 Iteration 54Q: 3 clusters Score -1462220 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 9671 members Entering Unmasked Estep Score: -1462219.250000 Penalty: 4666.348633 Iteration 55Q: 3 clusters Score -1462219 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -1462218.750000 Penalty: 4666.348633 Iteration 56Q: 3 clusters Score -1462219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 9670 members Entering Unmasked Estep Score: -1462218.750000 Penalty: 4666.348633 Iteration 57F: 3 clusters Score -1462219 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (14110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14110 members Entering Unmasked Estep Score: -1701556.750000 Penalty: 2369.550537 Iteration 0F: 2 clusters Score -1701557 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7066 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -1691364.375000 Penalty: 4739.101074 Iteration 0F: 3 clusters Score -1691364 nChanged 5989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 7147 members Entering Unmasked Estep Score: -1694657.000000 Penalty: 4739.101074 Iteration 1F: 3 clusters Score -1694657 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -1695030.125000 Penalty: 4739.101074 Iteration 2F: 3 clusters Score -1695030 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -1695314.625000 Penalty: 4739.101074 Iteration 3Q: 3 clusters Score -1695315 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -1695568.875000 Penalty: 4739.101074 Iteration 4Q: 3 clusters Score -1695569 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -1695822.875000 Penalty: 4739.101074 Iteration 5Q: 3 clusters Score -1695823 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -1696136.375000 Penalty: 4739.101074 Iteration 6Q: 3 clusters Score -1696136 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -1696470.875000 Penalty: 4739.101074 Iteration 7Q: 3 clusters Score -1696471 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 8729 members Entering Unmasked Estep Score: -1696807.875000 Penalty: 4739.101074 Iteration 8Q: 3 clusters Score -1696808 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 9116 members Entering Unmasked Estep Score: -1697137.500000 Penalty: 4739.101074 Iteration 9Q: 3 clusters Score -1697138 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -1697460.125000 Penalty: 4739.101074 Iteration 10Q: 3 clusters Score -1697460 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -1697747.125000 Penalty: 4739.101074 Iteration 11Q: 3 clusters Score -1697747 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -1698016.375000 Penalty: 4739.101074 Iteration 12Q: 3 clusters Score -1698016 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 10585 members Entering Unmasked Estep Score: -1698257.625000 Penalty: 4739.101074 Iteration 13Q: 3 clusters Score -1698258 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -1698459.000000 Penalty: 4739.101074 Iteration 14Q: 3 clusters Score -1698459 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 11104 members Entering Unmasked Estep Score: -1698647.250000 Penalty: 4739.101074 Iteration 15Q: 3 clusters Score -1698647 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1698810.125000 Penalty: 4739.101074 Iteration 16Q: 3 clusters Score -1698810 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 11469 members Entering Unmasked Estep Score: -1698937.625000 Penalty: 4739.101074 Iteration 17Q: 3 clusters Score -1698938 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 11596 members Entering Unmasked Estep Score: -1699043.625000 Penalty: 4739.101074 Iteration 18Q: 3 clusters Score -1699044 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 11710 members Entering Unmasked Estep Score: -1699124.250000 Penalty: 4739.101074 Iteration 19Q: 3 clusters Score -1699124 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 11802 members Entering Unmasked Estep Score: -1699190.625000 Penalty: 4739.101074 Iteration 20F: 3 clusters Score -1699191 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 11885 members Entering Unmasked Estep Score: -1699248.750000 Penalty: 4739.101074 Iteration 21Q: 3 clusters Score -1699249 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 11965 members Entering Unmasked Estep Score: -1699299.375000 Penalty: 4739.101074 Iteration 22Q: 3 clusters Score -1699299 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 12022 members Entering Unmasked Estep Score: -1699339.000000 Penalty: 4739.101074 Iteration 23Q: 3 clusters Score -1699339 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 12086 members Entering Unmasked Estep Score: -1699378.750000 Penalty: 4739.101074 Iteration 24Q: 3 clusters Score -1699379 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -1699427.750000 Penalty: 4739.101074 Iteration 25Q: 3 clusters Score -1699428 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -1699459.625000 Penalty: 4739.101074 Iteration 26Q: 3 clusters Score -1699460 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -1699487.000000 Penalty: 4739.101074 Iteration 27Q: 3 clusters Score -1699487 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 12312 members Entering Unmasked Estep Score: -1699500.500000 Penalty: 4739.101074 Iteration 28Q: 3 clusters Score -1699500 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 12346 members Entering Unmasked Estep Score: -1699517.625000 Penalty: 4739.101074 Iteration 29Q: 3 clusters Score -1699518 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -1699529.500000 Penalty: 4739.101074 Iteration 30Q: 3 clusters Score -1699530 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 12409 members Entering Unmasked Estep Score: -1699537.625000 Penalty: 4739.101074 Iteration 31Q: 3 clusters Score -1699538 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 12428 members Entering Unmasked Estep Score: -1699544.500000 Penalty: 4739.101074 Iteration 32Q: 3 clusters Score -1699544 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 12444 members Entering Unmasked Estep Score: -1699546.125000 Penalty: 4739.101074 Iteration 33Q: 3 clusters Score -1699546 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 12454 members Entering Unmasked Estep Score: -1699551.000000 Penalty: 4739.101074 Iteration 34Q: 3 clusters Score -1699551 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -1699554.125000 Penalty: 4739.101074 Iteration 35Q: 3 clusters Score -1699554 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 12474 members Entering Unmasked Estep Score: -1699556.375000 Penalty: 4739.101074 Iteration 36Q: 3 clusters Score -1699556 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 12480 members Entering Unmasked Estep Score: -1699558.375000 Penalty: 4739.101074 Iteration 37Q: 3 clusters Score -1699558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 12481 members Entering Unmasked Estep Score: -1699560.875000 Penalty: 4739.101074 Iteration 38Q: 3 clusters Score -1699561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 12483 members Entering Unmasked Estep Score: -1699558.750000 Penalty: 4739.101074 Iteration 39Q: 3 clusters Score -1699559 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -1699561.875000 Penalty: 4739.101074 Iteration 40F: 3 clusters Score -1699562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -1699561.875000 Penalty: 4739.101074 Iteration 41Q: 3 clusters Score -1699562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 12488 members Entering Unmasked Estep Score: -1699563.375000 Penalty: 4739.101074 Iteration 42Q: 3 clusters Score -1699563 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 12490 members Entering Unmasked Estep Score: -1699564.375000 Penalty: 4739.101074 Iteration 43Q: 3 clusters Score -1699564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -1699565.250000 Penalty: 4739.101074 Iteration 44Q: 3 clusters Score -1699565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -1699565.250000 Penalty: 4739.101074 Iteration 45F: 3 clusters Score -1699565 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Entering Unmasked Estep Score: -261042.906250 Penalty: 1926.386475 Iteration 0F: 2 clusters Score -261042.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -258187.890625 Penalty: 3852.772949 Iteration 0F: 3 clusters Score -258187.9 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -258710.812500 Penalty: 3852.772949 Iteration 1F: 3 clusters Score -258710.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -258825.375000 Penalty: 3852.772949 Iteration 2F: 3 clusters Score -258825.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -258899.734375 Penalty: 3852.772949 Iteration 3Q: 3 clusters Score -258899.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -258948.484375 Penalty: 3852.772949 Iteration 4Q: 3 clusters Score -258948.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -258986.109375 Penalty: 3852.772949 Iteration 5Q: 3 clusters Score -258986.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -259015.281250 Penalty: 3852.772949 Iteration 6Q: 3 clusters Score -259015.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -259045.484375 Penalty: 3852.772949 Iteration 7Q: 3 clusters Score -259045.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -259084.406250 Penalty: 3852.772949 Iteration 8Q: 3 clusters Score -259084.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -259128.046875 Penalty: 3852.772949 Iteration 9Q: 3 clusters Score -259128 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -259159.078125 Penalty: 3852.772949 Iteration 10Q: 3 clusters Score -259159.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -259181.937500 Penalty: 3852.772949 Iteration 11Q: 3 clusters Score -259181.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -259194.375000 Penalty: 3852.772949 Iteration 12Q: 3 clusters Score -259194.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -259203.031250 Penalty: 3852.772949 Iteration 13Q: 3 clusters Score -259203 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -259210.906250 Penalty: 3852.772949 Iteration 14Q: 3 clusters Score -259210.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -259216.406250 Penalty: 3852.772949 Iteration 15Q: 3 clusters Score -259216.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -259221.000000 Penalty: 3852.772949 Iteration 16Q: 3 clusters Score -259221 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -259227.687500 Penalty: 3852.772949 Iteration 17Q: 3 clusters Score -259227.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -259233.578125 Penalty: 3852.772949 Iteration 18Q: 3 clusters Score -259233.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -259236.390625 Penalty: 3852.772949 Iteration 19Q: 3 clusters Score -259236.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -259241.140625 Penalty: 3852.772949 Iteration 20F: 3 clusters Score -259241.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -259245.093750 Penalty: 3852.772949 Iteration 21Q: 3 clusters Score -259245.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -259249.812500 Penalty: 3852.772949 Iteration 22Q: 3 clusters Score -259249.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -259255.984375 Penalty: 3852.772949 Iteration 23Q: 3 clusters Score -259256 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -259259.796875 Penalty: 3852.772949 Iteration 24Q: 3 clusters Score -259259.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -259264.453125 Penalty: 3852.772949 Iteration 25Q: 3 clusters Score -259264.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -259268.390625 Penalty: 3852.772949 Iteration 26Q: 3 clusters Score -259268.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -259271.359375 Penalty: 3852.772949 Iteration 27Q: 3 clusters Score -259271.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -259272.578125 Penalty: 3852.772949 Iteration 28Q: 3 clusters Score -259272.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -259276.515625 Penalty: 3852.772949 Iteration 29Q: 3 clusters Score -259276.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -259279.515625 Penalty: 3852.772949 Iteration 30Q: 3 clusters Score -259279.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -259281.937500 Penalty: 3852.772949 Iteration 31Q: 3 clusters Score -259281.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -259288.062500 Penalty: 3852.772949 Iteration 32Q: 3 clusters Score -259288.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -259290.890625 Penalty: 3852.772949 Iteration 33Q: 3 clusters Score -259290.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -259291.921875 Penalty: 3852.772949 Iteration 34Q: 3 clusters Score -259291.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -259293.843750 Penalty: 3852.772949 Iteration 35Q: 3 clusters Score -259293.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -259297.656250 Penalty: 3852.772949 Iteration 36Q: 3 clusters Score -259297.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -259301.671875 Penalty: 3852.772949 Iteration 37Q: 3 clusters Score -259301.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -259304.562500 Penalty: 3852.772949 Iteration 38Q: 3 clusters Score -259304.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -259306.781250 Penalty: 3852.772949 Iteration 39Q: 3 clusters Score -259306.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -259307.171875 Penalty: 3852.772949 Iteration 40F: 3 clusters Score -259307.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -259308.078125 Penalty: 3852.772949 Iteration 41Q: 3 clusters Score -259308.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -259308.359375 Penalty: 3852.772949 Iteration 42Q: 3 clusters Score -259308.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -259311.562500 Penalty: 3852.772949 Iteration 43Q: 3 clusters Score -259311.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -259314.203125 Penalty: 3852.772949 Iteration 44Q: 3 clusters Score -259314.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -259317.171875 Penalty: 3852.772949 Iteration 45Q: 3 clusters Score -259317.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -259318.859375 Penalty: 3852.772949 Iteration 46Q: 3 clusters Score -259318.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -259320.062500 Penalty: 3852.772949 Iteration 47Q: 3 clusters Score -259320.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -259320.750000 Penalty: 3852.772949 Iteration 48Q: 3 clusters Score -259320.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -259322.531250 Penalty: 3852.772949 Iteration 49Q: 3 clusters Score -259322.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -259322.796875 Penalty: 3852.772949 Iteration 50Q: 3 clusters Score -259322.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -259324.218750 Penalty: 3852.772949 Iteration 51Q: 3 clusters Score -259324.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -259324.234375 Penalty: 3852.772949 Iteration 52Q: 3 clusters Score -259324.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -259325.062500 Penalty: 3852.772949 Iteration 53Q: 3 clusters Score -259325.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -259325.062500 Penalty: 3852.772949 Iteration 54F: 3 clusters Score -259325.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (6881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Entering Unmasked Estep Score: -820310.312500 Penalty: 2191.456787 Iteration 0F: 2 clusters Score -820310.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -814614.687500 Penalty: 4382.913574 Iteration 0F: 3 clusters Score -814614.7 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -816140.625000 Penalty: 4382.913574 Iteration 1F: 3 clusters Score -816140.6 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -816432.187500 Penalty: 4382.913574 Iteration 2F: 3 clusters Score -816432.2 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -816735.500000 Penalty: 4382.913574 Iteration 3F: 3 clusters Score -816735.5 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -817067.312500 Penalty: 4382.913574 Iteration 4F: 3 clusters Score -817067.3 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -817380.000000 Penalty: 4382.913574 Iteration 5F: 3 clusters Score -817380 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -817738.812500 Penalty: 4382.913574 Iteration 6F: 3 clusters Score -817738.8 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -818180.312500 Penalty: 4382.913574 Iteration 7F: 3 clusters Score -818180.3 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -818576.625000 Penalty: 4382.913574 Iteration 8F: 3 clusters Score -818576.6 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -818880.562500 Penalty: 4382.913574 Iteration 9F: 3 clusters Score -818880.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -819100.062500 Penalty: 4382.913574 Iteration 10Q: 3 clusters Score -819100.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -819317.937500 Penalty: 4382.913574 Iteration 11Q: 3 clusters Score -819317.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -819501.500000 Penalty: 4382.913574 Iteration 12Q: 3 clusters Score -819501.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -819653.750000 Penalty: 4382.913574 Iteration 13Q: 3 clusters Score -819653.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -819769.062500 Penalty: 4382.913574 Iteration 14Q: 3 clusters Score -819769.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -819859.875000 Penalty: 4382.913574 Iteration 15Q: 3 clusters Score -819859.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -819933.750000 Penalty: 4382.913574 Iteration 16Q: 3 clusters Score -819933.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -819992.125000 Penalty: 4382.913574 Iteration 17Q: 3 clusters Score -819992.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -820045.625000 Penalty: 4382.913574 Iteration 18Q: 3 clusters Score -820045.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -820069.000000 Penalty: 4382.913574 Iteration 19Q: 3 clusters Score -820069 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -820083.812500 Penalty: 4382.913574 Iteration 20F: 3 clusters Score -820083.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -820096.687500 Penalty: 4382.913574 Iteration 21Q: 3 clusters Score -820096.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -820100.562500 Penalty: 4382.913574 Iteration 22Q: 3 clusters Score -820100.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -820103.187500 Penalty: 4382.913574 Iteration 23Q: 3 clusters Score -820103.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -820109.187500 Penalty: 4382.913574 Iteration 24Q: 3 clusters Score -820109.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -820119.250000 Penalty: 4382.913574 Iteration 25Q: 3 clusters Score -820119.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -820132.312500 Penalty: 4382.913574 Iteration 26Q: 3 clusters Score -820132.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -820140.312500 Penalty: 4382.913574 Iteration 27Q: 3 clusters Score -820140.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -820146.562500 Penalty: 4382.913574 Iteration 28Q: 3 clusters Score -820146.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -820153.937500 Penalty: 4382.913574 Iteration 29Q: 3 clusters Score -820153.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -820160.437500 Penalty: 4382.913574 Iteration 30Q: 3 clusters Score -820160.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -820167.187500 Penalty: 4382.913574 Iteration 31Q: 3 clusters Score -820167.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -820168.437500 Penalty: 4382.913574 Iteration 32Q: 3 clusters Score -820168.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -820169.625000 Penalty: 4382.913574 Iteration 33Q: 3 clusters Score -820169.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -820173.250000 Penalty: 4382.913574 Iteration 34Q: 3 clusters Score -820173.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -820173.062500 Penalty: 4382.913574 Iteration 35Q: 3 clusters Score -820173.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -820173.437500 Penalty: 4382.913574 Iteration 36Q: 3 clusters Score -820173.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -820175.562500 Penalty: 4382.913574 Iteration 37Q: 3 clusters Score -820175.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -820175.562500 Penalty: 4382.913574 Iteration 38F: 3 clusters Score -820175.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Entering Unmasked Estep Score: -1529290.000000 Penalty: 2359.946045 Iteration 0F: 2 clusters Score -1529290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -1519320.625000 Penalty: 4719.892090 Iteration 0F: 3 clusters Score -1519321 nChanged 5831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1522427.875000 Penalty: 4719.892090 Iteration 1F: 3 clusters Score -1522428 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -1522832.625000 Penalty: 4719.892090 Iteration 2F: 3 clusters Score -1522833 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1523145.625000 Penalty: 4719.892090 Iteration 3F: 3 clusters Score -1523146 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -1523389.625000 Penalty: 4719.892090 Iteration 4Q: 3 clusters Score -1523390 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -1523597.375000 Penalty: 4719.892090 Iteration 5Q: 3 clusters Score -1523597 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -1523766.250000 Penalty: 4719.892090 Iteration 6Q: 3 clusters Score -1523766 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -1523912.625000 Penalty: 4719.892090 Iteration 7Q: 3 clusters Score -1523913 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5869 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -1524044.375000 Penalty: 4719.892090 Iteration 8Q: 3 clusters Score -1524044 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -1524177.000000 Penalty: 4719.892090 Iteration 9Q: 3 clusters Score -1524177 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 8143 members Entering Unmasked Estep Score: -1524326.000000 Penalty: 4719.892090 Iteration 10Q: 3 clusters Score -1524326 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -1524477.250000 Penalty: 4719.892090 Iteration 11Q: 3 clusters Score -1524477 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -1524628.375000 Penalty: 4719.892090 Iteration 12Q: 3 clusters Score -1524628 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 9031 members Entering Unmasked Estep Score: -1524809.500000 Penalty: 4719.892090 Iteration 13Q: 3 clusters Score -1524810 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -1525007.875000 Penalty: 4719.892090 Iteration 14Q: 3 clusters Score -1525008 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 9749 members Entering Unmasked Estep Score: -1525241.500000 Penalty: 4719.892090 Iteration 15Q: 3 clusters Score -1525242 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 10115 members Entering Unmasked Estep Score: -1525447.375000 Penalty: 4719.892090 Iteration 16Q: 3 clusters Score -1525447 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 10455 members Entering Unmasked Estep Score: -1525659.250000 Penalty: 4719.892090 Iteration 17Q: 3 clusters Score -1525659 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -1525922.500000 Penalty: 4719.892090 Iteration 18Q: 3 clusters Score -1525922 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 11146 members Entering Unmasked Estep Score: -1526172.875000 Penalty: 4719.892090 Iteration 19Q: 3 clusters Score -1526173 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 11433 members Entering Unmasked Estep Score: -1526384.750000 Penalty: 4719.892090 Iteration 20F: 3 clusters Score -1526385 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -1526589.750000 Penalty: 4719.892090 Iteration 21Q: 3 clusters Score -1526590 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 11915 members Entering Unmasked Estep Score: -1526753.750000 Penalty: 4719.892090 Iteration 22Q: 3 clusters Score -1526754 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -1526875.625000 Penalty: 4719.892090 Iteration 23Q: 3 clusters Score -1526876 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 12234 members Entering Unmasked Estep Score: -1526955.625000 Penalty: 4719.892090 Iteration 24Q: 3 clusters Score -1526956 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 12350 members Entering Unmasked Estep Score: -1527029.875000 Penalty: 4719.892090 Iteration 25Q: 3 clusters Score -1527030 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 12448 members Entering Unmasked Estep Score: -1527085.500000 Penalty: 4719.892090 Iteration 26Q: 3 clusters Score -1527086 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 12528 members Entering Unmasked Estep Score: -1527119.750000 Penalty: 4719.892090 Iteration 27Q: 3 clusters Score -1527120 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 12591 members Entering Unmasked Estep Score: -1527164.875000 Penalty: 4719.892090 Iteration 28Q: 3 clusters Score -1527165 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 12639 members Entering Unmasked Estep Score: -1527192.500000 Penalty: 4719.892090 Iteration 29Q: 3 clusters Score -1527192 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 12676 members Entering Unmasked Estep Score: -1527216.375000 Penalty: 4719.892090 Iteration 30Q: 3 clusters Score -1527216 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 12720 members Entering Unmasked Estep Score: -1527241.250000 Penalty: 4719.892090 Iteration 31Q: 3 clusters Score -1527241 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -1527259.125000 Penalty: 4719.892090 Iteration 32Q: 3 clusters Score -1527259 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -1527272.500000 Penalty: 4719.892090 Iteration 33Q: 3 clusters Score -1527272 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -1527288.250000 Penalty: 4719.892090 Iteration 34Q: 3 clusters Score -1527288 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 12831 members Entering Unmasked Estep Score: -1527301.000000 Penalty: 4719.892090 Iteration 35Q: 3 clusters Score -1527301 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 12844 members Entering Unmasked Estep Score: -1527310.125000 Penalty: 4719.892090 Iteration 36Q: 3 clusters Score -1527310 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -1527317.625000 Penalty: 4719.892090 Iteration 37Q: 3 clusters Score -1527318 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -1527325.625000 Penalty: 4719.892090 Iteration 38Q: 3 clusters Score -1527326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 12870 members Entering Unmasked Estep Score: -1527329.625000 Penalty: 4719.892090 Iteration 39Q: 3 clusters Score -1527330 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 12874 members Entering Unmasked Estep Score: -1527335.375000 Penalty: 4719.892090 Iteration 40F: 3 clusters Score -1527335 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -1527336.000000 Penalty: 4719.892090 Iteration 41Q: 3 clusters Score -1527336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -1527336.250000 Penalty: 4719.892090 Iteration 42Q: 3 clusters Score -1527336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -1527335.750000 Penalty: 4719.892090 Iteration 43Q: 3 clusters Score -1527336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -1527338.375000 Penalty: 4719.892090 Iteration 44Q: 3 clusters Score -1527338 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 12882 members Entering Unmasked Estep Score: -1527340.000000 Penalty: 4719.892090 Iteration 45Q: 3 clusters Score -1527340 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -1527340.750000 Penalty: 4719.892090 Iteration 46Q: 3 clusters Score -1527341 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 12886 members Entering Unmasked Estep Score: -1527340.750000 Penalty: 4719.892090 Iteration 47Q: 3 clusters Score -1527341 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 12890 members Entering Unmasked Estep Score: -1527341.500000 Penalty: 4719.892090 Iteration 48Q: 3 clusters Score -1527342 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -1527343.000000 Penalty: 4719.892090 Iteration 49Q: 3 clusters Score -1527343 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -1527341.750000 Penalty: 4719.892090 Iteration 50Q: 3 clusters Score -1527342 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 12897 members Entering Unmasked Estep Score: -1527346.750000 Penalty: 4719.892090 Iteration 51Q: 3 clusters Score -1527347 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -1527346.875000 Penalty: 4719.892090 Iteration 52Q: 3 clusters Score -1527347 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 12903 members Entering Unmasked Estep Score: -1527350.375000 Penalty: 4719.892090 Iteration 53Q: 3 clusters Score -1527350 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -1527354.750000 Penalty: 4719.892090 Iteration 54Q: 3 clusters Score -1527355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 12915 members Entering Unmasked Estep Score: -1527361.250000 Penalty: 4719.892090 Iteration 55Q: 3 clusters Score -1527361 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -1527363.500000 Penalty: 4719.892090 Iteration 56Q: 3 clusters Score -1527364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 12924 members Entering Unmasked Estep Score: -1527365.250000 Penalty: 4719.892090 Iteration 57Q: 3 clusters Score -1527365 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 12928 members Entering Unmasked Estep Score: -1527364.000000 Penalty: 4719.892090 Iteration 58Q: 3 clusters Score -1527364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 12931 members Entering Unmasked Estep Score: -1527367.750000 Penalty: 4719.892090 Iteration 59Q: 3 clusters Score -1527368 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 12936 members Entering Unmasked Estep Score: -1527370.750000 Penalty: 4719.892090 Iteration 60F: 3 clusters Score -1527371 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 12943 members Entering Unmasked Estep Score: -1527378.375000 Penalty: 4719.892090 Iteration 61Q: 3 clusters Score -1527378 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -1527387.500000 Penalty: 4719.892090 Iteration 62Q: 3 clusters Score -1527388 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 12967 members Entering Unmasked Estep Score: -1527397.875000 Penalty: 4719.892090 Iteration 63Q: 3 clusters Score -1527398 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -1527402.875000 Penalty: 4719.892090 Iteration 64Q: 3 clusters Score -1527403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -1527402.875000 Penalty: 4719.892090 Iteration 65Q: 3 clusters Score -1527403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 12976 members Entering Unmasked Estep Score: -1527403.125000 Penalty: 4719.892090 Iteration 66Q: 3 clusters Score -1527403 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 12977 members Entering Unmasked Estep Score: -1527403.125000 Penalty: 4719.892090 Iteration 67Q: 3 clusters Score -1527403 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 12979 members Entering Unmasked Estep Score: -1527405.000000 Penalty: 4719.892090 Iteration 68Q: 3 clusters Score -1527405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 12984 members Entering Unmasked Estep Score: -1527408.000000 Penalty: 4719.892090 Iteration 69Q: 3 clusters Score -1527408 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 12986 members Entering Unmasked Estep Score: -1527409.500000 Penalty: 4719.892090 Iteration 70Q: 3 clusters Score -1527410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 12987 members Entering Unmasked Estep Score: -1527411.750000 Penalty: 4719.892090 Iteration 71Q: 3 clusters Score -1527412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 12989 members Entering Unmasked Estep Score: -1527413.000000 Penalty: 4719.892090 Iteration 72Q: 3 clusters Score -1527413 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 12995 members Entering Unmasked Estep Score: -1527414.875000 Penalty: 4719.892090 Iteration 73Q: 3 clusters Score -1527415 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 12999 members Entering Unmasked Estep Score: -1527420.000000 Penalty: 4719.892090 Iteration 74Q: 3 clusters Score -1527420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 12999 members Entering Unmasked Estep Score: -1527420.000000 Penalty: 4719.892090 Iteration 75Q: 3 clusters Score -1527420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -1527422.000000 Penalty: 4719.892090 Iteration 76Q: 3 clusters Score -1527422 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 13003 members Entering Unmasked Estep Score: -1527424.000000 Penalty: 4719.892090 Iteration 77Q: 3 clusters Score -1527424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 13002 members Entering Unmasked Estep Score: -1527424.875000 Penalty: 4719.892090 Iteration 78Q: 3 clusters Score -1527425 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 13002 members Entering Unmasked Estep Score: -1527424.875000 Penalty: 4719.892090 Iteration 79F: 3 clusters Score -1527425 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (10055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10055 members Entering Unmasked Estep Score: -1229072.000000 Penalty: 2285.524658 Iteration 0F: 2 clusters Score -1229072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -1221339.875000 Penalty: 4571.049316 Iteration 0F: 3 clusters Score -1221340 nChanged 4234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1223556.500000 Penalty: 4571.049316 Iteration 1F: 3 clusters Score -1223556 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1223847.750000 Penalty: 4571.049316 Iteration 2F: 3 clusters Score -1223848 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -1224040.000000 Penalty: 4571.049316 Iteration 3Q: 3 clusters Score -1224040 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -1224180.375000 Penalty: 4571.049316 Iteration 4Q: 3 clusters Score -1224180 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -1224280.750000 Penalty: 4571.049316 Iteration 5Q: 3 clusters Score -1224281 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -1224352.000000 Penalty: 4571.049316 Iteration 6Q: 3 clusters Score -1224352 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -1224421.125000 Penalty: 4571.049316 Iteration 7Q: 3 clusters Score -1224421 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -1224470.250000 Penalty: 4571.049316 Iteration 8Q: 3 clusters Score -1224470 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -1224515.750000 Penalty: 4571.049316 Iteration 9Q: 3 clusters Score -1224516 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -1224550.375000 Penalty: 4571.049316 Iteration 10Q: 3 clusters Score -1224550 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -1224584.000000 Penalty: 4571.049316 Iteration 11Q: 3 clusters Score -1224584 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1224619.125000 Penalty: 4571.049316 Iteration 12Q: 3 clusters Score -1224619 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -1224647.750000 Penalty: 4571.049316 Iteration 13Q: 3 clusters Score -1224648 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1224680.250000 Penalty: 4571.049316 Iteration 14Q: 3 clusters Score -1224680 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -1224714.750000 Penalty: 4571.049316 Iteration 15Q: 3 clusters Score -1224715 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -1224749.625000 Penalty: 4571.049316 Iteration 16Q: 3 clusters Score -1224750 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -1224785.500000 Penalty: 4571.049316 Iteration 17Q: 3 clusters Score -1224786 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -1224826.250000 Penalty: 4571.049316 Iteration 18Q: 3 clusters Score -1224826 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1225251.000000 Penalty: 4571.049316 Iteration 23Q: 3 clusters Score -1225251 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1225378.125000 Penalty: 4571.049316 Iteration 24Q: 3 clusters Score -1225378 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1225558.875000 Penalty: 4571.049316 Iteration 25Q: 3 clusters Score -1225559 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1225743.750000 Penalty: 4571.049316 Iteration 26Q: 3 clusters Score -1225744 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -1225950.500000 Penalty: 4571.049316 Iteration 27Q: 3 clusters Score -1225950 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -1226157.125000 Penalty: 4571.049316 Iteration 28Q: 3 clusters Score -1226157 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -1226317.875000 Penalty: 4571.049316 Iteration 29Q: 3 clusters Score -1226318 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -1226437.500000 Penalty: 4571.049316 Iteration 30Q: 3 clusters Score -1226438 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -1226539.625000 Penalty: 4571.049316 Iteration 31Q: 3 clusters Score -1226540 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1226612.375000 Penalty: 4571.049316 Iteration 32Q: 3 clusters Score -1226612 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1226672.500000 Penalty: 4571.049316 Iteration 33Q: 3 clusters Score -1226672 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -1226714.875000 Penalty: 4571.049316 Iteration 34Q: 3 clusters Score -1226715 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -1226739.750000 Penalty: 4571.049316 Iteration 35Q: 3 clusters Score -1226740 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -1226764.875000 Penalty: 4571.049316 Iteration 36Q: 3 clusters Score -1226765 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -1226777.375000 Penalty: 4571.049316 Iteration 37Q: 3 clusters Score -1226777 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -1226790.125000 Penalty: 4571.049316 Iteration 38Q: 3 clusters Score -1226790 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -1226793.375000 Penalty: 4571.049316 Iteration 39Q: 3 clusters Score -1226793 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -1226799.000000 Penalty: 4571.049316 Iteration 40F: 3 clusters Score -1226799 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -1226802.625000 Penalty: 4571.049316 Iteration 41Q: 3 clusters Score -1226803 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -1226808.625000 Penalty: 4571.049316 Iteration 42Q: 3 clusters Score -1226809 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -1226811.500000 Penalty: 4571.049316 Iteration 43Q: 3 clusters Score -1226812 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -1226812.875000 Penalty: 4571.049316 Iteration 44Q: 3 clusters Score -1226813 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -1226812.625000 Penalty: 4571.049316 Iteration 45Q: 3 clusters Score -1226813 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -1226815.875000 Penalty: 4571.049316 Iteration 46Q: 3 clusters Score -1226816 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -1226815.500000 Penalty: 4571.049316 Iteration 47Q: 3 clusters Score -1226816 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -1226815.125000 Penalty: 4571.049316 Iteration 48Q: 3 clusters Score -1226815 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -1226815.625000 Penalty: 4571.049316 Iteration 49Q: 3 clusters Score -1226816 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -1226815.750000 Penalty: 4571.049316 Iteration 50Q: 3 clusters Score -1226816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -1226816.875000 Penalty: 4571.049316 Iteration 51Q: 3 clusters Score -1226817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -1226816.625000 Penalty: 4571.049316 Iteration 52Q: 3 clusters Score -1226817 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -1226816.625000 Penalty: 4571.049316 Iteration 53F: 3 clusters Score -1226817 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Entering Unmasked Estep Score: -627826.812500 Penalty: 2125.071289 Iteration 0F: 2 clusters Score -627826.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -623185.187500 Penalty: 4250.142578 Iteration 0F: 3 clusters Score -623185.2 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -624368.500000 Penalty: 4250.142578 Iteration 1F: 3 clusters Score -624368.5 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -624667.062500 Penalty: 4250.142578 Iteration 2F: 3 clusters Score -624667.1 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -624885.125000 Penalty: 4250.142578 Iteration 3F: 3 clusters Score -624885.1 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -625087.187500 Penalty: 4250.142578 Iteration 4F: 3 clusters Score -625087.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -625287.187500 Penalty: 4250.142578 Iteration 5F: 3 clusters Score -625287.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -625500.250000 Penalty: 4250.142578 Iteration 6Q: 3 clusters Score -625500.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -625700.687500 Penalty: 4250.142578 Iteration 7F: 3 clusters Score -625700.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -625865.187500 Penalty: 4250.142578 Iteration 8Q: 3 clusters Score -625865.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -626012.625000 Penalty: 4250.142578 Iteration 9Q: 3 clusters Score -626012.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -626117.875000 Penalty: 4250.142578 Iteration 10Q: 3 clusters Score -626117.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -626204.750000 Penalty: 4250.142578 Iteration 11Q: 3 clusters Score -626204.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -626264.000000 Penalty: 4250.142578 Iteration 12Q: 3 clusters Score -626264 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -626314.375000 Penalty: 4250.142578 Iteration 13Q: 3 clusters Score -626314.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -626354.500000 Penalty: 4250.142578 Iteration 14Q: 3 clusters Score -626354.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -626386.000000 Penalty: 4250.142578 Iteration 15Q: 3 clusters Score -626386 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -626413.125000 Penalty: 4250.142578 Iteration 16Q: 3 clusters Score -626413.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -626429.750000 Penalty: 4250.142578 Iteration 17Q: 3 clusters Score -626429.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -626442.375000 Penalty: 4250.142578 Iteration 18Q: 3 clusters Score -626442.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -626454.250000 Penalty: 4250.142578 Iteration 19Q: 3 clusters Score -626454.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -626464.062500 Penalty: 4250.142578 Iteration 20F: 3 clusters Score -626464.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -626474.687500 Penalty: 4250.142578 Iteration 21Q: 3 clusters Score -626474.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -626480.000000 Penalty: 4250.142578 Iteration 22Q: 3 clusters Score -626480 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -626485.625000 Penalty: 4250.142578 Iteration 23Q: 3 clusters Score -626485.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -626488.562500 Penalty: 4250.142578 Iteration 24Q: 3 clusters Score -626488.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -626489.125000 Penalty: 4250.142578 Iteration 25Q: 3 clusters Score -626489.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -626489.312500 Penalty: 4250.142578 Iteration 26Q: 3 clusters Score -626489.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -626490.187500 Penalty: 4250.142578 Iteration 27Q: 3 clusters Score -626490.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -626492.375000 Penalty: 4250.142578 Iteration 28Q: 3 clusters Score -626492.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -626495.062500 Penalty: 4250.142578 Iteration 29Q: 3 clusters Score -626495.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -626495.750000 Penalty: 4250.142578 Iteration 30Q: 3 clusters Score -626495.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -626498.125000 Penalty: 4250.142578 Iteration 31Q: 3 clusters Score -626498.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -626499.937500 Penalty: 4250.142578 Iteration 32Q: 3 clusters Score -626499.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -626503.875000 Penalty: 4250.142578 Iteration 33Q: 3 clusters Score -626503.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -626506.812500 Penalty: 4250.142578 Iteration 34Q: 3 clusters Score -626506.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -626507.625000 Penalty: 4250.142578 Iteration 35Q: 3 clusters Score -626507.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -626509.562500 Penalty: 4250.142578 Iteration 36Q: 3 clusters Score -626509.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -626509.937500 Penalty: 4250.142578 Iteration 37Q: 3 clusters Score -626509.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -626510.187500 Penalty: 4250.142578 Iteration 38Q: 3 clusters Score -626510.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -626510.187500 Penalty: 4250.142578 Iteration 39F: 3 clusters Score -626510.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Entering Unmasked Estep Score: -541276.687500 Penalty: 2083.251953 Iteration 0F: 2 clusters Score -541276.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -537134.562500 Penalty: 4166.503906 Iteration 0F: 3 clusters Score -537134.6 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -538199.562500 Penalty: 4166.503906 Iteration 1F: 3 clusters Score -538199.6 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -538504.062500 Penalty: 4166.503906 Iteration 2F: 3 clusters Score -538504.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -538685.937500 Penalty: 4166.503906 Iteration 3F: 3 clusters Score -538685.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -538822.500000 Penalty: 4166.503906 Iteration 4Q: 3 clusters Score -538822.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -538939.625000 Penalty: 4166.503906 Iteration 5Q: 3 clusters Score -538939.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -539053.812500 Penalty: 4166.503906 Iteration 6Q: 3 clusters Score -539053.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -539144.875000 Penalty: 4166.503906 Iteration 7Q: 3 clusters Score -539144.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -539247.562500 Penalty: 4166.503906 Iteration 8Q: 3 clusters Score -539247.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -539375.000000 Penalty: 4166.503906 Iteration 9Q: 3 clusters Score -539375 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -539496.562500 Penalty: 4166.503906 Iteration 10Q: 3 clusters Score -539496.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -539616.437500 Penalty: 4166.503906 Iteration 11Q: 3 clusters Score -539616.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -539713.875000 Penalty: 4166.503906 Iteration 12Q: 3 clusters Score -539713.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -539794.437500 Penalty: 4166.503906 Iteration 13Q: 3 clusters Score -539794.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -539876.562500 Penalty: 4166.503906 Iteration 14Q: 3 clusters Score -539876.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -539935.375000 Penalty: 4166.503906 Iteration 15Q: 3 clusters Score -539935.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -539972.187500 Penalty: 4166.503906 Iteration 16Q: 3 clusters Score -539972.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -540005.750000 Penalty: 4166.503906 Iteration 17Q: 3 clusters Score -540005.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -540033.562500 Penalty: 4166.503906 Iteration 18Q: 3 clusters Score -540033.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -540049.500000 Penalty: 4166.503906 Iteration 19Q: 3 clusters Score -540049.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -540068.437500 Penalty: 4166.503906 Iteration 20F: 3 clusters Score -540068.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -540089.062500 Penalty: 4166.503906 Iteration 21Q: 3 clusters Score -540089.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -540102.562500 Penalty: 4166.503906 Iteration 22Q: 3 clusters Score -540102.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -540109.937500 Penalty: 4166.503906 Iteration 23Q: 3 clusters Score -540109.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -540118.625000 Penalty: 4166.503906 Iteration 24Q: 3 clusters Score -540118.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -540124.062500 Penalty: 4166.503906 Iteration 25Q: 3 clusters Score -540124.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -540126.750000 Penalty: 4166.503906 Iteration 26Q: 3 clusters Score -540126.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -540127.750000 Penalty: 4166.503906 Iteration 27Q: 3 clusters Score -540127.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -540129.625000 Penalty: 4166.503906 Iteration 28Q: 3 clusters Score -540129.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -540129.625000 Penalty: 4166.503906 Iteration 29F: 3 clusters Score -540129.6 nChanged 0 --- Evaluating fit on full set of 851668 points --- Entering Unmasked Estep Score: -99320576.000000 Penalty: 67728.562500 24->21 Clusters: Score -99320576.000000, best is -100617008.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 283889 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 11927 members Mstep: Class 3 contains 11808 members Mstep: Class 4 contains 11934 members Mstep: Class 5 contains 11571 members Mstep: Class 6 contains 11777 members Mstep: Class 7 contains 11665 members Mstep: Class 8 contains 11967 members Mstep: Class 9 contains 11785 members Mstep: Class 10 contains 12043 members Mstep: Class 11 contains 11680 members Mstep: Class 12 contains 11800 members Mstep: Class 13 contains 11790 members Mstep: Class 14 contains 11942 members Mstep: Class 15 contains 11732 members Mstep: Class 16 contains 11930 members Mstep: Class 17 contains 11826 members Mstep: Class 18 contains 11902 members Mstep: Class 19 contains 11742 members Mstep: Class 20 contains 11904 members Mstep: Class 21 contains 11782 members Mstep: Class 22 contains 11776 members Mstep: Class 23 contains 11854 members Mstep: Class 24 contains 11840 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 531.682007 but Gain 3113.976562 Score: -32133030.000000 Penalty: 71621.351562 Iteration 0F: 24 clusters Score -3.213303e+07 nChanged 269422 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 21748 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 7324 members Mstep: Class 4 contains 7775 members Mstep: Class 5 contains 6603 members Mstep: Class 6 contains 15192 members Mstep: Class 7 contains 7516 members Mstep: Class 8 contains 15396 members Mstep: Class 9 contains 9118 members Mstep: Class 10 contains 9272 members Mstep: Class 11 contains 9471 members Mstep: Class 12 contains 8974 members Mstep: Class 13 contains 8086 members Mstep: Class 14 contains 14158 members Mstep: Class 15 contains 12559 members Mstep: Class 16 contains 15860 members Mstep: Class 17 contains 12981 members Mstep: Class 18 contains 9577 members Mstep: Class 19 contains 23775 members Mstep: Class 20 contains 12074 members Mstep: Class 21 contains 7958 members Mstep: Class 23 contains 17738 members Mstep: Class 24 contains 12096 members Entering Unmasked Estep ConsiderDeletion Score: -32807360.000000 Penalty: 71621.351562 Iteration 1F: 24 clusters Score -3.280736e+07 nChanged 117378 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 37803 members Mstep: Class 2 contains 13621 members Mstep: Class 3 contains 5741 members Mstep: Class 4 contains 6613 members Mstep: Class 5 contains 5539 members Mstep: Class 6 contains 20857 members Mstep: Class 7 contains 5181 members Mstep: Class 8 contains 15787 members Mstep: Class 9 contains 8144 members Mstep: Class 10 contains 9269 members Mstep: Class 11 contains 5402 members Mstep: Class 12 contains 7219 members Mstep: Class 13 contains 7864 members Mstep: Class 14 contains 13078 members Mstep: Class 15 contains 13617 members Mstep: Class 16 contains 13680 members Mstep: Class 17 contains 13574 members Mstep: Class 18 contains 8572 members Mstep: Class 19 contains 23914 members Mstep: Class 20 contains 13543 members Mstep: Class 21 contains 4511 members Mstep: Class 23 contains 21356 members Mstep: Class 24 contains 8941 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 2402.942139 but Gain 3113.968750 Score: -33059316.000000 Penalty: 68507.382812 Iteration 2F: 23 clusters Score -3.305932e+07 nChanged 90809 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 51071 members Mstep: Class 2 contains 11049 members Mstep: Class 3 contains 4059 members Mstep: Class 4 contains 6080 members Mstep: Class 5 contains 5342 members Mstep: Class 6 contains 33089 members Mstep: Class 7 contains 3186 members Mstep: Class 8 contains 18707 members Mstep: Class 9 contains 6768 members Mstep: Class 10 contains 10580 members Mstep: Class 11 contains 4001 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 7180 members Mstep: Class 14 contains 10727 members Mstep: Class 15 contains 12112 members Mstep: Class 16 contains 9840 members Mstep: Class 17 contains 12209 members Mstep: Class 18 contains 6516 members Mstep: Class 19 contains 25198 members Mstep: Class 20 contains 13446 members Mstep: Class 23 contains 21439 members Mstep: Class 24 contains 6251 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 3025.147461 but Gain 3113.972656 Score: -33209654.000000 Penalty: 65393.410156 Iteration 3F: 22 clusters Score -3.320965e+07 nChanged 66001 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 59025 members Mstep: Class 2 contains 10444 members Mstep: Class 4 contains 5872 members Mstep: Class 5 contains 5092 members Mstep: Class 6 contains 45482 members Mstep: Class 7 contains 2335 members Mstep: Class 8 contains 23107 members Mstep: Class 9 contains 5618 members Mstep: Class 10 contains 12433 members Mstep: Class 11 contains 3434 members Mstep: Class 12 contains 3449 members Mstep: Class 13 contains 6037 members Mstep: Class 14 contains 8710 members Mstep: Class 15 contains 9453 members Mstep: Class 16 contains 7675 members Mstep: Class 17 contains 10265 members Mstep: Class 18 contains 3681 members Mstep: Class 19 contains 25774 members Mstep: Class 20 contains 11507 members Mstep: Class 23 contains 19929 members Mstep: Class 24 contains 4536 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 2209.102539 but Gain 3113.972656 Score: -33298376.000000 Penalty: 62279.437500 Iteration 4F: 21 clusters Score -3.329838e+07 nChanged 47532 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 64219 members Mstep: Class 2 contains 11130 members Mstep: Class 4 contains 5513 members Mstep: Class 5 contains 4801 members Mstep: Class 6 contains 56154 members Mstep: Class 7 contains 2536 members Mstep: Class 8 contains 25799 members Mstep: Class 9 contains 4916 members Mstep: Class 10 contains 14274 members Mstep: Class 11 contains 2902 members Mstep: Class 12 contains 2711 members Mstep: Class 13 contains 4861 members Mstep: Class 14 contains 7152 members Mstep: Class 15 contains 6520 members Mstep: Class 16 contains 6402 members Mstep: Class 17 contains 8760 members Mstep: Class 19 contains 25119 members Mstep: Class 20 contains 9049 members Mstep: Class 23 contains 17479 members Mstep: Class 24 contains 3564 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 3000.278564 but Gain 3113.972656 Score: -33351614.000000 Penalty: 59165.464844 Iteration 5F: 20 clusters Score -3.335161e+07 nChanged 35599 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 65830 members Mstep: Class 2 contains 12191 members Mstep: Class 4 contains 5171 members Mstep: Class 5 contains 5009 members Mstep: Class 6 contains 65590 members Mstep: Class 7 contains 3075 members Mstep: Class 8 contains 27056 members Mstep: Class 9 contains 4554 members Mstep: Class 10 contains 15986 members Mstep: Class 11 contains 2444 members Mstep: Class 13 contains 3891 members Mstep: Class 14 contains 6251 members Mstep: Class 15 contains 4098 members Mstep: Class 16 contains 5459 members Mstep: Class 17 contains 7514 members Mstep: Class 19 contains 24059 members Mstep: Class 20 contains 6822 members Mstep: Class 23 contains 15727 members Mstep: Class 24 contains 3134 members Entering Unmasked Estep ConsiderDeletion Score: -33389154.000000 Penalty: 59165.464844 Iteration 6F: 20 clusters Score -3.338915e+07 nChanged 26053 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 64330 members Mstep: Class 2 contains 12428 members Mstep: Class 4 contains 4693 members Mstep: Class 5 contains 5033 members Mstep: Class 6 contains 74165 members Mstep: Class 7 contains 3433 members Mstep: Class 8 contains 27487 members Mstep: Class 9 contains 4268 members Mstep: Class 10 contains 17116 members Mstep: Class 11 contains 2102 members Mstep: Class 13 contains 3165 members Mstep: Class 14 contains 6064 members Mstep: Class 15 contains 2635 members Mstep: Class 16 contains 4668 members Mstep: Class 17 contains 6522 members Mstep: Class 19 contains 22873 members Mstep: Class 20 contains 4925 members Mstep: Class 23 contains 14986 members Mstep: Class 24 contains 2968 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 3064.128662 but Gain 3113.968750 Score: -33416000.000000 Penalty: 56051.496094 Iteration 7F: 19 clusters Score -3.3416e+07 nChanged 23173 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 61659 members Mstep: Class 2 contains 11939 members Mstep: Class 4 contains 4255 members Mstep: Class 5 contains 5188 members Mstep: Class 6 contains 83655 members Mstep: Class 7 contains 3825 members Mstep: Class 8 contains 27451 members Mstep: Class 9 contains 4056 members Mstep: Class 10 contains 18159 members Mstep: Class 11 contains 1844 members Mstep: Class 14 contains 6713 members Mstep: Class 15 contains 2089 members Mstep: Class 16 contains 4030 members Mstep: Class 17 contains 5791 members Mstep: Class 19 contains 21912 members Mstep: Class 20 contains 3476 members Mstep: Class 23 contains 14795 members Mstep: Class 24 contains 3026 members Entering Unmasked Estep ConsiderDeletion Score: -33441176.000000 Penalty: 56051.496094 Iteration 8F: 19 clusters Score -3.344118e+07 nChanged 15969 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 58777 members Mstep: Class 2 contains 11115 members Mstep: Class 4 contains 3882 members Mstep: Class 5 contains 5441 members Mstep: Class 6 contains 89380 members Mstep: Class 7 contains 4266 members Mstep: Class 8 contains 27173 members Mstep: Class 9 contains 3869 members Mstep: Class 10 contains 18397 members Mstep: Class 11 contains 1600 members Mstep: Class 14 contains 7555 members Mstep: Class 15 contains 2034 members Mstep: Class 16 contains 3627 members Mstep: Class 17 contains 5122 members Mstep: Class 19 contains 21220 members Mstep: Class 20 contains 2571 members Mstep: Class 23 contains 14795 members Mstep: Class 24 contains 3039 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 3078.580322 but Gain 3113.972656 Score: -33456420.000000 Penalty: 52937.523438 Iteration 9F: 18 clusters Score -3.345642e+07 nChanged 13968 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 56822 members Mstep: Class 2 contains 10214 members Mstep: Class 4 contains 3624 members Mstep: Class 5 contains 5650 members Mstep: Class 6 contains 95069 members Mstep: Class 7 contains 4601 members Mstep: Class 8 contains 26932 members Mstep: Class 9 contains 3765 members Mstep: Class 10 contains 18389 members Mstep: Class 11 contains 1423 members Mstep: Class 14 contains 8271 members Mstep: Class 15 contains 2297 members Mstep: Class 16 contains 3448 members Mstep: Class 17 contains 4588 members Mstep: Class 19 contains 20711 members Mstep: Class 23 contains 14902 members Mstep: Class 24 contains 3157 members Entering Unmasked Estep ConsiderDeletion Score: -33469898.000000 Penalty: 52937.523438 Iteration 10Q: 18 clusters Score -3.34699e+07 nChanged 9061 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 55234 members Mstep: Class 2 contains 9521 members Mstep: Class 4 contains 3431 members Mstep: Class 5 contains 5847 members Mstep: Class 6 contains 97557 members Mstep: Class 7 contains 4862 members Mstep: Class 8 contains 26690 members Mstep: Class 9 contains 3671 members Mstep: Class 10 contains 18333 members Mstep: Class 11 contains 1275 members Mstep: Class 14 contains 8803 members Mstep: Class 15 contains 2511 members Mstep: Class 16 contains 3453 members Mstep: Class 17 contains 3975 members Mstep: Class 19 contains 20476 members Mstep: Class 23 contains 14967 members Mstep: Class 24 contains 3257 members Entering Unmasked Estep ConsiderDeletion Score: -33476688.000000 Penalty: 52937.523438 Iteration 11Q: 18 clusters Score -3.347669e+07 nChanged 6958 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 54106 members Mstep: Class 2 contains 8990 members Mstep: Class 4 contains 3277 members Mstep: Class 5 contains 6075 members Mstep: Class 6 contains 99139 members Mstep: Class 7 contains 5088 members Mstep: Class 8 contains 26543 members Mstep: Class 9 contains 3620 members Mstep: Class 10 contains 18199 members Mstep: Class 11 contains 1168 members Mstep: Class 14 contains 9170 members Mstep: Class 15 contains 2698 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 3507 members Mstep: Class 19 contains 20426 members Mstep: Class 23 contains 15063 members Mstep: Class 24 contains 3336 members Entering Unmasked Estep ConsiderDeletion Score: -33481174.000000 Penalty: 52937.523438 Iteration 12Q: 18 clusters Score -3.348117e+07 nChanged 5527 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53349 members Mstep: Class 2 contains 8676 members Mstep: Class 4 contains 3143 members Mstep: Class 5 contains 6302 members Mstep: Class 6 contains 100111 members Mstep: Class 7 contains 5261 members Mstep: Class 8 contains 26408 members Mstep: Class 9 contains 3635 members Mstep: Class 10 contains 18049 members Mstep: Class 11 contains 1070 members Mstep: Class 14 contains 9483 members Mstep: Class 15 contains 2831 members Mstep: Class 16 contains 3481 members Mstep: Class 17 contains 3075 members Mstep: Class 19 contains 20485 members Mstep: Class 23 contains 15128 members Mstep: Class 24 contains 3376 members Entering Unmasked Estep ConsiderDeletion Score: -33484050.000000 Penalty: 52937.523438 Iteration 13Q: 18 clusters Score -3.348405e+07 nChanged 4222 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 52925 members Mstep: Class 2 contains 8519 members Mstep: Class 4 contains 3038 members Mstep: Class 5 contains 6513 members Mstep: Class 6 contains 100650 members Mstep: Class 7 contains 5388 members Mstep: Class 8 contains 26200 members Mstep: Class 9 contains 3642 members Mstep: Class 10 contains 17914 members Mstep: Class 11 contains 981 members Mstep: Class 14 contains 9676 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 3488 members Mstep: Class 17 contains 2778 members Mstep: Class 19 contains 20637 members Mstep: Class 23 contains 15190 members Mstep: Class 24 contains 3416 members Entering Unmasked Estep ConsiderDeletion Score: -33486022.000000 Penalty: 52937.523438 Iteration 14Q: 18 clusters Score -3.348602e+07 nChanged 3263 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 52777 members Mstep: Class 2 contains 8450 members Mstep: Class 4 contains 2964 members Mstep: Class 5 contains 6704 members Mstep: Class 6 contains 100920 members Mstep: Class 7 contains 5465 members Mstep: Class 8 contains 25977 members Mstep: Class 9 contains 3632 members Mstep: Class 10 contains 17783 members Mstep: Class 11 contains 910 members Mstep: Class 14 contains 9837 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 3500 members Mstep: Class 17 contains 2549 members Mstep: Class 19 contains 20736 members Mstep: Class 23 contains 15224 members Mstep: Class 24 contains 3449 members Entering Unmasked Estep ConsiderDeletion Score: -33487116.000000 Penalty: 52937.523438 Iteration 15Q: 18 clusters Score -3.348712e+07 nChanged 2568 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 52753 members Mstep: Class 2 contains 8474 members Mstep: Class 4 contains 2902 members Mstep: Class 5 contains 6872 members Mstep: Class 6 contains 101050 members Mstep: Class 7 contains 5531 members Mstep: Class 8 contains 25747 members Mstep: Class 9 contains 3612 members Mstep: Class 10 contains 17666 members Mstep: Class 11 contains 867 members Mstep: Class 14 contains 9954 members Mstep: Class 15 contains 3055 members Mstep: Class 16 contains 3497 members Mstep: Class 17 contains 2375 members Mstep: Class 19 contains 20752 members Mstep: Class 23 contains 15270 members Mstep: Class 24 contains 3486 members Entering Unmasked Estep ConsiderDeletion Score: -33487810.000000 Penalty: 52937.523438 Iteration 16Q: 18 clusters Score -3.348781e+07 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 52797 members Mstep: Class 2 contains 8520 members Mstep: Class 4 contains 2827 members Mstep: Class 5 contains 7006 members Mstep: Class 6 contains 101110 members Mstep: Class 7 contains 5591 members Mstep: Class 8 contains 25468 members Mstep: Class 9 contains 3594 members Mstep: Class 10 contains 17564 members Mstep: Class 11 contains 824 members Mstep: Class 14 contains 10039 members Mstep: Class 15 contains 3125 members Mstep: Class 16 contains 3493 members Mstep: Class 17 contains 2233 members Mstep: Class 19 contains 20852 members Mstep: Class 23 contains 15299 members Mstep: Class 24 contains 3521 members Entering Unmasked Estep ConsiderDeletion Score: -33488542.000000 Penalty: 52937.523438 Iteration 17Q: 18 clusters Score -3.348854e+07 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 52866 members Mstep: Class 2 contains 8513 members Mstep: Class 4 contains 2773 members Mstep: Class 5 contains 7120 members Mstep: Class 6 contains 101168 members Mstep: Class 7 contains 5635 members Mstep: Class 8 contains 25181 members Mstep: Class 9 contains 3575 members Mstep: Class 10 contains 17483 members Mstep: Class 11 contains 796 members Mstep: Class 14 contains 10115 members Mstep: Class 15 contains 3203 members Mstep: Class 16 contains 3493 members Mstep: Class 17 contains 2106 members Mstep: Class 19 contains 20975 members Mstep: Class 23 contains 15315 members Mstep: Class 24 contains 3546 members Entering Unmasked Estep ConsiderDeletion Score: -33488950.000000 Penalty: 52937.523438 Iteration 18Q: 18 clusters Score -3.348895e+07 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 52916 members Mstep: Class 2 contains 8552 members Mstep: Class 4 contains 2726 members Mstep: Class 5 contains 7205 members Mstep: Class 6 contains 101211 members Mstep: Class 7 contains 5667 members Mstep: Class 8 contains 24863 members Mstep: Class 9 contains 3563 members Mstep: Class 10 contains 17407 members Mstep: Class 11 contains 794 members Mstep: Class 14 contains 10151 members Mstep: Class 15 contains 3279 members Mstep: Class 16 contains 3501 members Mstep: Class 17 contains 1999 members Mstep: Class 19 contains 21106 members Mstep: Class 23 contains 15351 members Mstep: Class 24 contains 3571 members Entering Unmasked Estep ConsiderDeletion Score: -33489466.000000 Penalty: 52937.523438 Iteration 19Q: 18 clusters Score -3.348947e+07 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 52959 members Mstep: Class 2 contains 8584 members Mstep: Class 4 contains 2698 members Mstep: Class 5 contains 7246 members Mstep: Class 6 contains 101271 members Mstep: Class 7 contains 5698 members Mstep: Class 8 contains 24538 members Mstep: Class 9 contains 3552 members Mstep: Class 10 contains 17342 members Mstep: Class 11 contains 791 members Mstep: Class 14 contains 10182 members Mstep: Class 15 contains 3344 members Mstep: Class 16 contains 3511 members Mstep: Class 17 contains 1906 members Mstep: Class 19 contains 21284 members Mstep: Class 23 contains 15354 members Mstep: Class 24 contains 3603 members Entering Unmasked Estep ConsiderDeletion Score: -33489800.000000 Penalty: 52937.523438 Iteration 20F: 18 clusters Score -3.34898e+07 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53012 members Mstep: Class 2 contains 8643 members Mstep: Class 4 contains 2679 members Mstep: Class 5 contains 7253 members Mstep: Class 6 contains 101327 members Mstep: Class 7 contains 5716 members Mstep: Class 8 contains 24186 members Mstep: Class 9 contains 3572 members Mstep: Class 10 contains 17278 members Mstep: Class 11 contains 758 members Mstep: Class 14 contains 10200 members Mstep: Class 15 contains 3406 members Mstep: Class 16 contains 3520 members Mstep: Class 17 contains 1834 members Mstep: Class 19 contains 21501 members Mstep: Class 23 contains 15362 members Mstep: Class 24 contains 3616 members Entering Unmasked Estep ConsiderDeletion Score: -33490128.000000 Penalty: 52937.523438 Iteration 21Q: 18 clusters Score -3.349013e+07 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53073 members Mstep: Class 2 contains 8685 members Mstep: Class 4 contains 2654 members Mstep: Class 5 contains 7278 members Mstep: Class 6 contains 101343 members Mstep: Class 7 contains 5728 members Mstep: Class 8 contains 23859 members Mstep: Class 9 contains 3560 members Mstep: Class 10 contains 17219 members Mstep: Class 11 contains 735 members Mstep: Class 14 contains 10215 members Mstep: Class 15 contains 3456 members Mstep: Class 16 contains 3524 members Mstep: Class 17 contains 1775 members Mstep: Class 19 contains 21761 members Mstep: Class 23 contains 15366 members Mstep: Class 24 contains 3632 members Entering Unmasked Estep ConsiderDeletion Score: -33490336.000000 Penalty: 52937.523438 Iteration 22Q: 18 clusters Score -3.349034e+07 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53128 members Mstep: Class 2 contains 8718 members Mstep: Class 4 contains 2637 members Mstep: Class 5 contains 7304 members Mstep: Class 6 contains 101371 members Mstep: Class 7 contains 5735 members Mstep: Class 8 contains 23510 members Mstep: Class 9 contains 3547 members Mstep: Class 10 contains 17154 members Mstep: Class 11 contains 729 members Mstep: Class 14 contains 10239 members Mstep: Class 15 contains 3486 members Mstep: Class 16 contains 3527 members Mstep: Class 17 contains 1736 members Mstep: Class 19 contains 22035 members Mstep: Class 23 contains 15369 members Mstep: Class 24 contains 3638 members Entering Unmasked Estep ConsiderDeletion Score: -33490622.000000 Penalty: 52937.523438 Iteration 23Q: 18 clusters Score -3.349062e+07 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53178 members Mstep: Class 2 contains 8734 members Mstep: Class 4 contains 2622 members Mstep: Class 5 contains 7332 members Mstep: Class 6 contains 101394 members Mstep: Class 7 contains 5743 members Mstep: Class 8 contains 23161 members Mstep: Class 9 contains 3536 members Mstep: Class 10 contains 17093 members Mstep: Class 11 contains 718 members Mstep: Class 14 contains 10257 members Mstep: Class 15 contains 3517 members Mstep: Class 16 contains 3531 members Mstep: Class 17 contains 1689 members Mstep: Class 19 contains 22341 members Mstep: Class 23 contains 15370 members Mstep: Class 24 contains 3647 members Entering Unmasked Estep ConsiderDeletion Score: -33490872.000000 Penalty: 52937.523438 Iteration 24Q: 18 clusters Score -3.349087e+07 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53233 members Mstep: Class 2 contains 8724 members Mstep: Class 4 contains 2601 members Mstep: Class 5 contains 7369 members Mstep: Class 6 contains 101418 members Mstep: Class 7 contains 5754 members Mstep: Class 8 contains 22790 members Mstep: Class 9 contains 3531 members Mstep: Class 10 contains 17041 members Mstep: Class 11 contains 714 members Mstep: Class 14 contains 10253 members Mstep: Class 15 contains 3536 members Mstep: Class 16 contains 3533 members Mstep: Class 17 contains 1654 members Mstep: Class 19 contains 22668 members Mstep: Class 23 contains 15368 members Mstep: Class 24 contains 3676 members Entering Unmasked Estep ConsiderDeletion Score: -33491306.000000 Penalty: 52937.523438 Iteration 25Q: 18 clusters Score -3.349131e+07 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53287 members Mstep: Class 2 contains 8702 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 7405 members Mstep: Class 6 contains 101434 members Mstep: Class 7 contains 5770 members Mstep: Class 8 contains 22455 members Mstep: Class 9 contains 3523 members Mstep: Class 10 contains 16994 members Mstep: Class 11 contains 717 members Mstep: Class 14 contains 10251 members Mstep: Class 15 contains 3554 members Mstep: Class 16 contains 3540 members Mstep: Class 17 contains 1619 members Mstep: Class 19 contains 22970 members Mstep: Class 23 contains 15362 members Mstep: Class 24 contains 3692 members Entering Unmasked Estep ConsiderDeletion Score: -33491688.000000 Penalty: 52937.523438 Iteration 26Q: 18 clusters Score -3.349169e+07 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53331 members Mstep: Class 2 contains 8712 members Mstep: Class 4 contains 2579 members Mstep: Class 5 contains 7424 members Mstep: Class 6 contains 101440 members Mstep: Class 7 contains 5784 members Mstep: Class 8 contains 22114 members Mstep: Class 9 contains 3511 members Mstep: Class 10 contains 16949 members Mstep: Class 11 contains 717 members Mstep: Class 14 contains 10261 members Mstep: Class 15 contains 3569 members Mstep: Class 16 contains 3544 members Mstep: Class 17 contains 1589 members Mstep: Class 19 contains 23292 members Mstep: Class 23 contains 15351 members Mstep: Class 24 contains 3696 members Entering Unmasked Estep ConsiderDeletion Score: -33491896.000000 Penalty: 52937.523438 Iteration 27Q: 18 clusters Score -3.34919e+07 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53354 members Mstep: Class 2 contains 8725 members Mstep: Class 4 contains 2572 members Mstep: Class 5 contains 7429 members Mstep: Class 6 contains 101430 members Mstep: Class 7 contains 5793 members Mstep: Class 8 contains 21785 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 16908 members Mstep: Class 11 contains 715 members Mstep: Class 14 contains 10259 members Mstep: Class 15 contains 3585 members Mstep: Class 16 contains 3542 members Mstep: Class 17 contains 1575 members Mstep: Class 19 contains 23625 members Mstep: Class 23 contains 15359 members Mstep: Class 24 contains 3701 members Entering Unmasked Estep ConsiderDeletion Score: -33491964.000000 Penalty: 52937.523438 Iteration 28Q: 18 clusters Score -3.349196e+07 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53383 members Mstep: Class 2 contains 8738 members Mstep: Class 4 contains 2564 members Mstep: Class 5 contains 7432 members Mstep: Class 6 contains 101433 members Mstep: Class 7 contains 5801 members Mstep: Class 8 contains 21435 members Mstep: Class 9 contains 3502 members Mstep: Class 10 contains 16871 members Mstep: Class 11 contains 709 members Mstep: Class 14 contains 10260 members Mstep: Class 15 contains 3597 members Mstep: Class 16 contains 3545 members Mstep: Class 17 contains 1567 members Mstep: Class 19 contains 23964 members Mstep: Class 23 contains 15358 members Mstep: Class 24 contains 3704 members Entering Unmasked Estep ConsiderDeletion Score: -33492090.000000 Penalty: 52937.523438 Iteration 29Q: 18 clusters Score -3.349209e+07 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53404 members Mstep: Class 2 contains 8755 members Mstep: Class 4 contains 2547 members Mstep: Class 5 contains 7446 members Mstep: Class 6 contains 101421 members Mstep: Class 7 contains 5809 members Mstep: Class 8 contains 21083 members Mstep: Class 9 contains 3503 members Mstep: Class 10 contains 16842 members Mstep: Class 11 contains 712 members Mstep: Class 14 contains 10274 members Mstep: Class 15 contains 3597 members Mstep: Class 16 contains 3543 members Mstep: Class 17 contains 1564 members Mstep: Class 19 contains 24294 members Mstep: Class 23 contains 15355 members Mstep: Class 24 contains 3714 members Entering Unmasked Estep ConsiderDeletion Score: -33492252.000000 Penalty: 52937.523438 Iteration 30Q: 18 clusters Score -3.349225e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53418 members Mstep: Class 2 contains 8767 members Mstep: Class 4 contains 2539 members Mstep: Class 5 contains 7449 members Mstep: Class 6 contains 101394 members Mstep: Class 7 contains 5808 members Mstep: Class 8 contains 20733 members Mstep: Class 9 contains 3502 members Mstep: Class 10 contains 16825 members Mstep: Class 11 contains 713 members Mstep: Class 14 contains 10299 members Mstep: Class 15 contains 3609 members Mstep: Class 16 contains 3542 members Mstep: Class 17 contains 1562 members Mstep: Class 19 contains 24650 members Mstep: Class 23 contains 15339 members Mstep: Class 24 contains 3714 members Entering Unmasked Estep ConsiderDeletion Score: -33492340.000000 Penalty: 52937.523438 Iteration 31Q: 18 clusters Score -3.349234e+07 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53427 members Mstep: Class 2 contains 8770 members Mstep: Class 4 contains 2533 members Mstep: Class 5 contains 7451 members Mstep: Class 6 contains 101364 members Mstep: Class 7 contains 5825 members Mstep: Class 8 contains 20353 members Mstep: Class 9 contains 3507 members Mstep: Class 10 contains 16811 members Mstep: Class 11 contains 710 members Mstep: Class 14 contains 10306 members Mstep: Class 15 contains 3613 members Mstep: Class 16 contains 3542 members Mstep: Class 17 contains 1569 members Mstep: Class 19 contains 25040 members Mstep: Class 23 contains 15325 members Mstep: Class 24 contains 3717 members Entering Unmasked Estep ConsiderDeletion Score: -33492590.000000 Penalty: 52937.523438 Iteration 32Q: 18 clusters Score -3.349259e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53444 members Mstep: Class 2 contains 8767 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 7453 members Mstep: Class 6 contains 101325 members Mstep: Class 7 contains 5832 members Mstep: Class 8 contains 19960 members Mstep: Class 9 contains 3507 members Mstep: Class 10 contains 16801 members Mstep: Class 11 contains 707 members Mstep: Class 14 contains 10326 members Mstep: Class 15 contains 3612 members Mstep: Class 16 contains 3547 members Mstep: Class 17 contains 1571 members Mstep: Class 19 contains 25455 members Mstep: Class 23 contains 15312 members Mstep: Class 24 contains 3720 members Entering Unmasked Estep ConsiderDeletion Score: -33492890.000000 Penalty: 52937.523438 Iteration 33Q: 18 clusters Score -3.349289e+07 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53450 members Mstep: Class 2 contains 8759 members Mstep: Class 4 contains 2512 members Mstep: Class 5 contains 7462 members Mstep: Class 6 contains 101290 members Mstep: Class 7 contains 5834 members Mstep: Class 8 contains 19560 members Mstep: Class 9 contains 3508 members Mstep: Class 10 contains 16787 members Mstep: Class 11 contains 707 members Mstep: Class 14 contains 10336 members Mstep: Class 15 contains 3617 members Mstep: Class 16 contains 3549 members Mstep: Class 17 contains 1575 members Mstep: Class 19 contains 25880 members Mstep: Class 23 contains 15311 members Mstep: Class 24 contains 3726 members Entering Unmasked Estep ConsiderDeletion Score: -33492968.000000 Penalty: 52937.523438 Iteration 34Q: 18 clusters Score -3.349297e+07 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53446 members Mstep: Class 2 contains 8754 members Mstep: Class 4 contains 2502 members Mstep: Class 5 contains 7462 members Mstep: Class 6 contains 101257 members Mstep: Class 7 contains 5838 members Mstep: Class 8 contains 19108 members Mstep: Class 9 contains 3513 members Mstep: Class 10 contains 16774 members Mstep: Class 11 contains 710 members Mstep: Class 14 contains 10352 members Mstep: Class 15 contains 3626 members Mstep: Class 16 contains 3551 members Mstep: Class 17 contains 1578 members Mstep: Class 19 contains 26349 members Mstep: Class 23 contains 15299 members Mstep: Class 24 contains 3744 members Entering Unmasked Estep ConsiderDeletion Score: -33493082.000000 Penalty: 52937.523438 Iteration 35Q: 18 clusters Score -3.349308e+07 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53439 members Mstep: Class 2 contains 8765 members Mstep: Class 4 contains 2497 members Mstep: Class 5 contains 7469 members Mstep: Class 6 contains 101237 members Mstep: Class 7 contains 5847 members Mstep: Class 8 contains 18657 members Mstep: Class 9 contains 3514 members Mstep: Class 10 contains 16757 members Mstep: Class 11 contains 708 members Mstep: Class 14 contains 10360 members Mstep: Class 15 contains 3632 members Mstep: Class 16 contains 3552 members Mstep: Class 17 contains 1579 members Mstep: Class 19 contains 26792 members Mstep: Class 23 contains 15297 members Mstep: Class 24 contains 3761 members Entering Unmasked Estep ConsiderDeletion Score: -33493222.000000 Penalty: 52937.523438 Iteration 36Q: 18 clusters Score -3.349322e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53438 members Mstep: Class 2 contains 8773 members Mstep: Class 4 contains 2491 members Mstep: Class 5 contains 7485 members Mstep: Class 6 contains 101202 members Mstep: Class 7 contains 5854 members Mstep: Class 8 contains 18243 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 16747 members Mstep: Class 11 contains 707 members Mstep: Class 14 contains 10351 members Mstep: Class 15 contains 3636 members Mstep: Class 16 contains 3552 members Mstep: Class 17 contains 1588 members Mstep: Class 19 contains 27210 members Mstep: Class 23 contains 15291 members Mstep: Class 24 contains 3779 members Entering Unmasked Estep ConsiderDeletion Score: -33493340.000000 Penalty: 52937.523438 Iteration 37Q: 18 clusters Score -3.349334e+07 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53438 members Mstep: Class 2 contains 8766 members Mstep: Class 4 contains 2489 members Mstep: Class 5 contains 7493 members Mstep: Class 6 contains 101196 members Mstep: Class 7 contains 5856 members Mstep: Class 8 contains 17789 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 16736 members Mstep: Class 11 contains 704 members Mstep: Class 14 contains 10359 members Mstep: Class 15 contains 3651 members Mstep: Class 16 contains 3552 members Mstep: Class 17 contains 1598 members Mstep: Class 19 contains 27641 members Mstep: Class 23 contains 15285 members Mstep: Class 24 contains 3794 members Entering Unmasked Estep ConsiderDeletion Score: -33493430.000000 Penalty: 52937.523438 Iteration 38Q: 18 clusters Score -3.349343e+07 nChanged 799 Entering ConstructFrom: Score: -33493430.000000 Penalty: 52937.523438 Entering ConstructFrom: Trying to split cluster 1 (53440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53440 members Entering Unmasked Estep Score: -6507758.500000 Penalty: 2699.805908 Iteration 0F: 2 clusters Score -6507758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26731 members Mstep: Class 2 contains 26709 members Entering Unmasked Estep Score: -6471705.000000 Penalty: 5399.611816 Iteration 0F: 3 clusters Score -6471705 nChanged 24939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26892 members Mstep: Class 2 contains 26548 members Entering Unmasked Estep Score: -6485749.000000 Penalty: 5399.611816 Iteration 1F: 3 clusters Score -6485749 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27117 members Mstep: Class 2 contains 26323 members Entering Unmasked Estep Score: -6486194.000000 Penalty: 5399.611816 Iteration 2Q: 3 clusters Score -6486194 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27469 members Mstep: Class 2 contains 25971 members Entering Unmasked Estep Score: -6486589.500000 Penalty: 5399.611816 Iteration 3Q: 3 clusters Score -6486590 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27919 members Mstep: Class 2 contains 25521 members Entering Unmasked Estep Score: -6486965.500000 Penalty: 5399.611816 Iteration 4Q: 3 clusters Score -6486966 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28587 members Mstep: Class 2 contains 24853 members Entering Unmasked Estep Score: -6487330.500000 Penalty: 5399.611816 Iteration 5Q: 3 clusters Score -6487330 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29556 members Mstep: Class 2 contains 23884 members Entering Unmasked Estep Score: -6487702.000000 Penalty: 5399.611816 Iteration 6Q: 3 clusters Score -6487702 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30923 members Mstep: Class 2 contains 22517 members Entering Unmasked Estep Score: -6488309.000000 Penalty: 5399.611816 Iteration 7Q: 3 clusters Score -6488309 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32842 members Mstep: Class 2 contains 20598 members Entering Unmasked Estep Score: -6489222.000000 Penalty: 5399.611816 Iteration 8Q: 3 clusters Score -6489222 nChanged 2810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35436 members Mstep: Class 2 contains 18004 members Entering Unmasked Estep Score: -6490712.500000 Penalty: 5399.611816 Iteration 9F: 3 clusters Score -6490712 nChanged 3488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38768 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -6492997.000000 Penalty: 5399.611816 Iteration 10F: 3 clusters Score -6492997 nChanged 3915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42583 members Mstep: Class 2 contains 10857 members Entering Unmasked Estep Score: -6496086.000000 Penalty: 5399.611816 Iteration 11F: 3 clusters Score -6496086 nChanged 3692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46237 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -6499215.000000 Penalty: 5399.611816 Iteration 12F: 3 clusters Score -6499215 nChanged 2897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49098 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -6501756.500000 Penalty: 5399.611816 Iteration 13F: 3 clusters Score -6501756 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50981 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -6503467.000000 Penalty: 5399.611816 Iteration 14Q: 3 clusters Score -6503467 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52086 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -6504424.000000 Penalty: 5399.611816 Iteration 15Q: 3 clusters Score -6504424 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52638 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -6504918.000000 Penalty: 5399.611816 Iteration 16Q: 3 clusters Score -6504918 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52888 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -6505157.000000 Penalty: 5399.611816 Iteration 17Q: 3 clusters Score -6505157 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52990 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -6505269.000000 Penalty: 5399.611816 Iteration 18Q: 3 clusters Score -6505269 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53034 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -6505315.000000 Penalty: 5399.611816 Iteration 19Q: 3 clusters Score -6505315 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53062 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -6505358.500000 Penalty: 5399.611816 Iteration 20F: 3 clusters Score -6505358 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53076 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -6505378.500000 Penalty: 5399.611816 Iteration 21Q: 3 clusters Score -6505378 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53083 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -6505387.000000 Penalty: 5399.611816 Iteration 22Q: 3 clusters Score -6505387 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53090 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -6505405.500000 Penalty: 5399.611816 Iteration 23Q: 3 clusters Score -6505406 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53095 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -6505401.500000 Penalty: 5399.611816 Iteration 24Q: 3 clusters Score -6505402 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53094 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -6505403.000000 Penalty: 5399.611816 Iteration 25Q: 3 clusters Score -6505403 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53094 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -6505403.000000 Penalty: 5399.611816 Iteration 26F: 3 clusters Score -6505403 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8761 members Entering Unmasked Estep Score: -980234.187500 Penalty: 2251.360107 Iteration 0F: 2 clusters Score -980234.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -973319.750000 Penalty: 4502.720215 Iteration 0F: 3 clusters Score -973319.8 nChanged 3608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -975402.437500 Penalty: 4502.720215 Iteration 1F: 3 clusters Score -975402.4 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -975852.312500 Penalty: 4502.720215 Iteration 2F: 3 clusters Score -975852.3 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -976218.437500 Penalty: 4502.720215 Iteration 3F: 3 clusters Score -976218.4 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -976496.250000 Penalty: 4502.720215 Iteration 4F: 3 clusters Score -976496.2 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -976734.125000 Penalty: 4502.720215 Iteration 5Q: 3 clusters Score -976734.1 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -976902.250000 Penalty: 4502.720215 Iteration 6Q: 3 clusters Score -976902.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -977028.937500 Penalty: 4502.720215 Iteration 7Q: 3 clusters Score -977028.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -977125.000000 Penalty: 4502.720215 Iteration 8Q: 3 clusters Score -977125 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -977202.687500 Penalty: 4502.720215 Iteration 9Q: 3 clusters Score -977202.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -977297.000000 Penalty: 4502.720215 Iteration 10Q: 3 clusters Score -977297 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -977372.250000 Penalty: 4502.720215 Iteration 11Q: 3 clusters Score -977372.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -977435.125000 Penalty: 4502.720215 Iteration 12Q: 3 clusters Score -977435.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -977496.187500 Penalty: 4502.720215 Iteration 13Q: 3 clusters Score -977496.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -977546.562500 Penalty: 4502.720215 Iteration 14Q: 3 clusters Score -977546.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -977586.000000 Penalty: 4502.720215 Iteration 15Q: 3 clusters Score -977586 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -977621.000000 Penalty: 4502.720215 Iteration 16Q: 3 clusters Score -977621 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -977647.625000 Penalty: 4502.720215 Iteration 17Q: 3 clusters Score -977647.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -977666.937500 Penalty: 4502.720215 Iteration 18Q: 3 clusters Score -977666.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -977687.875000 Penalty: 4502.720215 Iteration 19Q: 3 clusters Score -977687.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -977713.937500 Penalty: 4502.720215 Iteration 20F: 3 clusters Score -977713.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -977737.625000 Penalty: 4502.720215 Iteration 21Q: 3 clusters Score -977737.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -977762.937500 Penalty: 4502.720215 Iteration 22Q: 3 clusters Score -977762.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -977788.812500 Penalty: 4502.720215 Iteration 23Q: 3 clusters Score -977788.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -977810.312500 Penalty: 4502.720215 Iteration 24Q: 3 clusters Score -977810.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -977829.500000 Penalty: 4502.720215 Iteration 25Q: 3 clusters Score -977829.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -977845.250000 Penalty: 4502.720215 Iteration 26Q: 3 clusters Score -977845.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -977863.250000 Penalty: 4502.720215 Iteration 27Q: 3 clusters Score -977863.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -977875.000000 Penalty: 4502.720215 Iteration 28Q: 3 clusters Score -977875 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -977891.000000 Penalty: 4502.720215 Iteration 29Q: 3 clusters Score -977891 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -977899.625000 Penalty: 4502.720215 Iteration 30Q: 3 clusters Score -977899.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -977917.125000 Penalty: 4502.720215 Iteration 31Q: 3 clusters Score -977917.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -977932.500000 Penalty: 4502.720215 Iteration 32Q: 3 clusters Score -977932.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -977951.875000 Penalty: 4502.720215 Iteration 33Q: 3 clusters Score -977951.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -977970.312500 Penalty: 4502.720215 Iteration 34Q: 3 clusters Score -977970.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -977985.062500 Penalty: 4502.720215 Iteration 35Q: 3 clusters Score -977985.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -977997.562500 Penalty: 4502.720215 Iteration 36Q: 3 clusters Score -977997.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -978014.375000 Penalty: 4502.720215 Iteration 37Q: 3 clusters Score -978014.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -978028.250000 Penalty: 4502.720215 Iteration 38Q: 3 clusters Score -978028.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -978043.937500 Penalty: 4502.720215 Iteration 39Q: 3 clusters Score -978043.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -978067.000000 Penalty: 4502.720215 Iteration 40F: 3 clusters Score -978067 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -978090.500000 Penalty: 4502.720215 Iteration 41Q: 3 clusters Score -978090.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -978112.375000 Penalty: 4502.720215 Iteration 42Q: 3 clusters Score -978112.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -978136.812500 Penalty: 4502.720215 Iteration 43Q: 3 clusters Score -978136.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -978151.312500 Penalty: 4502.720215 Iteration 44Q: 3 clusters Score -978151.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -978168.375000 Penalty: 4502.720215 Iteration 45Q: 3 clusters Score -978168.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -978187.375000 Penalty: 4502.720215 Iteration 46Q: 3 clusters Score -978187.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -978215.500000 Penalty: 4502.720215 Iteration 47Q: 3 clusters Score -978215.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -978238.812500 Penalty: 4502.720215 Iteration 48Q: 3 clusters Score -978238.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -978258.562500 Penalty: 4502.720215 Iteration 49Q: 3 clusters Score -978258.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -978276.000000 Penalty: 4502.720215 Iteration 50Q: 3 clusters Score -978276 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -978291.000000 Penalty: 4502.720215 Iteration 51Q: 3 clusters Score -978291 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -978301.000000 Penalty: 4502.720215 Iteration 52Q: 3 clusters Score -978301 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -978307.562500 Penalty: 4502.720215 Iteration 53Q: 3 clusters Score -978307.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -978310.312500 Penalty: 4502.720215 Iteration 54Q: 3 clusters Score -978310.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -978314.250000 Penalty: 4502.720215 Iteration 55Q: 3 clusters Score -978314.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -978320.562500 Penalty: 4502.720215 Iteration 56Q: 3 clusters Score -978320.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -978327.500000 Penalty: 4502.720215 Iteration 57Q: 3 clusters Score -978327.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -978329.250000 Penalty: 4502.720215 Iteration 58Q: 3 clusters Score -978329.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -978331.625000 Penalty: 4502.720215 Iteration 59Q: 3 clusters Score -978331.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -978340.187500 Penalty: 4502.720215 Iteration 60F: 3 clusters Score -978340.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -978346.812500 Penalty: 4502.720215 Iteration 61Q: 3 clusters Score -978346.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -978353.187500 Penalty: 4502.720215 Iteration 62Q: 3 clusters Score -978353.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -978353.750000 Penalty: 4502.720215 Iteration 63Q: 3 clusters Score -978353.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -978358.812500 Penalty: 4502.720215 Iteration 64Q: 3 clusters Score -978358.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -978367.437500 Penalty: 4502.720215 Iteration 65Q: 3 clusters Score -978367.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -978374.250000 Penalty: 4502.720215 Iteration 66Q: 3 clusters Score -978374.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -978383.312500 Penalty: 4502.720215 Iteration 67Q: 3 clusters Score -978383.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -978395.000000 Penalty: 4502.720215 Iteration 68Q: 3 clusters Score -978395 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -978408.750000 Penalty: 4502.720215 Iteration 69Q: 3 clusters Score -978408.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -978423.312500 Penalty: 4502.720215 Iteration 70Q: 3 clusters Score -978423.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -978435.500000 Penalty: 4502.720215 Iteration 71Q: 3 clusters Score -978435.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -978451.250000 Penalty: 4502.720215 Iteration 72Q: 3 clusters Score -978451.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -978466.937500 Penalty: 4502.720215 Iteration 73Q: 3 clusters Score -978466.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -978474.625000 Penalty: 4502.720215 Iteration 74Q: 3 clusters Score -978474.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -978488.312500 Penalty: 4502.720215 Iteration 75Q: 3 clusters Score -978488.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -978499.437500 Penalty: 4502.720215 Iteration 76Q: 3 clusters Score -978499.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -978510.250000 Penalty: 4502.720215 Iteration 77Q: 3 clusters Score -978510.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -978522.562500 Penalty: 4502.720215 Iteration 78Q: 3 clusters Score -978522.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -978536.250000 Penalty: 4502.720215 Iteration 79Q: 3 clusters Score -978536.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -978548.062500 Penalty: 4502.720215 Iteration 80F: 3 clusters Score -978548.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -978558.312500 Penalty: 4502.720215 Iteration 81Q: 3 clusters Score -978558.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -978564.250000 Penalty: 4502.720215 Iteration 82Q: 3 clusters Score -978564.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -978575.000000 Penalty: 4502.720215 Iteration 83Q: 3 clusters Score -978575 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -978587.687500 Penalty: 4502.720215 Iteration 84Q: 3 clusters Score -978587.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -978598.125000 Penalty: 4502.720215 Iteration 85Q: 3 clusters Score -978598.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -978606.687500 Penalty: 4502.720215 Iteration 86Q: 3 clusters Score -978606.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -978608.750000 Penalty: 4502.720215 Iteration 87Q: 3 clusters Score -978608.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -978613.625000 Penalty: 4502.720215 Iteration 88Q: 3 clusters Score -978613.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 7479 members Entering Unmasked Estep Score: -978616.875000 Penalty: 4502.720215 Iteration 89Q: 3 clusters Score -978616.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 7485 members Entering Unmasked Estep Score: -978620.125000 Penalty: 4502.720215 Iteration 90Q: 3 clusters Score -978620.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -978623.375000 Penalty: 4502.720215 Iteration 91Q: 3 clusters Score -978623.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -978624.750000 Penalty: 4502.720215 Iteration 92Q: 3 clusters Score -978624.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 7512 members Entering Unmasked Estep Score: -978629.500000 Penalty: 4502.720215 Iteration 93Q: 3 clusters Score -978629.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -978634.625000 Penalty: 4502.720215 Iteration 94Q: 3 clusters Score -978634.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -978638.500000 Penalty: 4502.720215 Iteration 95Q: 3 clusters Score -978638.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -978643.250000 Penalty: 4502.720215 Iteration 96Q: 3 clusters Score -978643.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: -978644.875000 Penalty: 4502.720215 Iteration 97Q: 3 clusters Score -978644.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -978648.062500 Penalty: 4502.720215 Iteration 98Q: 3 clusters Score -978648.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -978647.812500 Penalty: 4502.720215 Iteration 99Q: 3 clusters Score -978647.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -978649.187500 Penalty: 4502.720215 Iteration 100F: 3 clusters Score -978649.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -978649.187500 Penalty: 4502.720215 Iteration 101Q: 3 clusters Score -978649.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -978649.187500 Penalty: 4502.720215 Iteration 102F: 3 clusters Score -978649.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Entering Unmasked Estep Score: -288840.156250 Penalty: 1939.070435 Iteration 0F: 2 clusters Score -288840.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -285920.312500 Penalty: 3878.140869 Iteration 0F: 3 clusters Score -285920.3 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -286457.531250 Penalty: 3878.140869 Iteration 1F: 3 clusters Score -286457.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -286634.312500 Penalty: 3878.140869 Iteration 2F: 3 clusters Score -286634.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -286737.843750 Penalty: 3878.140869 Iteration 3F: 3 clusters Score -286737.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -286819.000000 Penalty: 3878.140869 Iteration 4Q: 3 clusters Score -286819 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -286884.687500 Penalty: 3878.140869 Iteration 5Q: 3 clusters Score -286884.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -286939.031250 Penalty: 3878.140869 Iteration 6Q: 3 clusters Score -286939 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -286983.093750 Penalty: 3878.140869 Iteration 7Q: 3 clusters Score -286983.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -287017.875000 Penalty: 3878.140869 Iteration 8Q: 3 clusters Score -287017.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -287074.531250 Penalty: 3878.140869 Iteration 9Q: 3 clusters Score -287074.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -287127.562500 Penalty: 3878.140869 Iteration 10Q: 3 clusters Score -287127.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -287206.718750 Penalty: 3878.140869 Iteration 11Q: 3 clusters Score -287206.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -287280.875000 Penalty: 3878.140869 Iteration 12Q: 3 clusters Score -287280.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -287326.156250 Penalty: 3878.140869 Iteration 13Q: 3 clusters Score -287326.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -287353.562500 Penalty: 3878.140869 Iteration 14Q: 3 clusters Score -287353.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -287384.875000 Penalty: 3878.140869 Iteration 15Q: 3 clusters Score -287384.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -287413.593750 Penalty: 3878.140869 Iteration 16Q: 3 clusters Score -287413.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -287440.281250 Penalty: 3878.140869 Iteration 17Q: 3 clusters Score -287440.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -287455.437500 Penalty: 3878.140869 Iteration 18Q: 3 clusters Score -287455.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -287472.156250 Penalty: 3878.140869 Iteration 19Q: 3 clusters Score -287472.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -287483.937500 Penalty: 3878.140869 Iteration 20F: 3 clusters Score -287483.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -287494.187500 Penalty: 3878.140869 Iteration 21Q: 3 clusters Score -287494.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -287506.031250 Penalty: 3878.140869 Iteration 22Q: 3 clusters Score -287506 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -287521.156250 Penalty: 3878.140869 Iteration 23Q: 3 clusters Score -287521.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -287529.625000 Penalty: 3878.140869 Iteration 24Q: 3 clusters Score -287529.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -287538.500000 Penalty: 3878.140869 Iteration 25Q: 3 clusters Score -287538.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -287547.343750 Penalty: 3878.140869 Iteration 26Q: 3 clusters Score -287547.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -287556.031250 Penalty: 3878.140869 Iteration 27Q: 3 clusters Score -287556 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -287561.625000 Penalty: 3878.140869 Iteration 28Q: 3 clusters Score -287561.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -287567.656250 Penalty: 3878.140869 Iteration 29Q: 3 clusters Score -287567.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -287573.000000 Penalty: 3878.140869 Iteration 30Q: 3 clusters Score -287573 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -287581.875000 Penalty: 3878.140869 Iteration 31Q: 3 clusters Score -287581.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -287590.718750 Penalty: 3878.140869 Iteration 32Q: 3 clusters Score -287590.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -287602.406250 Penalty: 3878.140869 Iteration 33Q: 3 clusters Score -287602.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -287612.812500 Penalty: 3878.140869 Iteration 34Q: 3 clusters Score -287612.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -287623.250000 Penalty: 3878.140869 Iteration 35Q: 3 clusters Score -287623.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -287628.718750 Penalty: 3878.140869 Iteration 36Q: 3 clusters Score -287628.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -287634.375000 Penalty: 3878.140869 Iteration 37Q: 3 clusters Score -287634.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -287636.906250 Penalty: 3878.140869 Iteration 38Q: 3 clusters Score -287636.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -287639.687500 Penalty: 3878.140869 Iteration 39Q: 3 clusters Score -287639.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -287642.656250 Penalty: 3878.140869 Iteration 40F: 3 clusters Score -287642.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -287643.843750 Penalty: 3878.140869 Iteration 41Q: 3 clusters Score -287643.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -287645.187500 Penalty: 3878.140869 Iteration 42Q: 3 clusters Score -287645.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -287647.187500 Penalty: 3878.140869 Iteration 43Q: 3 clusters Score -287647.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -287648.250000 Penalty: 3878.140869 Iteration 44Q: 3 clusters Score -287648.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -287648.937500 Penalty: 3878.140869 Iteration 45Q: 3 clusters Score -287648.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -287648.937500 Penalty: 3878.140869 Iteration 46F: 3 clusters Score -287648.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Entering Unmasked Estep Score: -827922.312500 Penalty: 2212.587646 Iteration 0F: 2 clusters Score -827922.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -821937.750000 Penalty: 4425.175293 Iteration 0F: 3 clusters Score -821937.8 nChanged 3029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -823557.375000 Penalty: 4425.175293 Iteration 1F: 3 clusters Score -823557.4 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -823911.875000 Penalty: 4425.175293 Iteration 2F: 3 clusters Score -823911.9 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -824201.562500 Penalty: 4425.175293 Iteration 3F: 3 clusters Score -824201.6 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -824412.000000 Penalty: 4425.175293 Iteration 4Q: 3 clusters Score -824412 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -824594.437500 Penalty: 4425.175293 Iteration 5Q: 3 clusters Score -824594.4 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -824758.500000 Penalty: 4425.175293 Iteration 6Q: 3 clusters Score -824758.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -824900.937500 Penalty: 4425.175293 Iteration 7Q: 3 clusters Score -824900.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -825046.812500 Penalty: 4425.175293 Iteration 8Q: 3 clusters Score -825046.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -825187.937500 Penalty: 4425.175293 Iteration 9Q: 3 clusters Score -825187.9 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -825329.125000 Penalty: 4425.175293 Iteration 10Q: 3 clusters Score -825329.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -825488.812500 Penalty: 4425.175293 Iteration 11Q: 3 clusters Score -825488.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -825648.250000 Penalty: 4425.175293 Iteration 12Q: 3 clusters Score -825648.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -825816.437500 Penalty: 4425.175293 Iteration 13Q: 3 clusters Score -825816.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -825964.875000 Penalty: 4425.175293 Iteration 14Q: 3 clusters Score -825964.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -826073.687500 Penalty: 4425.175293 Iteration 15Q: 3 clusters Score -826073.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -826136.437500 Penalty: 4425.175293 Iteration 16Q: 3 clusters Score -826136.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -826187.437500 Penalty: 4425.175293 Iteration 17Q: 3 clusters Score -826187.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -826231.125000 Penalty: 4425.175293 Iteration 18Q: 3 clusters Score -826231.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -826262.312500 Penalty: 4425.175293 Iteration 19Q: 3 clusters Score -826262.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -826292.625000 Penalty: 4425.175293 Iteration 20F: 3 clusters Score -826292.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -826313.937500 Penalty: 4425.175293 Iteration 21Q: 3 clusters Score -826313.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -826331.687500 Penalty: 4425.175293 Iteration 22Q: 3 clusters Score -826331.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -826342.625000 Penalty: 4425.175293 Iteration 23Q: 3 clusters Score -826342.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -826346.937500 Penalty: 4425.175293 Iteration 24Q: 3 clusters Score -826346.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -826351.562500 Penalty: 4425.175293 Iteration 25Q: 3 clusters Score -826351.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -826356.875000 Penalty: 4425.175293 Iteration 26Q: 3 clusters Score -826356.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -826361.437500 Penalty: 4425.175293 Iteration 27Q: 3 clusters Score -826361.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -826364.500000 Penalty: 4425.175293 Iteration 28Q: 3 clusters Score -826364.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -826364.437500 Penalty: 4425.175293 Iteration 29Q: 3 clusters Score -826364.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -826364.750000 Penalty: 4425.175293 Iteration 30Q: 3 clusters Score -826364.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -826366.750000 Penalty: 4425.175293 Iteration 31Q: 3 clusters Score -826366.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -826367.437500 Penalty: 4425.175293 Iteration 32Q: 3 clusters Score -826367.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -826367.875000 Penalty: 4425.175293 Iteration 33Q: 3 clusters Score -826367.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -826368.062500 Penalty: 4425.175293 Iteration 34Q: 3 clusters Score -826368.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -826368.250000 Penalty: 4425.175293 Iteration 35Q: 3 clusters Score -826368.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -826370.125000 Penalty: 4425.175293 Iteration 36Q: 3 clusters Score -826370.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -826371.187500 Penalty: 4425.175293 Iteration 37Q: 3 clusters Score -826371.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -826375.312500 Penalty: 4425.175293 Iteration 38Q: 3 clusters Score -826375.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -826376.125000 Penalty: 4425.175293 Iteration 39Q: 3 clusters Score -826376.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -826381.125000 Penalty: 4425.175293 Iteration 40F: 3 clusters Score -826381.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -826383.500000 Penalty: 4425.175293 Iteration 41Q: 3 clusters Score -826383.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -826382.187500 Penalty: 4425.175293 Iteration 42Q: 3 clusters Score -826382.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -826382.937500 Penalty: 4425.175293 Iteration 43Q: 3 clusters Score -826382.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -826382.937500 Penalty: 4425.175293 Iteration 44F: 3 clusters Score -826382.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (101186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101186 members Entering Unmasked Estep Score: -12265590.000000 Penalty: 2858.129395 Iteration 0F: 2 clusters Score -1.226559e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50521 members Mstep: Class 2 contains 50665 members Entering Unmasked Estep Score: -12197987.000000 Penalty: 5716.258789 Iteration 0F: 3 clusters Score -1.219799e+07 nChanged 47866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50053 members Mstep: Class 2 contains 51133 members Entering Unmasked Estep Score: -12225093.000000 Penalty: 5716.258789 Iteration 1F: 3 clusters Score -1.222509e+07 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49638 members Mstep: Class 2 contains 51548 members Entering Unmasked Estep Score: -12225956.000000 Penalty: 5716.258789 Iteration 2Q: 3 clusters Score -1.222596e+07 nChanged 3488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49094 members Mstep: Class 2 contains 52092 members Entering Unmasked Estep Score: -12226964.000000 Penalty: 5716.258789 Iteration 3Q: 3 clusters Score -1.222696e+07 nChanged 3570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48330 members Mstep: Class 2 contains 52856 members Entering Unmasked Estep Score: -12227977.000000 Penalty: 5716.258789 Iteration 4Q: 3 clusters Score -1.222798e+07 nChanged 3861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47193 members Mstep: Class 2 contains 53993 members Entering Unmasked Estep Score: -12229456.000000 Penalty: 5716.258789 Iteration 5Q: 3 clusters Score -1.222946e+07 nChanged 4297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45622 members Mstep: Class 2 contains 55564 members Entering Unmasked Estep Score: -12231210.000000 Penalty: 5716.258789 Iteration 6Q: 3 clusters Score -1.223121e+07 nChanged 4818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43412 members Mstep: Class 2 contains 57774 members Entering Unmasked Estep Score: -12233707.000000 Penalty: 5716.258789 Iteration 7Q: 3 clusters Score -1.223371e+07 nChanged 5505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40513 members Mstep: Class 2 contains 60673 members Entering Unmasked Estep Score: -12237066.000000 Penalty: 5716.258789 Iteration 8F: 3 clusters Score -1.223707e+07 nChanged 6019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37030 members Mstep: Class 2 contains 64156 members Entering Unmasked Estep Score: -12240930.000000 Penalty: 5716.258789 Iteration 9F: 3 clusters Score -1.224093e+07 nChanged 5999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33305 members Mstep: Class 2 contains 67881 members Entering Unmasked Estep Score: -12244753.000000 Penalty: 5716.258789 Iteration 10F: 3 clusters Score -1.224475e+07 nChanged 5266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29955 members Mstep: Class 2 contains 71231 members Entering Unmasked Estep Score: -12247974.000000 Penalty: 5716.258789 Iteration 11F: 3 clusters Score -1.224797e+07 nChanged 4269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27106 members Mstep: Class 2 contains 74080 members Entering Unmasked Estep Score: -12250158.000000 Penalty: 5716.258789 Iteration 12Q: 3 clusters Score -1.225016e+07 nChanged 3210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24672 members Mstep: Class 2 contains 76514 members Entering Unmasked Estep Score: -12251607.000000 Penalty: 5716.258789 Iteration 13Q: 3 clusters Score -1.225161e+07 nChanged 2571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22451 members Mstep: Class 2 contains 78735 members Entering Unmasked Estep Score: -12252719.000000 Penalty: 5716.258789 Iteration 14Q: 3 clusters Score -1.225272e+07 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20283 members Mstep: Class 2 contains 80903 members Entering Unmasked Estep Score: -12253752.000000 Penalty: 5716.258789 Iteration 15Q: 3 clusters Score -1.225375e+07 nChanged 2068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18265 members Mstep: Class 2 contains 82921 members Entering Unmasked Estep Score: -12254721.000000 Penalty: 5716.258789 Iteration 16Q: 3 clusters Score -1.225472e+07 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16354 members Mstep: Class 2 contains 84832 members Entering Unmasked Estep Score: -12255633.000000 Penalty: 5716.258789 Iteration 17Q: 3 clusters Score -1.225563e+07 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14518 members Mstep: Class 2 contains 86668 members Entering Unmasked Estep Score: -12256393.000000 Penalty: 5716.258789 Iteration 18Q: 3 clusters Score -1.225639e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12750 members Mstep: Class 2 contains 88436 members Entering Unmasked Estep Score: -12257230.000000 Penalty: 5716.258789 Iteration 19Q: 3 clusters Score -1.225723e+07 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 90124 members Entering Unmasked Estep Score: -12258016.000000 Penalty: 5716.258789 Iteration 20F: 3 clusters Score -1.225802e+07 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 91670 members Entering Unmasked Estep Score: -12258718.000000 Penalty: 5716.258789 Iteration 21Q: 3 clusters Score -1.225872e+07 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 93125 members Entering Unmasked Estep Score: -12259448.000000 Penalty: 5716.258789 Iteration 22Q: 3 clusters Score -1.225945e+07 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 94436 members Entering Unmasked Estep Score: -12260149.000000 Penalty: 5716.258789 Iteration 23Q: 3 clusters Score -1.226015e+07 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 95615 members Entering Unmasked Estep Score: -12260818.000000 Penalty: 5716.258789 Iteration 24Q: 3 clusters Score -1.226082e+07 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 96648 members Entering Unmasked Estep Score: -12261320.000000 Penalty: 5716.258789 Iteration 25Q: 3 clusters Score -1.226132e+07 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 97518 members Entering Unmasked Estep Score: -12261769.000000 Penalty: 5716.258789 Iteration 26Q: 3 clusters Score -1.226177e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 98191 members Entering Unmasked Estep Score: -12262101.000000 Penalty: 5716.258789 Iteration 27Q: 3 clusters Score -1.22621e+07 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 98785 members Entering Unmasked Estep Score: -12262360.000000 Penalty: 5716.258789 Iteration 28Q: 3 clusters Score -1.226236e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 99251 members Entering Unmasked Estep Score: -12262639.000000 Penalty: 5716.258789 Iteration 29Q: 3 clusters Score -1.226264e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 99562 members Entering Unmasked Estep Score: -12262762.000000 Penalty: 5716.258789 Iteration 30Q: 3 clusters Score -1.226276e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 99790 members Entering Unmasked Estep Score: -12262856.000000 Penalty: 5716.258789 Iteration 31Q: 3 clusters Score -1.226286e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 99944 members Entering Unmasked Estep Score: -12262917.000000 Penalty: 5716.258789 Iteration 32Q: 3 clusters Score -1.226292e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 100057 members Entering Unmasked Estep Score: -12263017.000000 Penalty: 5716.258789 Iteration 33Q: 3 clusters Score -1.226302e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 100142 members Entering Unmasked Estep Score: -12263063.000000 Penalty: 5716.258789 Iteration 34Q: 3 clusters Score -1.226306e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 100214 members Entering Unmasked Estep Score: -12263118.000000 Penalty: 5716.258789 Iteration 35Q: 3 clusters Score -1.226312e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 100269 members Entering Unmasked Estep Score: -12263145.000000 Penalty: 5716.258789 Iteration 36Q: 3 clusters Score -1.226314e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 100298 members Entering Unmasked Estep Score: -12263165.000000 Penalty: 5716.258789 Iteration 37Q: 3 clusters Score -1.226316e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 100324 members Entering Unmasked Estep Score: -12263170.000000 Penalty: 5716.258789 Iteration 38Q: 3 clusters Score -1.226317e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 100351 members Entering Unmasked Estep Score: -12263192.000000 Penalty: 5716.258789 Iteration 39Q: 3 clusters Score -1.226319e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 100375 members Entering Unmasked Estep Score: -12263182.000000 Penalty: 5716.258789 Iteration 40F: 3 clusters Score -1.226318e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 100396 members Entering Unmasked Estep Score: -12263206.000000 Penalty: 5716.258789 Iteration 41Q: 3 clusters Score -1.226321e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 100415 members Entering Unmasked Estep Score: -12263212.000000 Penalty: 5716.258789 Iteration 42Q: 3 clusters Score -1.226321e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 100426 members Entering Unmasked Estep Score: -12263228.000000 Penalty: 5716.258789 Iteration 43Q: 3 clusters Score -1.226323e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 100436 members Entering Unmasked Estep Score: -12263247.000000 Penalty: 5716.258789 Iteration 44Q: 3 clusters Score -1.226325e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 100451 members Entering Unmasked Estep Score: -12263250.000000 Penalty: 5716.258789 Iteration 45Q: 3 clusters Score -1.226325e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 100462 members Entering Unmasked Estep Score: -12263256.000000 Penalty: 5716.258789 Iteration 46Q: 3 clusters Score -1.226326e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 100470 members Entering Unmasked Estep Score: -12263262.000000 Penalty: 5716.258789 Iteration 47Q: 3 clusters Score -1.226326e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 100477 members Entering Unmasked Estep Score: -12263275.000000 Penalty: 5716.258789 Iteration 48Q: 3 clusters Score -1.226328e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 100482 members Entering Unmasked Estep Score: -12263278.000000 Penalty: 5716.258789 Iteration 49Q: 3 clusters Score -1.226328e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 100483 members Entering Unmasked Estep Score: -12263286.000000 Penalty: 5716.258789 Iteration 50Q: 3 clusters Score -1.226329e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 100488 members Entering Unmasked Estep Score: -12263302.000000 Penalty: 5716.258789 Iteration 51Q: 3 clusters Score -1.22633e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 100493 members Entering Unmasked Estep Score: -12263303.000000 Penalty: 5716.258789 Iteration 52Q: 3 clusters Score -1.22633e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 100496 members Entering Unmasked Estep Score: -12263295.000000 Penalty: 5716.258789 Iteration 53Q: 3 clusters Score -1.22633e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 100501 members Entering Unmasked Estep Score: -12263299.000000 Penalty: 5716.258789 Iteration 54Q: 3 clusters Score -1.22633e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 100504 members Entering Unmasked Estep Score: -12263312.000000 Penalty: 5716.258789 Iteration 55Q: 3 clusters Score -1.226331e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 100506 members Entering Unmasked Estep Score: -12263309.000000 Penalty: 5716.258789 Iteration 56Q: 3 clusters Score -1.226331e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 100504 members Entering Unmasked Estep Score: -12263312.000000 Penalty: 5716.258789 Iteration 57Q: 3 clusters Score -1.226331e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 100503 members Entering Unmasked Estep Score: -12263308.000000 Penalty: 5716.258789 Iteration 58Q: 3 clusters Score -1.226331e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 100503 members Entering Unmasked Estep Score: -12263308.000000 Penalty: 5716.258789 Iteration 59F: 3 clusters Score -1.226331e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Entering Unmasked Estep Score: -663586.375000 Penalty: 2151.624512 Iteration 0F: 2 clusters Score -663586.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -658587.687500 Penalty: 4303.249023 Iteration 0F: 3 clusters Score -658587.7 nChanged 2305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -660520.625000 Penalty: 4303.249023 Iteration 1F: 3 clusters Score -660520.6 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -662979.000000 Penalty: 4303.249023 Iteration 2F: 3 clusters Score -662979 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -665980.375000 Penalty: 4303.249023 Iteration 3F: 3 clusters Score -665980.4 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -667161.000000 Penalty: 4303.249023 Iteration 4F: 3 clusters Score -667161 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -667487.625000 Penalty: 4303.249023 Iteration 5Q: 3 clusters Score -667487.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -667547.312500 Penalty: 4303.249023 Iteration 6Q: 3 clusters Score -667547.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -667556.437500 Penalty: 4303.249023 Iteration 7Q: 3 clusters Score -667556.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -667558.312500 Penalty: 4303.249023 Iteration 8Q: 3 clusters Score -667558.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -667560.000000 Penalty: 4303.249023 Iteration 9Q: 3 clusters Score -667560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -667561.062500 Penalty: 4303.249023 Iteration 10Q: 3 clusters Score -667561.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -667561.312500 Penalty: 4303.249023 Iteration 11Q: 3 clusters Score -667561.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -667560.750000 Penalty: 4303.249023 Iteration 12Q: 3 clusters Score -667560.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -667560.750000 Penalty: 4303.249023 Iteration 13F: 3 clusters Score -667560.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53440 members Mstep: Class 2 contains 8761 members Mstep: Class 3 contains 2576 members Mstep: Class 4 contains 2487 members Mstep: Class 5 contains 7493 members Mstep: Class 6 contains 101186 members Mstep: Class 7 contains 3284 members Mstep: Class 8 contains 17321 members Mstep: Class 9 contains 3518 members Mstep: Class 10 contains 16732 members Mstep: Class 11 contains 699 members Mstep: Class 14 contains 10374 members Mstep: Class 15 contains 3667 members Mstep: Class 16 contains 3554 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 28075 members Mstep: Class 23 contains 15288 members Mstep: Class 24 contains 3802 members Entering Unmasked Estep Score: -33496628.000000 Penalty: 56051.496094 Splitting cluster 7 changes total score from -33493430.000000 to -33496628.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 8 (17321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17321 members Entering Unmasked Estep Score: -2080106.750000 Penalty: 2420.399414 Iteration 0F: 2 clusters Score -2080107 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -2067870.750000 Penalty: 4840.798828 Iteration 0F: 3 clusters Score -2067871 nChanged 7542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -2072334.375000 Penalty: 4840.798828 Iteration 1F: 3 clusters Score -2072334 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 9238 members Entering Unmasked Estep Score: -2073586.750000 Penalty: 4840.798828 Iteration 2F: 3 clusters Score -2073587 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -2075597.125000 Penalty: 4840.798828 Iteration 3F: 3 clusters Score -2075597 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 10312 members Entering Unmasked Estep Score: -2078226.125000 Penalty: 4840.798828 Iteration 4F: 3 clusters Score -2078226 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -2081016.875000 Penalty: 4840.798828 Iteration 5F: 3 clusters Score -2081017 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -2082234.000000 Penalty: 4840.798828 Iteration 6F: 3 clusters Score -2082234 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -2082694.750000 Penalty: 4840.798828 Iteration 7Q: 3 clusters Score -2082695 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 11920 members Entering Unmasked Estep Score: -2082949.500000 Penalty: 4840.798828 Iteration 8Q: 3 clusters Score -2082950 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 12127 members Entering Unmasked Estep Score: -2083128.625000 Penalty: 4840.798828 Iteration 9Q: 3 clusters Score -2083129 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -2083307.625000 Penalty: 4840.798828 Iteration 10Q: 3 clusters Score -2083308 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 12478 members Entering Unmasked Estep Score: -2083501.250000 Penalty: 4840.798828 Iteration 11Q: 3 clusters Score -2083501 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 12656 members Entering Unmasked Estep Score: -2083699.375000 Penalty: 4840.798828 Iteration 12Q: 3 clusters Score -2083699 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -2083813.500000 Penalty: 4840.798828 Iteration 13Q: 3 clusters Score -2083814 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -2083871.875000 Penalty: 4840.798828 Iteration 14Q: 3 clusters Score -2083872 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 12992 members Entering Unmasked Estep Score: -2083908.875000 Penalty: 4840.798828 Iteration 15Q: 3 clusters Score -2083909 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 13043 members Entering Unmasked Estep Score: -2083928.750000 Penalty: 4840.798828 Iteration 16Q: 3 clusters Score -2083929 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 13086 members Entering Unmasked Estep Score: -2083943.125000 Penalty: 4840.798828 Iteration 17Q: 3 clusters Score -2083943 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 13119 members Entering Unmasked Estep Score: -2083948.625000 Penalty: 4840.798828 Iteration 18Q: 3 clusters Score -2083949 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 13134 members Entering Unmasked Estep Score: -2083957.500000 Penalty: 4840.798828 Iteration 19Q: 3 clusters Score -2083958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 13136 members Entering Unmasked Estep Score: -2083955.000000 Penalty: 4840.798828 Iteration 20F: 3 clusters Score -2083955 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53440 members Mstep: Class 2 contains 8761 members Mstep: Class 3 contains 2576 members Mstep: Class 4 contains 2487 members Mstep: Class 5 contains 7493 members Mstep: Class 6 contains 101186 members Mstep: Class 7 contains 3284 members Mstep: Class 8 contains 4185 members Mstep: Class 9 contains 3518 members Mstep: Class 10 contains 16732 members Mstep: Class 11 contains 699 members Mstep: Class 12 contains 13136 members Mstep: Class 14 contains 10374 members Mstep: Class 15 contains 3667 members Mstep: Class 16 contains 3554 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 28075 members Mstep: Class 23 contains 15288 members Mstep: Class 24 contains 3802 members Entering Unmasked Estep Score: -33499670.000000 Penalty: 59165.464844 Splitting cluster 8 changes total score from -33493430.000000 to -33499670.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 9 (3518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Entering Unmasked Estep Score: -416860.562500 Penalty: 2025.080566 Iteration 0F: 2 clusters Score -416860.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -413253.031250 Penalty: 4050.161133 Iteration 0F: 3 clusters Score -413253 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -414099.468750 Penalty: 4050.161133 Iteration 1F: 3 clusters Score -414099.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -414320.468750 Penalty: 4050.161133 Iteration 2F: 3 clusters Score -414320.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -414463.656250 Penalty: 4050.161133 Iteration 3F: 3 clusters Score -414463.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -414573.750000 Penalty: 4050.161133 Iteration 4Q: 3 clusters Score -414573.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -414662.562500 Penalty: 4050.161133 Iteration 5Q: 3 clusters Score -414662.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -414752.250000 Penalty: 4050.161133 Iteration 6Q: 3 clusters Score -414752.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -414850.500000 Penalty: 4050.161133 Iteration 7Q: 3 clusters Score -414850.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -414938.156250 Penalty: 4050.161133 Iteration 8Q: 3 clusters Score -414938.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -415027.312500 Penalty: 4050.161133 Iteration 9Q: 3 clusters Score -415027.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -415099.781250 Penalty: 4050.161133 Iteration 10Q: 3 clusters Score -415099.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -415153.656250 Penalty: 4050.161133 Iteration 11Q: 3 clusters Score -415153.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -415195.875000 Penalty: 4050.161133 Iteration 12Q: 3 clusters Score -415195.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -415228.500000 Penalty: 4050.161133 Iteration 13Q: 3 clusters Score -415228.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -415258.906250 Penalty: 4050.161133 Iteration 14Q: 3 clusters Score -415258.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -415285.031250 Penalty: 4050.161133 Iteration 15Q: 3 clusters Score -415285 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -415300.656250 Penalty: 4050.161133 Iteration 16Q: 3 clusters Score -415300.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -415313.625000 Penalty: 4050.161133 Iteration 17Q: 3 clusters Score -415313.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -415327.062500 Penalty: 4050.161133 Iteration 18Q: 3 clusters Score -415327.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -415334.656250 Penalty: 4050.161133 Iteration 19Q: 3 clusters Score -415334.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -415339.937500 Penalty: 4050.161133 Iteration 20F: 3 clusters Score -415339.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -415344.343750 Penalty: 4050.161133 Iteration 21Q: 3 clusters Score -415344.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -415347.781250 Penalty: 4050.161133 Iteration 22Q: 3 clusters Score -415347.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -415350.625000 Penalty: 4050.161133 Iteration 23Q: 3 clusters Score -415350.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -415351.656250 Penalty: 4050.161133 Iteration 24Q: 3 clusters Score -415351.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -415352.500000 Penalty: 4050.161133 Iteration 25Q: 3 clusters Score -415352.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -415353.500000 Penalty: 4050.161133 Iteration 26Q: 3 clusters Score -415353.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -415354.187500 Penalty: 4050.161133 Iteration 27Q: 3 clusters Score -415354.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -415354.812500 Penalty: 4050.161133 Iteration 28Q: 3 clusters Score -415354.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -415354.812500 Penalty: 4050.161133 Iteration 29F: 3 clusters Score -415354.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (16732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16732 members Entering Unmasked Estep Score: -2020778.875000 Penalty: 2411.819580 Iteration 0F: 2 clusters Score -2020779 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8239 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -2008742.875000 Penalty: 4823.639160 Iteration 0F: 3 clusters Score -2008743 nChanged 7253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -2012661.000000 Penalty: 4823.639160 Iteration 1F: 3 clusters Score -2012661 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -2013033.500000 Penalty: 4823.639160 Iteration 2F: 3 clusters Score -2013034 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -2013351.125000 Penalty: 4823.639160 Iteration 3Q: 3 clusters Score -2013351 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -2013672.500000 Penalty: 4823.639160 Iteration 4Q: 3 clusters Score -2013672 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 10821 members Entering Unmasked Estep Score: -2014063.625000 Penalty: 4823.639160 Iteration 5Q: 3 clusters Score -2014064 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -2014573.625000 Penalty: 4823.639160 Iteration 6F: 3 clusters Score -2014574 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 12483 members Entering Unmasked Estep Score: -2015213.625000 Penalty: 4823.639160 Iteration 7F: 3 clusters Score -2015214 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 13494 members Entering Unmasked Estep Score: -2016024.625000 Penalty: 4823.639160 Iteration 8F: 3 clusters Score -2016025 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 14391 members Entering Unmasked Estep Score: -2016797.750000 Penalty: 4823.639160 Iteration 9F: 3 clusters Score -2016798 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 15144 members Entering Unmasked Estep Score: -2017477.625000 Penalty: 4823.639160 Iteration 10Q: 3 clusters Score -2017478 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 15676 members Entering Unmasked Estep Score: -2017973.000000 Penalty: 4823.639160 Iteration 11Q: 3 clusters Score -2017973 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 16000 members Entering Unmasked Estep Score: -2018238.000000 Penalty: 4823.639160 Iteration 12Q: 3 clusters Score -2018238 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -2018386.625000 Penalty: 4823.639160 Iteration 13Q: 3 clusters Score -2018387 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 16262 members Entering Unmasked Estep Score: -2018483.625000 Penalty: 4823.639160 Iteration 14Q: 3 clusters Score -2018484 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 16324 members Entering Unmasked Estep Score: -2018553.000000 Penalty: 4823.639160 Iteration 15Q: 3 clusters Score -2018553 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 16364 members Entering Unmasked Estep Score: -2018603.125000 Penalty: 4823.639160 Iteration 16Q: 3 clusters Score -2018603 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 16386 members Entering Unmasked Estep Score: -2018624.375000 Penalty: 4823.639160 Iteration 17Q: 3 clusters Score -2018624 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 16403 members Entering Unmasked Estep Score: -2018647.250000 Penalty: 4823.639160 Iteration 18Q: 3 clusters Score -2018647 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 16411 members Entering Unmasked Estep Score: -2018653.125000 Penalty: 4823.639160 Iteration 19Q: 3 clusters Score -2018653 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 16415 members Entering Unmasked Estep Score: -2018660.000000 Penalty: 4823.639160 Iteration 20F: 3 clusters Score -2018660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 16420 members Entering Unmasked Estep Score: -2018665.000000 Penalty: 4823.639160 Iteration 21Q: 3 clusters Score -2018665 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 16422 members Entering Unmasked Estep Score: -2018673.625000 Penalty: 4823.639160 Iteration 22Q: 3 clusters Score -2018674 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -2018674.125000 Penalty: 4823.639160 Iteration 23Q: 3 clusters Score -2018674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 16424 members Entering Unmasked Estep Score: -2018674.375000 Penalty: 4823.639160 Iteration 24Q: 3 clusters Score -2018674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -2018672.875000 Penalty: 4823.639160 Iteration 25Q: 3 clusters Score -2018673 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -2018672.875000 Penalty: 4823.639160 Iteration 26F: 3 clusters Score -2018673 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Entering Unmasked Estep Score: -70018.585938 Penalty: 1624.313354 Iteration 0F: 2 clusters Score -70018.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -68347.101562 Penalty: 3248.626709 Iteration 0F: 3 clusters Score -68347.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -68568.085938 Penalty: 3248.626709 Iteration 1F: 3 clusters Score -68568.09 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -68661.500000 Penalty: 3248.626709 Iteration 2F: 3 clusters Score -68661.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -68750.601562 Penalty: 3248.626709 Iteration 3F: 3 clusters Score -68750.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -68874.523438 Penalty: 3248.626709 Iteration 4F: 3 clusters Score -68874.52 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -68958.468750 Penalty: 3248.626709 Iteration 5Q: 3 clusters Score -68958.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -69013.937500 Penalty: 3248.626709 Iteration 6Q: 3 clusters Score -69013.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -69059.445312 Penalty: 3248.626709 Iteration 7Q: 3 clusters Score -69059.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -69134.242188 Penalty: 3248.626709 Iteration 8Q: 3 clusters Score -69134.24 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -69208.078125 Penalty: 3248.626709 Iteration 9Q: 3 clusters Score -69208.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -69317.257812 Penalty: 3248.626709 Iteration 10Q: 3 clusters Score -69317.26 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -69376.539062 Penalty: 3248.626709 Iteration 11Q: 3 clusters Score -69376.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -69416.601562 Penalty: 3248.626709 Iteration 12Q: 3 clusters Score -69416.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -69437.906250 Penalty: 3248.626709 Iteration 13Q: 3 clusters Score -69437.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -69461.109375 Penalty: 3248.626709 Iteration 14Q: 3 clusters Score -69461.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -69476.609375 Penalty: 3248.626709 Iteration 15Q: 3 clusters Score -69476.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -69506.687500 Penalty: 3248.626709 Iteration 16Q: 3 clusters Score -69506.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -69564.273438 Penalty: 3248.626709 Iteration 17Q: 3 clusters Score -69564.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -69610.679688 Penalty: 3248.626709 Iteration 18Q: 3 clusters Score -69610.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -69654.898438 Penalty: 3248.626709 Iteration 19Q: 3 clusters Score -69654.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -69699.601562 Penalty: 3248.626709 Iteration 20F: 3 clusters Score -69699.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -69742.890625 Penalty: 3248.626709 Iteration 21Q: 3 clusters Score -69742.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -69756.992188 Penalty: 3248.626709 Iteration 22Q: 3 clusters Score -69756.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -69764.117188 Penalty: 3248.626709 Iteration 23Q: 3 clusters Score -69764.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -69767.023438 Penalty: 3248.626709 Iteration 24Q: 3 clusters Score -69767.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -69767.023438 Penalty: 3248.626709 Iteration 25F: 3 clusters Score -69767.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (10374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Entering Unmasked Estep Score: -1248205.250000 Penalty: 2293.270264 Iteration 0F: 2 clusters Score -1248205 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -1240292.000000 Penalty: 4586.540527 Iteration 0F: 3 clusters Score -1240292 nChanged 4294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1242662.000000 Penalty: 4586.540527 Iteration 1F: 3 clusters Score -1242662 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1243005.500000 Penalty: 4586.540527 Iteration 2F: 3 clusters Score -1243006 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -1243250.375000 Penalty: 4586.540527 Iteration 3F: 3 clusters Score -1243250 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -1243433.000000 Penalty: 4586.540527 Iteration 4Q: 3 clusters Score -1243433 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -1243641.875000 Penalty: 4586.540527 Iteration 5Q: 3 clusters Score -1243642 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -1243862.750000 Penalty: 4586.540527 Iteration 6Q: 3 clusters Score -1243863 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -1244129.500000 Penalty: 4586.540527 Iteration 7Q: 3 clusters Score -1244130 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1244422.500000 Penalty: 4586.540527 Iteration 8Q: 3 clusters Score -1244422 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -1244679.250000 Penalty: 4586.540527 Iteration 9Q: 3 clusters Score -1244679 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1244891.250000 Penalty: 4586.540527 Iteration 10Q: 3 clusters Score -1244891 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -1245101.625000 Penalty: 4586.540527 Iteration 11Q: 3 clusters Score -1245102 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1245332.750000 Penalty: 4586.540527 Iteration 12Q: 3 clusters Score -1245333 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -1245558.500000 Penalty: 4586.540527 Iteration 13Q: 3 clusters Score -1245558 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -1245759.125000 Penalty: 4586.540527 Iteration 14Q: 3 clusters Score -1245759 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -1245916.375000 Penalty: 4586.540527 Iteration 15Q: 3 clusters Score -1245916 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -1246056.000000 Penalty: 4586.540527 Iteration 16Q: 3 clusters Score -1246056 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -1246184.125000 Penalty: 4586.540527 Iteration 17Q: 3 clusters Score -1246184 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 8740 members Entering Unmasked Estep Score: -1246257.875000 Penalty: 4586.540527 Iteration 18Q: 3 clusters Score -1246258 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -1246313.625000 Penalty: 4586.540527 Iteration 19Q: 3 clusters Score -1246314 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -1246365.000000 Penalty: 4586.540527 Iteration 20F: 3 clusters Score -1246365 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -1246410.250000 Penalty: 4586.540527 Iteration 21Q: 3 clusters Score -1246410 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 9031 members Entering Unmasked Estep Score: -1246450.750000 Penalty: 4586.540527 Iteration 22Q: 3 clusters Score -1246451 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -1246477.875000 Penalty: 4586.540527 Iteration 23Q: 3 clusters Score -1246478 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -1246501.250000 Penalty: 4586.540527 Iteration 24Q: 3 clusters Score -1246501 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -1246512.750000 Penalty: 4586.540527 Iteration 25Q: 3 clusters Score -1246513 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 9161 members Entering Unmasked Estep Score: -1246526.375000 Penalty: 4586.540527 Iteration 26Q: 3 clusters Score -1246526 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 9185 members Entering Unmasked Estep Score: -1246541.500000 Penalty: 4586.540527 Iteration 27Q: 3 clusters Score -1246542 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -1246558.000000 Penalty: 4586.540527 Iteration 28Q: 3 clusters Score -1246558 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -1246566.000000 Penalty: 4586.540527 Iteration 29Q: 3 clusters Score -1246566 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 9246 members Entering Unmasked Estep Score: -1246574.250000 Penalty: 4586.540527 Iteration 30Q: 3 clusters Score -1246574 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -1246577.750000 Penalty: 4586.540527 Iteration 31Q: 3 clusters Score -1246578 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -1246578.875000 Penalty: 4586.540527 Iteration 32Q: 3 clusters Score -1246579 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -1246580.125000 Penalty: 4586.540527 Iteration 33Q: 3 clusters Score -1246580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -1246581.000000 Penalty: 4586.540527 Iteration 34Q: 3 clusters Score -1246581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -1246582.875000 Penalty: 4586.540527 Iteration 35Q: 3 clusters Score -1246583 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -1246585.250000 Penalty: 4586.540527 Iteration 36Q: 3 clusters Score -1246585 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -1246589.250000 Penalty: 4586.540527 Iteration 37Q: 3 clusters Score -1246589 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -1246588.250000 Penalty: 4586.540527 Iteration 38Q: 3 clusters Score -1246588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -1246588.500000 Penalty: 4586.540527 Iteration 39Q: 3 clusters Score -1246588 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -1246590.500000 Penalty: 4586.540527 Iteration 40F: 3 clusters Score -1246590 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -1246599.375000 Penalty: 4586.540527 Iteration 41Q: 3 clusters Score -1246599 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -1246600.750000 Penalty: 4586.540527 Iteration 42Q: 3 clusters Score -1246601 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -1246604.375000 Penalty: 4586.540527 Iteration 43Q: 3 clusters Score -1246604 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -1246604.875000 Penalty: 4586.540527 Iteration 44Q: 3 clusters Score -1246605 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 9324 members Entering Unmasked Estep Score: -1246610.375000 Penalty: 4586.540527 Iteration 45Q: 3 clusters Score -1246610 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -1246614.125000 Penalty: 4586.540527 Iteration 46Q: 3 clusters Score -1246614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -1246613.375000 Penalty: 4586.540527 Iteration 47Q: 3 clusters Score -1246613 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 9340 members Entering Unmasked Estep Score: -1246615.375000 Penalty: 4586.540527 Iteration 48Q: 3 clusters Score -1246615 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -1246620.375000 Penalty: 4586.540527 Iteration 49Q: 3 clusters Score -1246620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -1246620.875000 Penalty: 4586.540527 Iteration 50Q: 3 clusters Score -1246621 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -1246622.500000 Penalty: 4586.540527 Iteration 51Q: 3 clusters Score -1246622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -1246621.875000 Penalty: 4586.540527 Iteration 52Q: 3 clusters Score -1246622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -1246623.750000 Penalty: 4586.540527 Iteration 53Q: 3 clusters Score -1246624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -1246626.500000 Penalty: 4586.540527 Iteration 54Q: 3 clusters Score -1246626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -1246625.125000 Penalty: 4586.540527 Iteration 55Q: 3 clusters Score -1246625 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -1246625.125000 Penalty: 4586.540527 Iteration 56F: 3 clusters Score -1246625 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Entering Unmasked Estep Score: -439018.406250 Penalty: 2035.368164 Iteration 0F: 2 clusters Score -439018.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -435291.031250 Penalty: 4070.736328 Iteration 0F: 3 clusters Score -435291 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -436159.250000 Penalty: 4070.736328 Iteration 1F: 3 clusters Score -436159.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -436335.875000 Penalty: 4070.736328 Iteration 2F: 3 clusters Score -436335.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -436451.000000 Penalty: 4070.736328 Iteration 3Q: 3 clusters Score -436451 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -436556.062500 Penalty: 4070.736328 Iteration 4Q: 3 clusters Score -436556.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -436639.031250 Penalty: 4070.736328 Iteration 5Q: 3 clusters Score -436639 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -436710.156250 Penalty: 4070.736328 Iteration 6Q: 3 clusters Score -436710.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -436774.031250 Penalty: 4070.736328 Iteration 7Q: 3 clusters Score -436774 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -436827.187500 Penalty: 4070.736328 Iteration 8Q: 3 clusters Score -436827.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -436876.875000 Penalty: 4070.736328 Iteration 9Q: 3 clusters Score -436876.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -436937.375000 Penalty: 4070.736328 Iteration 10Q: 3 clusters Score -436937.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -437027.437500 Penalty: 4070.736328 Iteration 11Q: 3 clusters Score -437027.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -437129.187500 Penalty: 4070.736328 Iteration 12Q: 3 clusters Score -437129.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -437233.031250 Penalty: 4070.736328 Iteration 13Q: 3 clusters Score -437233 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -437312.500000 Penalty: 4070.736328 Iteration 14Q: 3 clusters Score -437312.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -437371.031250 Penalty: 4070.736328 Iteration 15Q: 3 clusters Score -437371 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -437423.937500 Penalty: 4070.736328 Iteration 16Q: 3 clusters Score -437423.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -437474.437500 Penalty: 4070.736328 Iteration 17Q: 3 clusters Score -437474.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -437523.312500 Penalty: 4070.736328 Iteration 18Q: 3 clusters Score -437523.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -437554.281250 Penalty: 4070.736328 Iteration 19Q: 3 clusters Score -437554.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -437579.843750 Penalty: 4070.736328 Iteration 20F: 3 clusters Score -437579.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -437602.843750 Penalty: 4070.736328 Iteration 21Q: 3 clusters Score -437602.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -437622.000000 Penalty: 4070.736328 Iteration 22Q: 3 clusters Score -437622 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -437635.250000 Penalty: 4070.736328 Iteration 23Q: 3 clusters Score -437635.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -437647.562500 Penalty: 4070.736328 Iteration 24Q: 3 clusters Score -437647.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -437667.843750 Penalty: 4070.736328 Iteration 25Q: 3 clusters Score -437667.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -437680.218750 Penalty: 4070.736328 Iteration 26Q: 3 clusters Score -437680.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -437687.281250 Penalty: 4070.736328 Iteration 27Q: 3 clusters Score -437687.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -437692.656250 Penalty: 4070.736328 Iteration 28Q: 3 clusters Score -437692.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -437694.718750 Penalty: 4070.736328 Iteration 29Q: 3 clusters Score -437694.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -437697.562500 Penalty: 4070.736328 Iteration 30Q: 3 clusters Score -437697.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -437700.625000 Penalty: 4070.736328 Iteration 31Q: 3 clusters Score -437700.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -437707.000000 Penalty: 4070.736328 Iteration 32Q: 3 clusters Score -437707 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -437720.406250 Penalty: 4070.736328 Iteration 33Q: 3 clusters Score -437720.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -437732.593750 Penalty: 4070.736328 Iteration 34Q: 3 clusters Score -437732.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -437746.625000 Penalty: 4070.736328 Iteration 35Q: 3 clusters Score -437746.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -437758.031250 Penalty: 4070.736328 Iteration 36Q: 3 clusters Score -437758 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -437769.031250 Penalty: 4070.736328 Iteration 37Q: 3 clusters Score -437769 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -437777.968750 Penalty: 4070.736328 Iteration 38Q: 3 clusters Score -437778 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -437787.250000 Penalty: 4070.736328 Iteration 39Q: 3 clusters Score -437787.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -437793.437500 Penalty: 4070.736328 Iteration 40F: 3 clusters Score -437793.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -437798.125000 Penalty: 4070.736328 Iteration 41Q: 3 clusters Score -437798.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -437800.593750 Penalty: 4070.736328 Iteration 42Q: 3 clusters Score -437800.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -437803.156250 Penalty: 4070.736328 Iteration 43Q: 3 clusters Score -437803.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -437803.843750 Penalty: 4070.736328 Iteration 44Q: 3 clusters Score -437803.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -437805.531250 Penalty: 4070.736328 Iteration 45Q: 3 clusters Score -437805.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -437806.250000 Penalty: 4070.736328 Iteration 46Q: 3 clusters Score -437806.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -437805.937500 Penalty: 4070.736328 Iteration 47Q: 3 clusters Score -437805.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -437805.937500 Penalty: 4070.736328 Iteration 48F: 3 clusters Score -437805.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Entering Unmasked Estep Score: -414071.531250 Penalty: 2027.605591 Iteration 0F: 2 clusters Score -414071.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -410438.093750 Penalty: 4055.211182 Iteration 0F: 3 clusters Score -410438.1 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -411143.156250 Penalty: 4055.211182 Iteration 1F: 3 clusters Score -411143.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -411307.593750 Penalty: 4055.211182 Iteration 2F: 3 clusters Score -411307.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -411408.593750 Penalty: 4055.211182 Iteration 3Q: 3 clusters Score -411408.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -411468.156250 Penalty: 4055.211182 Iteration 4Q: 3 clusters Score -411468.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -411517.156250 Penalty: 4055.211182 Iteration 5Q: 3 clusters Score -411517.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -411551.500000 Penalty: 4055.211182 Iteration 6Q: 3 clusters Score -411551.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -411578.500000 Penalty: 4055.211182 Iteration 7Q: 3 clusters Score -411578.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -411599.687500 Penalty: 4055.211182 Iteration 8Q: 3 clusters Score -411599.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -411613.968750 Penalty: 4055.211182 Iteration 9Q: 3 clusters Score -411614 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -411621.593750 Penalty: 4055.211182 Iteration 10Q: 3 clusters Score -411621.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -411630.562500 Penalty: 4055.211182 Iteration 11Q: 3 clusters Score -411630.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -411640.437500 Penalty: 4055.211182 Iteration 12Q: 3 clusters Score -411640.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -411655.125000 Penalty: 4055.211182 Iteration 13Q: 3 clusters Score -411655.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -411667.125000 Penalty: 4055.211182 Iteration 14Q: 3 clusters Score -411667.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -411676.593750 Penalty: 4055.211182 Iteration 15Q: 3 clusters Score -411676.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -411685.906250 Penalty: 4055.211182 Iteration 16Q: 3 clusters Score -411685.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -411690.562500 Penalty: 4055.211182 Iteration 17Q: 3 clusters Score -411690.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -411693.281250 Penalty: 4055.211182 Iteration 18Q: 3 clusters Score -411693.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -411695.906250 Penalty: 4055.211182 Iteration 19Q: 3 clusters Score -411695.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -411698.656250 Penalty: 4055.211182 Iteration 20F: 3 clusters Score -411698.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -411701.781250 Penalty: 4055.211182 Iteration 21Q: 3 clusters Score -411701.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -411703.656250 Penalty: 4055.211182 Iteration 22Q: 3 clusters Score -411703.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -411705.718750 Penalty: 4055.211182 Iteration 23Q: 3 clusters Score -411705.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -411709.343750 Penalty: 4055.211182 Iteration 24Q: 3 clusters Score -411709.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -411712.281250 Penalty: 4055.211182 Iteration 25Q: 3 clusters Score -411712.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -411714.812500 Penalty: 4055.211182 Iteration 26Q: 3 clusters Score -411714.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -411717.125000 Penalty: 4055.211182 Iteration 27Q: 3 clusters Score -411717.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -411717.750000 Penalty: 4055.211182 Iteration 28Q: 3 clusters Score -411717.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -411718.500000 Penalty: 4055.211182 Iteration 29Q: 3 clusters Score -411718.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -411718.718750 Penalty: 4055.211182 Iteration 30Q: 3 clusters Score -411718.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -411718.718750 Penalty: 4055.211182 Iteration 31F: 3 clusters Score -411718.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Entering Unmasked Estep Score: -195288.171875 Penalty: 1830.612427 Iteration 0F: 2 clusters Score -195288.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -192936.218750 Penalty: 3661.224854 Iteration 0F: 3 clusters Score -192936.2 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -193335.250000 Penalty: 3661.224854 Iteration 1F: 3 clusters Score -193335.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -193422.812500 Penalty: 3661.224854 Iteration 2F: 3 clusters Score -193422.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -193468.781250 Penalty: 3661.224854 Iteration 3Q: 3 clusters Score -193468.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -193494.531250 Penalty: 3661.224854 Iteration 4Q: 3 clusters Score -193494.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -193518.546875 Penalty: 3661.224854 Iteration 5Q: 3 clusters Score -193518.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -193530.015625 Penalty: 3661.224854 Iteration 6Q: 3 clusters Score -193530 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -193537.578125 Penalty: 3661.224854 Iteration 7Q: 3 clusters Score -193537.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -193543.734375 Penalty: 3661.224854 Iteration 8Q: 3 clusters Score -193543.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -193550.703125 Penalty: 3661.224854 Iteration 9Q: 3 clusters Score -193550.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -193556.000000 Penalty: 3661.224854 Iteration 10Q: 3 clusters Score -193556 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -193560.609375 Penalty: 3661.224854 Iteration 11Q: 3 clusters Score -193560.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -193564.609375 Penalty: 3661.224854 Iteration 12Q: 3 clusters Score -193564.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -193566.531250 Penalty: 3661.224854 Iteration 13Q: 3 clusters Score -193566.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -193568.000000 Penalty: 3661.224854 Iteration 14Q: 3 clusters Score -193568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -193568.000000 Penalty: 3661.224854 Iteration 15F: 3 clusters Score -193568 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (28075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28075 members Entering Unmasked Estep Score: -3389127.000000 Penalty: 2540.173340 Iteration 0F: 2 clusters Score -3389127 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13919 members Mstep: Class 2 contains 14156 members Entering Unmasked Estep Score: -3369815.500000 Penalty: 5080.346680 Iteration 0F: 3 clusters Score -3369816 nChanged 12550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 15116 members Entering Unmasked Estep Score: -3376621.750000 Penalty: 5080.346680 Iteration 1F: 3 clusters Score -3376622 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 15752 members Entering Unmasked Estep Score: -3377207.250000 Penalty: 5080.346680 Iteration 2F: 3 clusters Score -3377207 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11473 members Mstep: Class 2 contains 16602 members Entering Unmasked Estep Score: -3377918.750000 Penalty: 5080.346680 Iteration 3F: 3 clusters Score -3377919 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 17750 members Entering Unmasked Estep Score: -3378885.750000 Penalty: 5080.346680 Iteration 4F: 3 clusters Score -3378886 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8919 members Mstep: Class 2 contains 19156 members Entering Unmasked Estep Score: -3380126.250000 Penalty: 5080.346680 Iteration 5F: 3 clusters Score -3380126 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 20688 members Entering Unmasked Estep Score: -3381493.250000 Penalty: 5080.346680 Iteration 6F: 3 clusters Score -3381493 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 22191 members Entering Unmasked Estep Score: -3382882.500000 Penalty: 5080.346680 Iteration 7F: 3 clusters Score -3382882 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 23548 members Entering Unmasked Estep Score: -3384060.000000 Penalty: 5080.346680 Iteration 8F: 3 clusters Score -3384060 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 24639 members Entering Unmasked Estep Score: -3384957.750000 Penalty: 5080.346680 Iteration 9Q: 3 clusters Score -3384958 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 25409 members Entering Unmasked Estep Score: -3385555.750000 Penalty: 5080.346680 Iteration 10Q: 3 clusters Score -3385556 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 25954 members Entering Unmasked Estep Score: -3385997.750000 Penalty: 5080.346680 Iteration 11Q: 3 clusters Score -3385998 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 26348 members Entering Unmasked Estep Score: -3386316.750000 Penalty: 5080.346680 Iteration 12Q: 3 clusters Score -3386317 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 26612 members Entering Unmasked Estep Score: -3386555.250000 Penalty: 5080.346680 Iteration 13Q: 3 clusters Score -3386555 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 26777 members Entering Unmasked Estep Score: -3386700.500000 Penalty: 5080.346680 Iteration 14Q: 3 clusters Score -3386700 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 26887 members Entering Unmasked Estep Score: -3386846.500000 Penalty: 5080.346680 Iteration 15Q: 3 clusters Score -3386846 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 26978 members Entering Unmasked Estep Score: -3386977.500000 Penalty: 5080.346680 Iteration 16Q: 3 clusters Score -3386978 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 27050 members Entering Unmasked Estep Score: -3387068.000000 Penalty: 5080.346680 Iteration 17Q: 3 clusters Score -3387068 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 27096 members Entering Unmasked Estep Score: -3387141.000000 Penalty: 5080.346680 Iteration 18Q: 3 clusters Score -3387141 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 27125 members Entering Unmasked Estep Score: -3387186.500000 Penalty: 5080.346680 Iteration 19Q: 3 clusters Score -3387186 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 27152 members Entering Unmasked Estep Score: -3387201.750000 Penalty: 5080.346680 Iteration 20F: 3 clusters Score -3387202 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 27163 members Entering Unmasked Estep Score: -3387214.500000 Penalty: 5080.346680 Iteration 21Q: 3 clusters Score -3387214 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 27179 members Entering Unmasked Estep Score: -3387229.250000 Penalty: 5080.346680 Iteration 22Q: 3 clusters Score -3387229 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 27187 members Entering Unmasked Estep Score: -3387234.500000 Penalty: 5080.346680 Iteration 23Q: 3 clusters Score -3387234 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 27190 members Entering Unmasked Estep Score: -3387238.500000 Penalty: 5080.346680 Iteration 24Q: 3 clusters Score -3387238 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 27191 members Entering Unmasked Estep Score: -3387236.750000 Penalty: 5080.346680 Iteration 25Q: 3 clusters Score -3387237 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 27191 members Entering Unmasked Estep Score: -3387238.750000 Penalty: 5080.346680 Iteration 26Q: 3 clusters Score -3387239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 27192 members Entering Unmasked Estep Score: -3387233.250000 Penalty: 5080.346680 Iteration 27Q: 3 clusters Score -3387233 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 27194 members Entering Unmasked Estep Score: -3387236.750000 Penalty: 5080.346680 Iteration 28Q: 3 clusters Score -3387237 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 27194 members Entering Unmasked Estep Score: -3387236.750000 Penalty: 5080.346680 Iteration 29F: 3 clusters Score -3387237 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (15288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15288 members Entering Unmasked Estep Score: -1848124.125000 Penalty: 2389.436279 Iteration 0F: 2 clusters Score -1848124 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -1837149.500000 Penalty: 4778.872559 Iteration 0F: 3 clusters Score -1837150 nChanged 6593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -1840659.500000 Penalty: 4778.872559 Iteration 1F: 3 clusters Score -1840660 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 8152 members Entering Unmasked Estep Score: -1841038.500000 Penalty: 4778.872559 Iteration 2F: 3 clusters Score -1841038 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -1841358.875000 Penalty: 4778.872559 Iteration 3Q: 3 clusters Score -1841359 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 8616 members Entering Unmasked Estep Score: -1841648.125000 Penalty: 4778.872559 Iteration 4Q: 3 clusters Score -1841648 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -1841948.625000 Penalty: 4778.872559 Iteration 5Q: 3 clusters Score -1841949 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 9420 members Entering Unmasked Estep Score: -1842314.500000 Penalty: 4778.872559 Iteration 6Q: 3 clusters Score -1842314 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -1842773.750000 Penalty: 4778.872559 Iteration 7Q: 3 clusters Score -1842774 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 10536 members Entering Unmasked Estep Score: -1843339.125000 Penalty: 4778.872559 Iteration 8F: 3 clusters Score -1843339 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -1843944.250000 Penalty: 4778.872559 Iteration 9F: 3 clusters Score -1843944 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -1844463.625000 Penalty: 4778.872559 Iteration 10Q: 3 clusters Score -1844464 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 11991 members Entering Unmasked Estep Score: -1844845.500000 Penalty: 4778.872559 Iteration 11Q: 3 clusters Score -1844846 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 12265 members Entering Unmasked Estep Score: -1845107.125000 Penalty: 4778.872559 Iteration 12Q: 3 clusters Score -1845107 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 12490 members Entering Unmasked Estep Score: -1845290.250000 Penalty: 4778.872559 Iteration 13Q: 3 clusters Score -1845290 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -1845421.500000 Penalty: 4778.872559 Iteration 14Q: 3 clusters Score -1845422 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -1845513.625000 Penalty: 4778.872559 Iteration 15Q: 3 clusters Score -1845514 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 12938 members Entering Unmasked Estep Score: -1845599.625000 Penalty: 4778.872559 Iteration 16Q: 3 clusters Score -1845600 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 13050 members Entering Unmasked Estep Score: -1845658.000000 Penalty: 4778.872559 Iteration 17Q: 3 clusters Score -1845658 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 13139 members Entering Unmasked Estep Score: -1845702.625000 Penalty: 4778.872559 Iteration 18Q: 3 clusters Score -1845703 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 13222 members Entering Unmasked Estep Score: -1845746.125000 Penalty: 4778.872559 Iteration 19Q: 3 clusters Score -1845746 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 13297 members Entering Unmasked Estep Score: -1845773.375000 Penalty: 4778.872559 Iteration 20F: 3 clusters Score -1845773 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 13363 members Entering Unmasked Estep Score: -1845800.250000 Penalty: 4778.872559 Iteration 21Q: 3 clusters Score -1845800 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -1845822.500000 Penalty: 4778.872559 Iteration 22Q: 3 clusters Score -1845822 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 13464 members Entering Unmasked Estep Score: -1845841.250000 Penalty: 4778.872559 Iteration 23Q: 3 clusters Score -1845841 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -1845851.750000 Penalty: 4778.872559 Iteration 24Q: 3 clusters Score -1845852 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -1845866.500000 Penalty: 4778.872559 Iteration 25Q: 3 clusters Score -1845866 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 13574 members Entering Unmasked Estep Score: -1845883.125000 Penalty: 4778.872559 Iteration 26Q: 3 clusters Score -1845883 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 13596 members Entering Unmasked Estep Score: -1845900.750000 Penalty: 4778.872559 Iteration 27Q: 3 clusters Score -1845901 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -1845902.750000 Penalty: 4778.872559 Iteration 28Q: 3 clusters Score -1845903 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -1845911.250000 Penalty: 4778.872559 Iteration 29Q: 3 clusters Score -1845911 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 13672 members Entering Unmasked Estep Score: -1845921.000000 Penalty: 4778.872559 Iteration 30Q: 3 clusters Score -1845921 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -1845926.375000 Penalty: 4778.872559 Iteration 31Q: 3 clusters Score -1845926 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 13707 members Entering Unmasked Estep Score: -1845934.500000 Penalty: 4778.872559 Iteration 32Q: 3 clusters Score -1845934 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -1845938.125000 Penalty: 4778.872559 Iteration 33Q: 3 clusters Score -1845938 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 13737 members Entering Unmasked Estep Score: -1845945.000000 Penalty: 4778.872559 Iteration 34Q: 3 clusters Score -1845945 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 13746 members Entering Unmasked Estep Score: -1845947.500000 Penalty: 4778.872559 Iteration 35Q: 3 clusters Score -1845948 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 13751 members Entering Unmasked Estep Score: -1845946.750000 Penalty: 4778.872559 Iteration 36Q: 3 clusters Score -1845947 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 13757 members Entering Unmasked Estep Score: -1845953.375000 Penalty: 4778.872559 Iteration 37Q: 3 clusters Score -1845953 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 13767 members Entering Unmasked Estep Score: -1845953.125000 Penalty: 4778.872559 Iteration 38Q: 3 clusters Score -1845953 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 13781 members Entering Unmasked Estep Score: -1845957.125000 Penalty: 4778.872559 Iteration 39Q: 3 clusters Score -1845957 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 13793 members Entering Unmasked Estep Score: -1845961.375000 Penalty: 4778.872559 Iteration 40F: 3 clusters Score -1845961 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 13810 members Entering Unmasked Estep Score: -1845967.875000 Penalty: 4778.872559 Iteration 41Q: 3 clusters Score -1845968 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 13823 members Entering Unmasked Estep Score: -1845971.250000 Penalty: 4778.872559 Iteration 42Q: 3 clusters Score -1845971 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 13837 members Entering Unmasked Estep Score: -1845975.000000 Penalty: 4778.872559 Iteration 43Q: 3 clusters Score -1845975 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -1845982.625000 Penalty: 4778.872559 Iteration 44Q: 3 clusters Score -1845983 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 13872 members Entering Unmasked Estep Score: -1845996.000000 Penalty: 4778.872559 Iteration 45Q: 3 clusters Score -1845996 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 13895 members Entering Unmasked Estep Score: -1846004.250000 Penalty: 4778.872559 Iteration 46Q: 3 clusters Score -1846004 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 13911 members Entering Unmasked Estep Score: -1846008.125000 Penalty: 4778.872559 Iteration 47Q: 3 clusters Score -1846008 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 13922 members Entering Unmasked Estep Score: -1846013.625000 Penalty: 4778.872559 Iteration 48Q: 3 clusters Score -1846014 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 13928 members Entering Unmasked Estep Score: -1846015.125000 Penalty: 4778.872559 Iteration 49Q: 3 clusters Score -1846015 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 13937 members Entering Unmasked Estep Score: -1846017.375000 Penalty: 4778.872559 Iteration 50Q: 3 clusters Score -1846017 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 13940 members Entering Unmasked Estep Score: -1846019.375000 Penalty: 4778.872559 Iteration 51Q: 3 clusters Score -1846019 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 13943 members Entering Unmasked Estep Score: -1846021.250000 Penalty: 4778.872559 Iteration 52Q: 3 clusters Score -1846021 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 13949 members Entering Unmasked Estep Score: -1846022.375000 Penalty: 4778.872559 Iteration 53Q: 3 clusters Score -1846022 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 13957 members Entering Unmasked Estep Score: -1846025.875000 Penalty: 4778.872559 Iteration 54Q: 3 clusters Score -1846026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 13962 members Entering Unmasked Estep Score: -1846030.250000 Penalty: 4778.872559 Iteration 55Q: 3 clusters Score -1846030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 13963 members Entering Unmasked Estep Score: -1846029.750000 Penalty: 4778.872559 Iteration 56Q: 3 clusters Score -1846030 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 13964 members Entering Unmasked Estep Score: -1846028.250000 Penalty: 4778.872559 Iteration 57Q: 3 clusters Score -1846028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -1846027.125000 Penalty: 4778.872559 Iteration 58Q: 3 clusters Score -1846027 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -1846029.375000 Penalty: 4778.872559 Iteration 59Q: 3 clusters Score -1846029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 13967 members Entering Unmasked Estep Score: -1846030.625000 Penalty: 4778.872559 Iteration 60F: 3 clusters Score -1846031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -1846029.875000 Penalty: 4778.872559 Iteration 61Q: 3 clusters Score -1846030 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -1846030.875000 Penalty: 4778.872559 Iteration 62Q: 3 clusters Score -1846031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 13968 members Entering Unmasked Estep Score: -1846032.875000 Penalty: 4778.872559 Iteration 63Q: 3 clusters Score -1846033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -1846034.000000 Penalty: 4778.872559 Iteration 64Q: 3 clusters Score -1846034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -1846033.375000 Penalty: 4778.872559 Iteration 65Q: 3 clusters Score -1846033 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -1846033.875000 Penalty: 4778.872559 Iteration 66Q: 3 clusters Score -1846034 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 13969 members Entering Unmasked Estep Score: -1846033.875000 Penalty: 4778.872559 Iteration 67F: 3 clusters Score -1846034 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (3802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Entering Unmasked Estep Score: -454489.468750 Penalty: 2044.333984 Iteration 0F: 2 clusters Score -454489.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -450674.218750 Penalty: 4088.667969 Iteration 0F: 3 clusters Score -450674.2 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -451541.031250 Penalty: 4088.667969 Iteration 1F: 3 clusters Score -451541 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -451788.593750 Penalty: 4088.667969 Iteration 2F: 3 clusters Score -451788.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -451963.625000 Penalty: 4088.667969 Iteration 3F: 3 clusters Score -451963.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -452077.718750 Penalty: 4088.667969 Iteration 4Q: 3 clusters Score -452077.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -452159.812500 Penalty: 4088.667969 Iteration 5Q: 3 clusters Score -452159.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -452227.875000 Penalty: 4088.667969 Iteration 6Q: 3 clusters Score -452227.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -452294.812500 Penalty: 4088.667969 Iteration 7Q: 3 clusters Score -452294.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -452363.937500 Penalty: 4088.667969 Iteration 8Q: 3 clusters Score -452363.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -452419.218750 Penalty: 4088.667969 Iteration 9Q: 3 clusters Score -452419.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -452474.281250 Penalty: 4088.667969 Iteration 10Q: 3 clusters Score -452474.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -452525.156250 Penalty: 4088.667969 Iteration 11Q: 3 clusters Score -452525.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -452564.343750 Penalty: 4088.667969 Iteration 12Q: 3 clusters Score -452564.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -452600.562500 Penalty: 4088.667969 Iteration 13Q: 3 clusters Score -452600.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -452624.437500 Penalty: 4088.667969 Iteration 14Q: 3 clusters Score -452624.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -452655.500000 Penalty: 4088.667969 Iteration 15Q: 3 clusters Score -452655.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -452693.937500 Penalty: 4088.667969 Iteration 16Q: 3 clusters Score -452693.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -452726.218750 Penalty: 4088.667969 Iteration 17Q: 3 clusters Score -452726.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -452761.437500 Penalty: 4088.667969 Iteration 18Q: 3 clusters Score -452761.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -452795.968750 Penalty: 4088.667969 Iteration 19Q: 3 clusters Score -452796 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -452818.718750 Penalty: 4088.667969 Iteration 20F: 3 clusters Score -452818.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -452842.625000 Penalty: 4088.667969 Iteration 21Q: 3 clusters Score -452842.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -452867.750000 Penalty: 4088.667969 Iteration 22Q: 3 clusters Score -452867.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -452883.187500 Penalty: 4088.667969 Iteration 23Q: 3 clusters Score -452883.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -452893.125000 Penalty: 4088.667969 Iteration 24Q: 3 clusters Score -452893.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -452901.343750 Penalty: 4088.667969 Iteration 25Q: 3 clusters Score -452901.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -452910.281250 Penalty: 4088.667969 Iteration 26Q: 3 clusters Score -452910.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -452914.312500 Penalty: 4088.667969 Iteration 27Q: 3 clusters Score -452914.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -452918.000000 Penalty: 4088.667969 Iteration 28Q: 3 clusters Score -452918 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -452921.375000 Penalty: 4088.667969 Iteration 29Q: 3 clusters Score -452921.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -452925.937500 Penalty: 4088.667969 Iteration 30Q: 3 clusters Score -452925.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -452928.406250 Penalty: 4088.667969 Iteration 31Q: 3 clusters Score -452928.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -452931.656250 Penalty: 4088.667969 Iteration 32Q: 3 clusters Score -452931.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -452933.781250 Penalty: 4088.667969 Iteration 33Q: 3 clusters Score -452933.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -452935.656250 Penalty: 4088.667969 Iteration 34Q: 3 clusters Score -452935.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -452935.593750 Penalty: 4088.667969 Iteration 35Q: 3 clusters Score -452935.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -452938.250000 Penalty: 4088.667969 Iteration 36Q: 3 clusters Score -452938.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -452938.843750 Penalty: 4088.667969 Iteration 37Q: 3 clusters Score -452938.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -452938.187500 Penalty: 4088.667969 Iteration 38Q: 3 clusters Score -452938.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -452938.750000 Penalty: 4088.667969 Iteration 39Q: 3 clusters Score -452938.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -452939.437500 Penalty: 4088.667969 Iteration 40F: 3 clusters Score -452939.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -452939.718750 Penalty: 4088.667969 Iteration 41Q: 3 clusters Score -452939.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -452940.687500 Penalty: 4088.667969 Iteration 42Q: 3 clusters Score -452940.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -452941.031250 Penalty: 4088.667969 Iteration 43Q: 3 clusters Score -452941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -452941.031250 Penalty: 4088.667969 Iteration 44F: 3 clusters Score -452941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53440 members Mstep: Class 2 contains 8761 members Mstep: Class 4 contains 2487 members Mstep: Class 5 contains 7493 members Mstep: Class 6 contains 101186 members Mstep: Class 7 contains 3284 members Mstep: Class 8 contains 4185 members Mstep: Class 9 contains 3518 members Mstep: Class 10 contains 16732 members Mstep: Class 11 contains 699 members Mstep: Class 14 contains 10374 members Mstep: Class 15 contains 3667 members Mstep: Class 16 contains 3554 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 28075 members Mstep: Class 23 contains 15288 members Mstep: Class 24 contains 3802 members Entering Unmasked Estep ConsiderDeletion Score: -33501770.000000 Penalty: 59165.464844 Iteration 39Q: 20 clusters Score -3.350177e+07 nChanged 2620 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53434 members Mstep: Class 2 contains 8815 members Mstep: Class 3 contains 2380 members Mstep: Class 4 contains 2491 members Mstep: Class 5 contains 7576 members Mstep: Class 6 contains 100631 members Mstep: Class 7 contains 3986 members Mstep: Class 8 contains 4243 members Mstep: Class 9 contains 3532 members Mstep: Class 10 contains 16727 members Mstep: Class 11 contains 656 members Mstep: Class 12 contains 12948 members Mstep: Class 14 contains 10361 members Mstep: Class 15 contains 3695 members Mstep: Class 16 contains 3558 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 28102 members Mstep: Class 23 contains 15286 members Mstep: Class 24 contains 3831 members Entering Unmasked Estep ConsiderDeletion Score: -33503370.000000 Penalty: 59165.464844 Iteration 40F: 20 clusters Score -3.350337e+07 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53411 members Mstep: Class 2 contains 8837 members Mstep: Class 3 contains 2532 members Mstep: Class 4 contains 2486 members Mstep: Class 5 contains 7568 members Mstep: Class 6 contains 100263 members Mstep: Class 7 contains 4452 members Mstep: Class 8 contains 4298 members Mstep: Class 9 contains 3533 members Mstep: Class 10 contains 16664 members Mstep: Class 11 contains 561 members Mstep: Class 12 contains 13294 members Mstep: Class 14 contains 10239 members Mstep: Class 15 contains 3700 members Mstep: Class 16 contains 3526 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 27821 members Mstep: Class 23 contains 15223 members Mstep: Class 24 contains 3844 members Entering Unmasked Estep ConsiderDeletion Score: -33504122.000000 Penalty: 59165.464844 Iteration 41Q: 20 clusters Score -3.350412e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53408 members Mstep: Class 2 contains 8836 members Mstep: Class 3 contains 2590 members Mstep: Class 4 contains 2481 members Mstep: Class 5 contains 7569 members Mstep: Class 6 contains 100090 members Mstep: Class 7 contains 4758 members Mstep: Class 8 contains 4344 members Mstep: Class 9 contains 3526 members Mstep: Class 10 contains 16589 members Mstep: Class 11 contains 537 members Mstep: Class 12 contains 13523 members Mstep: Class 14 contains 10169 members Mstep: Class 15 contains 3701 members Mstep: Class 16 contains 3504 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 27581 members Mstep: Class 23 contains 15193 members Mstep: Class 24 contains 3859 members Entering Unmasked Estep ConsiderDeletion Score: -33504426.000000 Penalty: 59165.464844 Iteration 42Q: 20 clusters Score -3.350443e+07 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53407 members Mstep: Class 2 contains 8846 members Mstep: Class 3 contains 2604 members Mstep: Class 4 contains 2476 members Mstep: Class 5 contains 7563 members Mstep: Class 6 contains 100038 members Mstep: Class 7 contains 4978 members Mstep: Class 8 contains 4381 members Mstep: Class 9 contains 3523 members Mstep: Class 10 contains 16503 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 13756 members Mstep: Class 14 contains 10117 members Mstep: Class 15 contains 3702 members Mstep: Class 16 contains 3484 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 27335 members Mstep: Class 23 contains 15155 members Mstep: Class 24 contains 3867 members Entering Unmasked Estep ConsiderDeletion Score: -33504512.000000 Penalty: 59165.464844 Iteration 43Q: 20 clusters Score -3.350451e+07 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53401 members Mstep: Class 2 contains 8847 members Mstep: Class 3 contains 2618 members Mstep: Class 4 contains 2467 members Mstep: Class 5 contains 7559 members Mstep: Class 6 contains 100021 members Mstep: Class 7 contains 5134 members Mstep: Class 8 contains 4405 members Mstep: Class 9 contains 3521 members Mstep: Class 10 contains 16422 members Mstep: Class 11 contains 514 members Mstep: Class 12 contains 13965 members Mstep: Class 14 contains 10072 members Mstep: Class 15 contains 3701 members Mstep: Class 16 contains 3468 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 27119 members Mstep: Class 23 contains 15140 members Mstep: Class 24 contains 3883 members Entering Unmasked Estep ConsiderDeletion Score: -33504714.000000 Penalty: 59165.464844 Iteration 44Q: 20 clusters Score -3.350471e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53413 members Mstep: Class 2 contains 8853 members Mstep: Class 3 contains 2621 members Mstep: Class 4 contains 2460 members Mstep: Class 5 contains 7557 members Mstep: Class 6 contains 100033 members Mstep: Class 7 contains 5232 members Mstep: Class 8 contains 4424 members Mstep: Class 9 contains 3518 members Mstep: Class 10 contains 16359 members Mstep: Class 11 contains 508 members Mstep: Class 12 contains 14152 members Mstep: Class 14 contains 10028 members Mstep: Class 15 contains 3701 members Mstep: Class 16 contains 3465 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 26907 members Mstep: Class 23 contains 15136 members Mstep: Class 24 contains 3890 members Entering Unmasked Estep ConsiderDeletion Score: -33504842.000000 Penalty: 59165.464844 Iteration 45Q: 20 clusters Score -3.350484e+07 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53423 members Mstep: Class 2 contains 8865 members Mstep: Class 3 contains 2623 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 7549 members Mstep: Class 6 contains 100031 members Mstep: Class 7 contains 5309 members Mstep: Class 8 contains 4436 members Mstep: Class 9 contains 3516 members Mstep: Class 10 contains 16319 members Mstep: Class 11 contains 502 members Mstep: Class 12 contains 14314 members Mstep: Class 14 contains 9984 members Mstep: Class 15 contains 3701 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 26731 members Mstep: Class 23 contains 15131 members Mstep: Class 24 contains 3900 members Entering Unmasked Estep ConsiderDeletion Score: -33504900.000000 Penalty: 59165.464844 Iteration 46Q: 20 clusters Score -3.35049e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53437 members Mstep: Class 2 contains 8872 members Mstep: Class 3 contains 2626 members Mstep: Class 4 contains 2460 members Mstep: Class 5 contains 7535 members Mstep: Class 6 contains 100038 members Mstep: Class 7 contains 5363 members Mstep: Class 8 contains 4440 members Mstep: Class 9 contains 3513 members Mstep: Class 10 contains 16285 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 14485 members Mstep: Class 14 contains 9948 members Mstep: Class 15 contains 3703 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 26570 members Mstep: Class 23 contains 15120 members Mstep: Class 24 contains 3900 members Entering Unmasked Estep ConsiderDeletion Score: -33504910.000000 Penalty: 59165.464844 Iteration 47Q: 20 clusters Score -3.350491e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53450 members Mstep: Class 2 contains 8870 members Mstep: Class 3 contains 2625 members Mstep: Class 4 contains 2458 members Mstep: Class 5 contains 7523 members Mstep: Class 6 contains 100056 members Mstep: Class 7 contains 5398 members Mstep: Class 8 contains 4445 members Mstep: Class 9 contains 3513 members Mstep: Class 10 contains 16255 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 14649 members Mstep: Class 14 contains 9921 members Mstep: Class 15 contains 3704 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1603 members Mstep: Class 19 contains 26413 members Mstep: Class 23 contains 15120 members Mstep: Class 24 contains 3898 members Entering Unmasked Estep ConsiderDeletion Score: -33504928.000000 Penalty: 59165.464844 Iteration 48Q: 20 clusters Score -3.350493e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53461 members Mstep: Class 2 contains 8873 members Mstep: Class 3 contains 2625 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 7515 members Mstep: Class 6 contains 100078 members Mstep: Class 7 contains 5422 members Mstep: Class 8 contains 4448 members Mstep: Class 9 contains 3511 members Mstep: Class 10 contains 16231 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 14792 members Mstep: Class 14 contains 9900 members Mstep: Class 15 contains 3704 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1603 members Mstep: Class 19 contains 26271 members Mstep: Class 23 contains 15110 members Mstep: Class 24 contains 3902 members Entering Unmasked Estep ConsiderDeletion Score: -33505004.000000 Penalty: 59165.464844 Iteration 49Q: 20 clusters Score -3.3505e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53468 members Mstep: Class 2 contains 8882 members Mstep: Class 3 contains 2626 members Mstep: Class 4 contains 2452 members Mstep: Class 5 contains 7503 members Mstep: Class 6 contains 100105 members Mstep: Class 7 contains 5439 members Mstep: Class 8 contains 4454 members Mstep: Class 9 contains 3511 members Mstep: Class 10 contains 16208 members Mstep: Class 11 contains 499 members Mstep: Class 12 contains 14917 members Mstep: Class 14 contains 9875 members Mstep: Class 15 contains 3709 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 26147 members Mstep: Class 23 contains 15103 members Mstep: Class 24 contains 3900 members Entering Unmasked Estep ConsiderDeletion Score: -33505014.000000 Penalty: 59165.464844 Iteration 50Q: 20 clusters Score -3.350501e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53471 members Mstep: Class 2 contains 8883 members Mstep: Class 3 contains 2628 members Mstep: Class 4 contains 2450 members Mstep: Class 5 contains 7492 members Mstep: Class 6 contains 100125 members Mstep: Class 7 contains 5449 members Mstep: Class 8 contains 4460 members Mstep: Class 9 contains 3510 members Mstep: Class 10 contains 16190 members Mstep: Class 11 contains 498 members Mstep: Class 12 contains 15039 members Mstep: Class 14 contains 9855 members Mstep: Class 15 contains 3713 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 26033 members Mstep: Class 23 contains 15098 members Mstep: Class 24 contains 3903 members Entering Unmasked Estep ConsiderDeletion Score: -33505092.000000 Penalty: 59165.464844 Iteration 51Q: 20 clusters Score -3.350509e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53476 members Mstep: Class 2 contains 8889 members Mstep: Class 3 contains 2630 members Mstep: Class 4 contains 2449 members Mstep: Class 5 contains 7483 members Mstep: Class 6 contains 100145 members Mstep: Class 7 contains 5459 members Mstep: Class 8 contains 4464 members Mstep: Class 9 contains 3508 members Mstep: Class 10 contains 16176 members Mstep: Class 11 contains 496 members Mstep: Class 12 contains 15153 members Mstep: Class 14 contains 9839 members Mstep: Class 15 contains 3714 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 25920 members Mstep: Class 23 contains 15093 members Mstep: Class 24 contains 3901 members Entering Unmasked Estep ConsiderDeletion Score: -33505134.000000 Penalty: 59165.464844 Iteration 52Q: 20 clusters Score -3.350513e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53480 members Mstep: Class 2 contains 8892 members Mstep: Class 3 contains 2632 members Mstep: Class 4 contains 2446 members Mstep: Class 5 contains 7474 members Mstep: Class 6 contains 100163 members Mstep: Class 7 contains 5468 members Mstep: Class 8 contains 4470 members Mstep: Class 9 contains 3506 members Mstep: Class 10 contains 16160 members Mstep: Class 11 contains 494 members Mstep: Class 12 contains 15288 members Mstep: Class 14 contains 9820 members Mstep: Class 15 contains 3715 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 25794 members Mstep: Class 23 contains 15091 members Mstep: Class 24 contains 3901 members Entering Unmasked Estep ConsiderDeletion Score: -33505148.000000 Penalty: 59165.464844 Iteration 53Q: 20 clusters Score -3.350515e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53485 members Mstep: Class 2 contains 8887 members Mstep: Class 3 contains 2633 members Mstep: Class 4 contains 2446 members Mstep: Class 5 contains 7464 members Mstep: Class 6 contains 100178 members Mstep: Class 7 contains 5474 members Mstep: Class 8 contains 4472 members Mstep: Class 9 contains 3505 members Mstep: Class 10 contains 16154 members Mstep: Class 11 contains 492 members Mstep: Class 12 contains 15423 members Mstep: Class 14 contains 9798 members Mstep: Class 15 contains 3716 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 25677 members Mstep: Class 23 contains 15088 members Mstep: Class 24 contains 3905 members Entering Unmasked Estep ConsiderDeletion Score: -33505176.000000 Penalty: 59165.464844 Iteration 54Q: 20 clusters Score -3.350518e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53498 members Mstep: Class 2 contains 8883 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2445 members Mstep: Class 5 contains 7455 members Mstep: Class 6 contains 100198 members Mstep: Class 7 contains 5479 members Mstep: Class 8 contains 4477 members Mstep: Class 9 contains 3502 members Mstep: Class 10 contains 16141 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 15548 members Mstep: Class 14 contains 9779 members Mstep: Class 15 contains 3718 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 25557 members Mstep: Class 23 contains 15087 members Mstep: Class 24 contains 3906 members Entering Unmasked Estep ConsiderDeletion Score: -33505168.000000 Penalty: 59165.464844 Iteration 55Q: 20 clusters Score -3.350517e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53509 members Mstep: Class 2 contains 8884 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2444 members Mstep: Class 5 contains 7442 members Mstep: Class 6 contains 100204 members Mstep: Class 7 contains 5492 members Mstep: Class 8 contains 4484 members Mstep: Class 9 contains 3501 members Mstep: Class 10 contains 16131 members Mstep: Class 11 contains 489 members Mstep: Class 12 contains 15663 members Mstep: Class 14 contains 9766 members Mstep: Class 15 contains 3720 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 25442 members Mstep: Class 23 contains 15086 members Mstep: Class 24 contains 3908 members Entering Unmasked Estep ConsiderDeletion Score: -33505170.000000 Penalty: 59165.464844 Iteration 56Q: 20 clusters Score -3.350517e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53515 members Mstep: Class 2 contains 8884 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2444 members Mstep: Class 5 contains 7434 members Mstep: Class 6 contains 100216 members Mstep: Class 7 contains 5499 members Mstep: Class 8 contains 4488 members Mstep: Class 9 contains 3500 members Mstep: Class 10 contains 16124 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 15760 members Mstep: Class 14 contains 9749 members Mstep: Class 15 contains 3724 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 25347 members Mstep: Class 23 contains 15085 members Mstep: Class 24 contains 3909 members Entering Unmasked Estep ConsiderDeletion Score: -33505166.000000 Penalty: 59165.464844 Iteration 57Q: 20 clusters Score -3.350517e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53518 members Mstep: Class 2 contains 8881 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2442 members Mstep: Class 5 contains 7433 members Mstep: Class 6 contains 100227 members Mstep: Class 7 contains 5504 members Mstep: Class 8 contains 4488 members Mstep: Class 9 contains 3499 members Mstep: Class 10 contains 16118 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 15854 members Mstep: Class 14 contains 9734 members Mstep: Class 15 contains 3726 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 25253 members Mstep: Class 23 contains 15085 members Mstep: Class 24 contains 3915 members Entering Unmasked Estep ConsiderDeletion Score: -33505226.000000 Penalty: 59165.464844 Iteration 58Q: 20 clusters Score -3.350523e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53528 members Mstep: Class 2 contains 8880 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2440 members Mstep: Class 5 contains 7426 members Mstep: Class 6 contains 100243 members Mstep: Class 7 contains 5511 members Mstep: Class 8 contains 4488 members Mstep: Class 9 contains 3499 members Mstep: Class 10 contains 16109 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 15952 members Mstep: Class 14 contains 9721 members Mstep: Class 15 contains 3726 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 25151 members Mstep: Class 23 contains 15083 members Mstep: Class 24 contains 3920 members Entering Unmasked Estep ConsiderDeletion Score: -33505222.000000 Penalty: 59165.464844 Iteration 59Q: 20 clusters Score -3.350522e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53535 members Mstep: Class 2 contains 8873 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2438 members Mstep: Class 5 contains 7428 members Mstep: Class 6 contains 100251 members Mstep: Class 7 contains 5518 members Mstep: Class 8 contains 4489 members Mstep: Class 9 contains 3501 members Mstep: Class 10 contains 16105 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16065 members Mstep: Class 14 contains 9709 members Mstep: Class 15 contains 3726 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 25038 members Mstep: Class 23 contains 15077 members Mstep: Class 24 contains 3924 members Entering Unmasked Estep ConsiderDeletion Score: -33505196.000000 Penalty: 59165.464844 Iteration 60F: 20 clusters Score -3.35052e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53541 members Mstep: Class 2 contains 8872 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2438 members Mstep: Class 5 contains 7426 members Mstep: Class 6 contains 100270 members Mstep: Class 7 contains 5522 members Mstep: Class 8 contains 4487 members Mstep: Class 9 contains 3498 members Mstep: Class 10 contains 16102 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16197 members Mstep: Class 14 contains 9683 members Mstep: Class 15 contains 3726 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 24909 members Mstep: Class 23 contains 15072 members Mstep: Class 24 contains 3934 members Entering Unmasked Estep ConsiderDeletion Score: -33505168.000000 Penalty: 59165.464844 Iteration 61Q: 20 clusters Score -3.350517e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53545 members Mstep: Class 2 contains 8870 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2436 members Mstep: Class 5 contains 7427 members Mstep: Class 6 contains 100276 members Mstep: Class 7 contains 5526 members Mstep: Class 8 contains 4484 members Mstep: Class 9 contains 3495 members Mstep: Class 10 contains 16097 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16300 members Mstep: Class 14 contains 9662 members Mstep: Class 15 contains 3727 members Mstep: Class 16 contains 3455 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 24821 members Mstep: Class 23 contains 15068 members Mstep: Class 24 contains 3943 members Entering Unmasked Estep ConsiderDeletion Score: -33505190.000000 Penalty: 59165.464844 Iteration 62Q: 20 clusters Score -3.350519e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53557 members Mstep: Class 2 contains 8871 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2431 members Mstep: Class 5 contains 7427 members Mstep: Class 6 contains 100278 members Mstep: Class 7 contains 5528 members Mstep: Class 8 contains 4486 members Mstep: Class 9 contains 3493 members Mstep: Class 10 contains 16093 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16406 members Mstep: Class 14 contains 9644 members Mstep: Class 15 contains 3727 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 24715 members Mstep: Class 23 contains 15067 members Mstep: Class 24 contains 3955 members Entering Unmasked Estep ConsiderDeletion Score: -33505206.000000 Penalty: 59165.464844 Iteration 63Q: 20 clusters Score -3.350521e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53567 members Mstep: Class 2 contains 8870 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2428 members Mstep: Class 5 contains 7427 members Mstep: Class 6 contains 100286 members Mstep: Class 7 contains 5529 members Mstep: Class 8 contains 4487 members Mstep: Class 9 contains 3491 members Mstep: Class 10 contains 16084 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16495 members Mstep: Class 14 contains 9633 members Mstep: Class 15 contains 3725 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 24628 members Mstep: Class 23 contains 15064 members Mstep: Class 24 contains 3964 members Entering Unmasked Estep ConsiderDeletion Score: -33505254.000000 Penalty: 59165.464844 Iteration 64Q: 20 clusters Score -3.350525e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53575 members Mstep: Class 2 contains 8870 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2425 members Mstep: Class 5 contains 7424 members Mstep: Class 6 contains 100291 members Mstep: Class 7 contains 5530 members Mstep: Class 8 contains 4489 members Mstep: Class 9 contains 3492 members Mstep: Class 10 contains 16079 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16577 members Mstep: Class 14 contains 9622 members Mstep: Class 15 contains 3724 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 24544 members Mstep: Class 23 contains 15061 members Mstep: Class 24 contains 3975 members Entering Unmasked Estep ConsiderDeletion Score: -33505232.000000 Penalty: 59165.464844 Iteration 65Q: 20 clusters Score -3.350523e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53583 members Mstep: Class 2 contains 8866 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7423 members Mstep: Class 6 contains 100296 members Mstep: Class 7 contains 5533 members Mstep: Class 8 contains 4491 members Mstep: Class 9 contains 3493 members Mstep: Class 10 contains 16074 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16651 members Mstep: Class 14 contains 9613 members Mstep: Class 15 contains 3723 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 24466 members Mstep: Class 23 contains 15058 members Mstep: Class 24 contains 3986 members Entering Unmasked Estep ConsiderDeletion Score: -33505236.000000 Penalty: 59165.464844 Iteration 66Q: 20 clusters Score -3.350524e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53588 members Mstep: Class 2 contains 8865 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7421 members Mstep: Class 6 contains 100308 members Mstep: Class 7 contains 5536 members Mstep: Class 8 contains 4492 members Mstep: Class 9 contains 3492 members Mstep: Class 10 contains 16069 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16713 members Mstep: Class 14 contains 9601 members Mstep: Class 15 contains 3724 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 24410 members Mstep: Class 23 contains 15049 members Mstep: Class 24 contains 3989 members Entering Unmasked Estep ConsiderDeletion Score: -33505226.000000 Penalty: 59165.464844 Iteration 67Q: 20 clusters Score -3.350523e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53593 members Mstep: Class 2 contains 8859 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7416 members Mstep: Class 6 contains 100316 members Mstep: Class 7 contains 5537 members Mstep: Class 8 contains 4492 members Mstep: Class 9 contains 3491 members Mstep: Class 10 contains 16065 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16779 members Mstep: Class 14 contains 9595 members Mstep: Class 15 contains 3722 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 24358 members Mstep: Class 23 contains 15043 members Mstep: Class 24 contains 3992 members Entering Unmasked Estep ConsiderDeletion Score: -33505152.000000 Penalty: 59165.464844 Iteration 68Q: 20 clusters Score -3.350515e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53600 members Mstep: Class 2 contains 8853 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7413 members Mstep: Class 6 contains 100319 members Mstep: Class 7 contains 5537 members Mstep: Class 8 contains 4494 members Mstep: Class 9 contains 3489 members Mstep: Class 10 contains 16063 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16824 members Mstep: Class 14 contains 9593 members Mstep: Class 15 contains 3722 members Mstep: Class 16 contains 3455 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 24315 members Mstep: Class 23 contains 15040 members Mstep: Class 24 contains 3995 members Entering Unmasked Estep ConsiderDeletion Score: -33505150.000000 Penalty: 59165.464844 Iteration 69Q: 20 clusters Score -3.350515e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53600 members Mstep: Class 2 contains 8857 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7405 members Mstep: Class 6 contains 100321 members Mstep: Class 7 contains 5537 members Mstep: Class 8 contains 4500 members Mstep: Class 9 contains 3489 members Mstep: Class 10 contains 16063 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16873 members Mstep: Class 14 contains 9581 members Mstep: Class 15 contains 3721 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 24273 members Mstep: Class 23 contains 15036 members Mstep: Class 24 contains 4000 members Entering Unmasked Estep ConsiderDeletion Score: -33505142.000000 Penalty: 59165.464844 Iteration 70Q: 20 clusters Score -3.350514e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53602 members Mstep: Class 2 contains 8861 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2423 members Mstep: Class 5 contains 7397 members Mstep: Class 6 contains 100328 members Mstep: Class 7 contains 5538 members Mstep: Class 8 contains 4502 members Mstep: Class 9 contains 3488 members Mstep: Class 10 contains 16061 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16921 members Mstep: Class 14 contains 9571 members Mstep: Class 15 contains 3720 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 24230 members Mstep: Class 23 contains 15032 members Mstep: Class 24 contains 4003 members Entering Unmasked Estep ConsiderDeletion Score: -33505154.000000 Penalty: 59165.464844 Iteration 71Q: 20 clusters Score -3.350515e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53606 members Mstep: Class 2 contains 8869 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7388 members Mstep: Class 6 contains 100336 members Mstep: Class 7 contains 5539 members Mstep: Class 8 contains 4502 members Mstep: Class 9 contains 3486 members Mstep: Class 10 contains 16059 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 16975 members Mstep: Class 14 contains 9564 members Mstep: Class 15 contains 3721 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 24178 members Mstep: Class 23 contains 15028 members Mstep: Class 24 contains 4003 members Entering Unmasked Estep ConsiderDeletion Score: -33505076.000000 Penalty: 59165.464844 Iteration 72Q: 20 clusters Score -3.350508e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53609 members Mstep: Class 2 contains 8871 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2421 members Mstep: Class 5 contains 7382 members Mstep: Class 6 contains 100341 members Mstep: Class 7 contains 5539 members Mstep: Class 8 contains 4501 members Mstep: Class 9 contains 3487 members Mstep: Class 10 contains 16058 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17022 members Mstep: Class 14 contains 9556 members Mstep: Class 15 contains 3722 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 24140 members Mstep: Class 23 contains 15024 members Mstep: Class 24 contains 4003 members Entering Unmasked Estep ConsiderDeletion Score: -33505134.000000 Penalty: 59165.464844 Iteration 73Q: 20 clusters Score -3.350513e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53611 members Mstep: Class 2 contains 8873 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2420 members Mstep: Class 5 contains 7380 members Mstep: Class 6 contains 100345 members Mstep: Class 7 contains 5539 members Mstep: Class 8 contains 4501 members Mstep: Class 9 contains 3485 members Mstep: Class 10 contains 16055 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17069 members Mstep: Class 14 contains 9549 members Mstep: Class 15 contains 3723 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 24101 members Mstep: Class 23 contains 15020 members Mstep: Class 24 contains 4004 members Entering Unmasked Estep ConsiderDeletion Score: -33505152.000000 Penalty: 59165.464844 Iteration 74Q: 20 clusters Score -3.350515e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53613 members Mstep: Class 2 contains 8876 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7380 members Mstep: Class 6 contains 100353 members Mstep: Class 7 contains 5539 members Mstep: Class 8 contains 4501 members Mstep: Class 9 contains 3484 members Mstep: Class 10 contains 16054 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17116 members Mstep: Class 14 contains 9547 members Mstep: Class 15 contains 3724 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 24052 members Mstep: Class 23 contains 15013 members Mstep: Class 24 contains 4003 members Entering Unmasked Estep ConsiderDeletion Score: -33505132.000000 Penalty: 59165.464844 Iteration 75Q: 20 clusters Score -3.350513e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53616 members Mstep: Class 2 contains 8876 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2420 members Mstep: Class 5 contains 7381 members Mstep: Class 6 contains 100361 members Mstep: Class 7 contains 5539 members Mstep: Class 8 contains 4502 members Mstep: Class 9 contains 3484 members Mstep: Class 10 contains 16047 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17162 members Mstep: Class 14 contains 9544 members Mstep: Class 15 contains 3724 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 24000 members Mstep: Class 23 contains 15014 members Mstep: Class 24 contains 4004 members Entering Unmasked Estep ConsiderDeletion Score: -33505124.000000 Penalty: 59165.464844 Iteration 76Q: 20 clusters Score -3.350512e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53616 members Mstep: Class 2 contains 8875 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2421 members Mstep: Class 5 contains 7385 members Mstep: Class 6 contains 100368 members Mstep: Class 7 contains 5539 members Mstep: Class 8 contains 4502 members Mstep: Class 9 contains 3483 members Mstep: Class 10 contains 16039 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17205 members Mstep: Class 14 contains 9541 members Mstep: Class 15 contains 3721 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 23961 members Mstep: Class 23 contains 15013 members Mstep: Class 24 contains 4005 members Entering Unmasked Estep ConsiderDeletion Score: -33505130.000000 Penalty: 59165.464844 Iteration 77Q: 20 clusters Score -3.350513e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53618 members Mstep: Class 2 contains 8874 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2421 members Mstep: Class 5 contains 7383 members Mstep: Class 6 contains 100383 members Mstep: Class 7 contains 5540 members Mstep: Class 8 contains 4503 members Mstep: Class 9 contains 3481 members Mstep: Class 10 contains 16031 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17249 members Mstep: Class 14 contains 9533 members Mstep: Class 15 contains 3717 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 23923 members Mstep: Class 23 contains 15012 members Mstep: Class 24 contains 4006 members Entering Unmasked Estep ConsiderDeletion Score: -33505086.000000 Penalty: 59165.464844 Iteration 78Q: 20 clusters Score -3.350509e+07 nChanged 88 Entering ConstructFrom: Score: -33505086.000000 Penalty: 59165.464844 Entering ConstructFrom: Trying to split cluster 1 (53621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53621 members Entering Unmasked Estep Score: -6528594.000000 Penalty: 2700.644531 Iteration 0F: 2 clusters Score -6528594 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26750 members Mstep: Class 2 contains 26871 members Entering Unmasked Estep Score: -6492754.500000 Penalty: 5401.289062 Iteration 0F: 3 clusters Score -6492754 nChanged 24780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25648 members Mstep: Class 2 contains 27973 members Entering Unmasked Estep Score: -6506466.500000 Penalty: 5401.289062 Iteration 1F: 3 clusters Score -6506466 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24655 members Mstep: Class 2 contains 28966 members Entering Unmasked Estep Score: -6507286.500000 Penalty: 5401.289062 Iteration 2Q: 3 clusters Score -6507286 nChanged 2668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23179 members Mstep: Class 2 contains 30442 members Entering Unmasked Estep Score: -6508357.000000 Penalty: 5401.289062 Iteration 3Q: 3 clusters Score -6508357 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21172 members Mstep: Class 2 contains 32449 members Entering Unmasked Estep Score: -6509852.500000 Penalty: 5401.289062 Iteration 4F: 3 clusters Score -6509852 nChanged 3395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18679 members Mstep: Class 2 contains 34942 members Entering Unmasked Estep Score: -6511795.500000 Penalty: 5401.289062 Iteration 5F: 3 clusters Score -6511796 nChanged 3627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15824 members Mstep: Class 2 contains 37797 members Entering Unmasked Estep Score: -6514095.000000 Penalty: 5401.289062 Iteration 6F: 3 clusters Score -6514095 nChanged 3463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12881 members Mstep: Class 2 contains 40740 members Entering Unmasked Estep Score: -6516315.500000 Penalty: 5401.289062 Iteration 7F: 3 clusters Score -6516316 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 43560 members Entering Unmasked Estep Score: -6518407.000000 Penalty: 5401.289062 Iteration 8F: 3 clusters Score -6518407 nChanged 2580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 46032 members Entering Unmasked Estep Score: -6520172.500000 Penalty: 5401.289062 Iteration 9Q: 3 clusters Score -6520172 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 48248 members Entering Unmasked Estep Score: -6521846.500000 Penalty: 5401.289062 Iteration 10Q: 3 clusters Score -6521846 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 50067 members Entering Unmasked Estep Score: -6523324.000000 Penalty: 5401.289062 Iteration 11Q: 3 clusters Score -6523324 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 51413 members Entering Unmasked Estep Score: -6524416.500000 Penalty: 5401.289062 Iteration 12Q: 3 clusters Score -6524416 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 52305 members Entering Unmasked Estep Score: -6525250.000000 Penalty: 5401.289062 Iteration 13Q: 3 clusters Score -6525250 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 52820 members Entering Unmasked Estep Score: -6525747.500000 Penalty: 5401.289062 Iteration 14Q: 3 clusters Score -6525748 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 53050 members Entering Unmasked Estep Score: -6525971.500000 Penalty: 5401.289062 Iteration 15Q: 3 clusters Score -6525972 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 53144 members Entering Unmasked Estep Score: -6526052.000000 Penalty: 5401.289062 Iteration 16Q: 3 clusters Score -6526052 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 53193 members Entering Unmasked Estep Score: -6526114.000000 Penalty: 5401.289062 Iteration 17Q: 3 clusters Score -6526114 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 53226 members Entering Unmasked Estep Score: -6526155.000000 Penalty: 5401.289062 Iteration 18Q: 3 clusters Score -6526155 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 53248 members Entering Unmasked Estep Score: -6526194.000000 Penalty: 5401.289062 Iteration 19Q: 3 clusters Score -6526194 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 53254 members Entering Unmasked Estep Score: -6526209.000000 Penalty: 5401.289062 Iteration 20F: 3 clusters Score -6526209 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 53262 members Entering Unmasked Estep Score: -6526216.000000 Penalty: 5401.289062 Iteration 21Q: 3 clusters Score -6526216 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 53273 members Entering Unmasked Estep Score: -6526220.000000 Penalty: 5401.289062 Iteration 22Q: 3 clusters Score -6526220 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 53284 members Entering Unmasked Estep Score: -6526247.000000 Penalty: 5401.289062 Iteration 23Q: 3 clusters Score -6526247 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 53284 members Entering Unmasked Estep Score: -6526250.500000 Penalty: 5401.289062 Iteration 24Q: 3 clusters Score -6526250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 53287 members Entering Unmasked Estep Score: -6526255.500000 Penalty: 5401.289062 Iteration 25Q: 3 clusters Score -6526256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 53290 members Entering Unmasked Estep Score: -6526262.000000 Penalty: 5401.289062 Iteration 26Q: 3 clusters Score -6526262 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 53292 members Entering Unmasked Estep Score: -6526260.000000 Penalty: 5401.289062 Iteration 27Q: 3 clusters Score -6526260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 53292 members Entering Unmasked Estep Score: -6526264.000000 Penalty: 5401.289062 Iteration 28Q: 3 clusters Score -6526264 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 53294 members Entering Unmasked Estep Score: -6526269.500000 Penalty: 5401.289062 Iteration 29Q: 3 clusters Score -6526270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 53295 members Entering Unmasked Estep Score: -6526271.000000 Penalty: 5401.289062 Iteration 30Q: 3 clusters Score -6526271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 53296 members Entering Unmasked Estep Score: -6526274.500000 Penalty: 5401.289062 Iteration 31Q: 3 clusters Score -6526274 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 53296 members Entering Unmasked Estep Score: -6526274.500000 Penalty: 5401.289062 Iteration 32F: 3 clusters Score -6526274 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Entering Unmasked Estep Score: -991313.437500 Penalty: 2254.454590 Iteration 0F: 2 clusters Score -991313.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -984274.000000 Penalty: 4508.909180 Iteration 0F: 3 clusters Score -984274 nChanged 3652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -986287.937500 Penalty: 4508.909180 Iteration 1F: 3 clusters Score -986287.9 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -986608.625000 Penalty: 4508.909180 Iteration 2F: 3 clusters Score -986608.6 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -986879.125000 Penalty: 4508.909180 Iteration 3F: 3 clusters Score -986879.1 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -987151.500000 Penalty: 4508.909180 Iteration 4F: 3 clusters Score -987151.5 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -987395.000000 Penalty: 4508.909180 Iteration 5Q: 3 clusters Score -987395 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -987643.250000 Penalty: 4508.909180 Iteration 6Q: 3 clusters Score -987643.2 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -987894.187500 Penalty: 4508.909180 Iteration 7Q: 3 clusters Score -987894.2 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -988122.125000 Penalty: 4508.909180 Iteration 8Q: 3 clusters Score -988122.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 5269 members Entering Unmasked Estep Score: -988362.937500 Penalty: 4508.909180 Iteration 9Q: 3 clusters Score -988362.9 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -988592.312500 Penalty: 4508.909180 Iteration 10Q: 3 clusters Score -988592.3 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -988768.125000 Penalty: 4508.909180 Iteration 11Q: 3 clusters Score -988768.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -988918.375000 Penalty: 4508.909180 Iteration 12Q: 3 clusters Score -988918.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -989067.875000 Penalty: 4508.909180 Iteration 13Q: 3 clusters Score -989067.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -989192.312500 Penalty: 4508.909180 Iteration 14Q: 3 clusters Score -989192.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -989300.750000 Penalty: 4508.909180 Iteration 15Q: 3 clusters Score -989300.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -989380.062500 Penalty: 4508.909180 Iteration 16Q: 3 clusters Score -989380.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -989422.562500 Penalty: 4508.909180 Iteration 17Q: 3 clusters Score -989422.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -989470.250000 Penalty: 4508.909180 Iteration 18Q: 3 clusters Score -989470.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -989501.875000 Penalty: 4508.909180 Iteration 19Q: 3 clusters Score -989501.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -989526.812500 Penalty: 4508.909180 Iteration 20F: 3 clusters Score -989526.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -989543.187500 Penalty: 4508.909180 Iteration 21Q: 3 clusters Score -989543.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -989561.312500 Penalty: 4508.909180 Iteration 22Q: 3 clusters Score -989561.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -989571.187500 Penalty: 4508.909180 Iteration 23Q: 3 clusters Score -989571.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -989579.250000 Penalty: 4508.909180 Iteration 24Q: 3 clusters Score -989579.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -989583.312500 Penalty: 4508.909180 Iteration 25Q: 3 clusters Score -989583.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -989589.187500 Penalty: 4508.909180 Iteration 26Q: 3 clusters Score -989589.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -989591.500000 Penalty: 4508.909180 Iteration 27Q: 3 clusters Score -989591.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -989593.312500 Penalty: 4508.909180 Iteration 28Q: 3 clusters Score -989593.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -989594.750000 Penalty: 4508.909180 Iteration 29Q: 3 clusters Score -989594.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -989595.000000 Penalty: 4508.909180 Iteration 30Q: 3 clusters Score -989595 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -989598.562500 Penalty: 4508.909180 Iteration 31Q: 3 clusters Score -989598.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -989598.750000 Penalty: 4508.909180 Iteration 32Q: 3 clusters Score -989598.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -989599.625000 Penalty: 4508.909180 Iteration 33Q: 3 clusters Score -989599.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -989603.687500 Penalty: 4508.909180 Iteration 34Q: 3 clusters Score -989603.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -989600.750000 Penalty: 4508.909180 Iteration 35Q: 3 clusters Score -989600.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -989602.250000 Penalty: 4508.909180 Iteration 36Q: 3 clusters Score -989602.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -989602.250000 Penalty: 4508.909180 Iteration 37F: 3 clusters Score -989602.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Entering Unmasked Estep Score: -291047.812500 Penalty: 1953.594482 Iteration 0F: 2 clusters Score -291047.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -287992.718750 Penalty: 3907.188965 Iteration 0F: 3 clusters Score -287992.7 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -288565.656250 Penalty: 3907.188965 Iteration 1F: 3 clusters Score -288565.7 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -288739.250000 Penalty: 3907.188965 Iteration 2F: 3 clusters Score -288739.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -288835.625000 Penalty: 3907.188965 Iteration 3F: 3 clusters Score -288835.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -288884.843750 Penalty: 3907.188965 Iteration 4Q: 3 clusters Score -288884.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -288919.875000 Penalty: 3907.188965 Iteration 5Q: 3 clusters Score -288919.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -288948.625000 Penalty: 3907.188965 Iteration 6Q: 3 clusters Score -288948.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -288984.437500 Penalty: 3907.188965 Iteration 7Q: 3 clusters Score -288984.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -289017.562500 Penalty: 3907.188965 Iteration 8Q: 3 clusters Score -289017.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -289052.343750 Penalty: 3907.188965 Iteration 9Q: 3 clusters Score -289052.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -289080.562500 Penalty: 3907.188965 Iteration 10Q: 3 clusters Score -289080.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -289097.343750 Penalty: 3907.188965 Iteration 11Q: 3 clusters Score -289097.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -289115.562500 Penalty: 3907.188965 Iteration 12Q: 3 clusters Score -289115.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -289132.562500 Penalty: 3907.188965 Iteration 13Q: 3 clusters Score -289132.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -289144.625000 Penalty: 3907.188965 Iteration 14Q: 3 clusters Score -289144.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -289158.125000 Penalty: 3907.188965 Iteration 15Q: 3 clusters Score -289158.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -289169.343750 Penalty: 3907.188965 Iteration 16Q: 3 clusters Score -289169.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -289178.312500 Penalty: 3907.188965 Iteration 17Q: 3 clusters Score -289178.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -289188.093750 Penalty: 3907.188965 Iteration 18Q: 3 clusters Score -289188.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -289198.062500 Penalty: 3907.188965 Iteration 19Q: 3 clusters Score -289198.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -289212.531250 Penalty: 3907.188965 Iteration 20F: 3 clusters Score -289212.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -289223.500000 Penalty: 3907.188965 Iteration 21Q: 3 clusters Score -289223.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -289231.656250 Penalty: 3907.188965 Iteration 22Q: 3 clusters Score -289231.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -289242.531250 Penalty: 3907.188965 Iteration 23Q: 3 clusters Score -289242.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -289254.312500 Penalty: 3907.188965 Iteration 24Q: 3 clusters Score -289254.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -289268.812500 Penalty: 3907.188965 Iteration 25Q: 3 clusters Score -289268.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -289282.187500 Penalty: 3907.188965 Iteration 26Q: 3 clusters Score -289282.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -289298.031250 Penalty: 3907.188965 Iteration 27Q: 3 clusters Score -289298 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -289312.687500 Penalty: 3907.188965 Iteration 28Q: 3 clusters Score -289312.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -289324.906250 Penalty: 3907.188965 Iteration 29Q: 3 clusters Score -289324.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -289330.937500 Penalty: 3907.188965 Iteration 30Q: 3 clusters Score -289330.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -289338.062500 Penalty: 3907.188965 Iteration 31Q: 3 clusters Score -289338.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -289343.062500 Penalty: 3907.188965 Iteration 32Q: 3 clusters Score -289343.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -289346.906250 Penalty: 3907.188965 Iteration 33Q: 3 clusters Score -289346.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -289352.187500 Penalty: 3907.188965 Iteration 34Q: 3 clusters Score -289352.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -289356.000000 Penalty: 3907.188965 Iteration 35Q: 3 clusters Score -289356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -289359.812500 Penalty: 3907.188965 Iteration 36Q: 3 clusters Score -289359.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -289363.218750 Penalty: 3907.188965 Iteration 37Q: 3 clusters Score -289363.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -289366.937500 Penalty: 3907.188965 Iteration 38Q: 3 clusters Score -289366.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -289369.781250 Penalty: 3907.188965 Iteration 39Q: 3 clusters Score -289369.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -289373.718750 Penalty: 3907.188965 Iteration 40F: 3 clusters Score -289373.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -289377.468750 Penalty: 3907.188965 Iteration 41Q: 3 clusters Score -289377.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -289378.687500 Penalty: 3907.188965 Iteration 42Q: 3 clusters Score -289378.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -289378.468750 Penalty: 3907.188965 Iteration 43Q: 3 clusters Score -289378.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -289379.031250 Penalty: 3907.188965 Iteration 44Q: 3 clusters Score -289379 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -289379.031250 Penalty: 3907.188965 Iteration 45F: 3 clusters Score -289379 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Entering Unmasked Estep Score: -281661.000000 Penalty: 1932.502563 Iteration 0F: 2 clusters Score -281661 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -278737.500000 Penalty: 3865.005127 Iteration 0F: 3 clusters Score -278737.5 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -279323.093750 Penalty: 3865.005127 Iteration 1F: 3 clusters Score -279323.1 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -279486.156250 Penalty: 3865.005127 Iteration 2F: 3 clusters Score -279486.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -279569.343750 Penalty: 3865.005127 Iteration 3Q: 3 clusters Score -279569.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -279642.968750 Penalty: 3865.005127 Iteration 4Q: 3 clusters Score -279643 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -279697.656250 Penalty: 3865.005127 Iteration 5Q: 3 clusters Score -279697.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -279739.875000 Penalty: 3865.005127 Iteration 6Q: 3 clusters Score -279739.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -279766.531250 Penalty: 3865.005127 Iteration 7Q: 3 clusters Score -279766.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -279796.343750 Penalty: 3865.005127 Iteration 8Q: 3 clusters Score -279796.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -279830.281250 Penalty: 3865.005127 Iteration 9Q: 3 clusters Score -279830.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -279867.125000 Penalty: 3865.005127 Iteration 10Q: 3 clusters Score -279867.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -279896.500000 Penalty: 3865.005127 Iteration 11Q: 3 clusters Score -279896.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -279928.468750 Penalty: 3865.005127 Iteration 12Q: 3 clusters Score -279928.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -279961.406250 Penalty: 3865.005127 Iteration 13Q: 3 clusters Score -279961.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -279986.406250 Penalty: 3865.005127 Iteration 14Q: 3 clusters Score -279986.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -280002.625000 Penalty: 3865.005127 Iteration 15Q: 3 clusters Score -280002.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -280016.562500 Penalty: 3865.005127 Iteration 16Q: 3 clusters Score -280016.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -280027.062500 Penalty: 3865.005127 Iteration 17Q: 3 clusters Score -280027.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -280039.031250 Penalty: 3865.005127 Iteration 18Q: 3 clusters Score -280039 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -280051.312500 Penalty: 3865.005127 Iteration 19Q: 3 clusters Score -280051.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -280064.687500 Penalty: 3865.005127 Iteration 20F: 3 clusters Score -280064.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -280073.375000 Penalty: 3865.005127 Iteration 21Q: 3 clusters Score -280073.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -280083.468750 Penalty: 3865.005127 Iteration 22Q: 3 clusters Score -280083.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -280091.656250 Penalty: 3865.005127 Iteration 23Q: 3 clusters Score -280091.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -280104.000000 Penalty: 3865.005127 Iteration 24Q: 3 clusters Score -280104 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -280118.031250 Penalty: 3865.005127 Iteration 25Q: 3 clusters Score -280118 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -280132.531250 Penalty: 3865.005127 Iteration 26Q: 3 clusters Score -280132.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -280149.437500 Penalty: 3865.005127 Iteration 27Q: 3 clusters Score -280149.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -280171.062500 Penalty: 3865.005127 Iteration 28Q: 3 clusters Score -280171.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -280182.562500 Penalty: 3865.005127 Iteration 29Q: 3 clusters Score -280182.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -280200.656250 Penalty: 3865.005127 Iteration 30Q: 3 clusters Score -280200.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -280217.156250 Penalty: 3865.005127 Iteration 31Q: 3 clusters Score -280217.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -280239.406250 Penalty: 3865.005127 Iteration 32Q: 3 clusters Score -280239.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -280255.968750 Penalty: 3865.005127 Iteration 33Q: 3 clusters Score -280256 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -280268.468750 Penalty: 3865.005127 Iteration 34Q: 3 clusters Score -280268.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -280274.968750 Penalty: 3865.005127 Iteration 35Q: 3 clusters Score -280275 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -280280.500000 Penalty: 3865.005127 Iteration 36Q: 3 clusters Score -280280.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -280291.218750 Penalty: 3865.005127 Iteration 37Q: 3 clusters Score -280291.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -280307.187500 Penalty: 3865.005127 Iteration 38Q: 3 clusters Score -280307.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -280318.531250 Penalty: 3865.005127 Iteration 39Q: 3 clusters Score -280318.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -280324.562500 Penalty: 3865.005127 Iteration 40F: 3 clusters Score -280324.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -280332.531250 Penalty: 3865.005127 Iteration 41Q: 3 clusters Score -280332.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -280337.156250 Penalty: 3865.005127 Iteration 42Q: 3 clusters Score -280337.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -280342.062500 Penalty: 3865.005127 Iteration 43Q: 3 clusters Score -280342.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -280349.656250 Penalty: 3865.005127 Iteration 44Q: 3 clusters Score -280349.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -280358.375000 Penalty: 3865.005127 Iteration 45Q: 3 clusters Score -280358.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -280365.468750 Penalty: 3865.005127 Iteration 46Q: 3 clusters Score -280365.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -280371.218750 Penalty: 3865.005127 Iteration 47Q: 3 clusters Score -280371.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -280375.281250 Penalty: 3865.005127 Iteration 48Q: 3 clusters Score -280375.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -280377.750000 Penalty: 3865.005127 Iteration 49Q: 3 clusters Score -280377.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -280379.250000 Penalty: 3865.005127 Iteration 50Q: 3 clusters Score -280379.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -280381.531250 Penalty: 3865.005127 Iteration 51Q: 3 clusters Score -280381.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -280383.500000 Penalty: 3865.005127 Iteration 52Q: 3 clusters Score -280383.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -280386.375000 Penalty: 3865.005127 Iteration 53Q: 3 clusters Score -280386.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -280389.593750 Penalty: 3865.005127 Iteration 54Q: 3 clusters Score -280389.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -280392.781250 Penalty: 3865.005127 Iteration 55Q: 3 clusters Score -280392.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -280393.437500 Penalty: 3865.005127 Iteration 56Q: 3 clusters Score -280393.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -280394.250000 Penalty: 3865.005127 Iteration 57Q: 3 clusters Score -280394.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -280394.250000 Penalty: 3865.005127 Iteration 58F: 3 clusters Score -280394.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Entering Unmasked Estep Score: -816266.625000 Penalty: 2208.920166 Iteration 0F: 2 clusters Score -816266.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -810245.000000 Penalty: 4417.840332 Iteration 0F: 3 clusters Score -810245 nChanged 3015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -811992.187500 Penalty: 4417.840332 Iteration 1F: 3 clusters Score -811992.2 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -812408.687500 Penalty: 4417.840332 Iteration 2F: 3 clusters Score -812408.7 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -812809.937500 Penalty: 4417.840332 Iteration 3F: 3 clusters Score -812809.9 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -813180.312500 Penalty: 4417.840332 Iteration 4F: 3 clusters Score -813180.3 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -813503.062500 Penalty: 4417.840332 Iteration 5F: 3 clusters Score -813503.1 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -813810.250000 Penalty: 4417.840332 Iteration 6F: 3 clusters Score -813810.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -814083.250000 Penalty: 4417.840332 Iteration 7Q: 3 clusters Score -814083.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -814294.875000 Penalty: 4417.840332 Iteration 8Q: 3 clusters Score -814294.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -814465.250000 Penalty: 4417.840332 Iteration 9Q: 3 clusters Score -814465.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -814601.562500 Penalty: 4417.840332 Iteration 10Q: 3 clusters Score -814601.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -814702.187500 Penalty: 4417.840332 Iteration 11Q: 3 clusters Score -814702.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -814784.750000 Penalty: 4417.840332 Iteration 12Q: 3 clusters Score -814784.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -814861.875000 Penalty: 4417.840332 Iteration 13Q: 3 clusters Score -814861.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -814949.937500 Penalty: 4417.840332 Iteration 14Q: 3 clusters Score -814949.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -815034.062500 Penalty: 4417.840332 Iteration 15Q: 3 clusters Score -815034.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -815098.812500 Penalty: 4417.840332 Iteration 16Q: 3 clusters Score -815098.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -815145.687500 Penalty: 4417.840332 Iteration 17Q: 3 clusters Score -815145.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -815176.375000 Penalty: 4417.840332 Iteration 18Q: 3 clusters Score -815176.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -815191.312500 Penalty: 4417.840332 Iteration 19Q: 3 clusters Score -815191.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -815198.375000 Penalty: 4417.840332 Iteration 20F: 3 clusters Score -815198.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -815202.375000 Penalty: 4417.840332 Iteration 21Q: 3 clusters Score -815202.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -815204.312500 Penalty: 4417.840332 Iteration 22Q: 3 clusters Score -815204.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -815204.125000 Penalty: 4417.840332 Iteration 23Q: 3 clusters Score -815204.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -815205.937500 Penalty: 4417.840332 Iteration 24Q: 3 clusters Score -815205.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -815205.875000 Penalty: 4417.840332 Iteration 25Q: 3 clusters Score -815205.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -815206.562500 Penalty: 4417.840332 Iteration 26Q: 3 clusters Score -815206.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -815207.625000 Penalty: 4417.840332 Iteration 27Q: 3 clusters Score -815207.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -815207.625000 Penalty: 4417.840332 Iteration 28F: 3 clusters Score -815207.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (100384 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100384 members Entering Unmasked Estep Score: -12171741.000000 Penalty: 2856.156006 Iteration 0F: 2 clusters Score -1.217174e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50341 members Mstep: Class 2 contains 50043 members Entering Unmasked Estep Score: -12104701.000000 Penalty: 5712.312012 Iteration 0F: 3 clusters Score -1.21047e+07 nChanged 47304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52067 members Mstep: Class 2 contains 48317 members Entering Unmasked Estep Score: -12132106.000000 Penalty: 5712.312012 Iteration 1F: 3 clusters Score -1.213211e+07 nChanged 3682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53289 members Mstep: Class 2 contains 47095 members Entering Unmasked Estep Score: -12133016.000000 Penalty: 5712.312012 Iteration 2Q: 3 clusters Score -1.213302e+07 nChanged 3835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55144 members Mstep: Class 2 contains 45240 members Entering Unmasked Estep Score: -12134314.000000 Penalty: 5712.312012 Iteration 3Q: 3 clusters Score -1.213431e+07 nChanged 4320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57922 members Mstep: Class 2 contains 42462 members Entering Unmasked Estep Score: -12136117.000000 Penalty: 5712.312012 Iteration 4Q: 3 clusters Score -1.213612e+07 nChanged 5150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61934 members Mstep: Class 2 contains 38450 members Entering Unmasked Estep Score: -12138846.000000 Penalty: 5712.312012 Iteration 5F: 3 clusters Score -1.213885e+07 nChanged 6092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67162 members Mstep: Class 2 contains 33222 members Entering Unmasked Estep Score: -12142588.000000 Penalty: 5712.312012 Iteration 6F: 3 clusters Score -1.214259e+07 nChanged 6829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73485 members Mstep: Class 2 contains 26899 members Entering Unmasked Estep Score: -12147740.000000 Penalty: 5712.312012 Iteration 7F: 3 clusters Score -1.214774e+07 nChanged 6936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80191 members Mstep: Class 2 contains 20193 members Entering Unmasked Estep Score: -12153411.000000 Penalty: 5712.312012 Iteration 8F: 3 clusters Score -1.215341e+07 nChanged 6224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86283 members Mstep: Class 2 contains 14101 members Entering Unmasked Estep Score: -12158778.000000 Penalty: 5712.312012 Iteration 9F: 3 clusters Score -1.215878e+07 nChanged 4622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90849 members Mstep: Class 2 contains 9535 members Entering Unmasked Estep Score: -12162601.000000 Penalty: 5712.312012 Iteration 10Q: 3 clusters Score -1.21626e+07 nChanged 3234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94069 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -12165401.000000 Penalty: 5712.312012 Iteration 11Q: 3 clusters Score -1.21654e+07 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96133 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -12166952.000000 Penalty: 5712.312012 Iteration 12Q: 3 clusters Score -1.216695e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97411 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -12167977.000000 Penalty: 5712.312012 Iteration 13Q: 3 clusters Score -1.216798e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98204 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -12168552.000000 Penalty: 5712.312012 Iteration 14Q: 3 clusters Score -1.216855e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98661 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -12168849.000000 Penalty: 5712.312012 Iteration 15Q: 3 clusters Score -1.216885e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98951 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -12169063.000000 Penalty: 5712.312012 Iteration 16Q: 3 clusters Score -1.216906e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99153 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -12169226.000000 Penalty: 5712.312012 Iteration 17Q: 3 clusters Score -1.216923e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99268 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -12169346.000000 Penalty: 5712.312012 Iteration 18Q: 3 clusters Score -1.216935e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99358 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -12169401.000000 Penalty: 5712.312012 Iteration 19Q: 3 clusters Score -1.21694e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99416 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -12169457.000000 Penalty: 5712.312012 Iteration 20F: 3 clusters Score -1.216946e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99456 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -12169466.000000 Penalty: 5712.312012 Iteration 21Q: 3 clusters Score -1.216947e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99486 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -12169498.000000 Penalty: 5712.312012 Iteration 22Q: 3 clusters Score -1.21695e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99507 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -12169519.000000 Penalty: 5712.312012 Iteration 23Q: 3 clusters Score -1.216952e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99516 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -12169525.000000 Penalty: 5712.312012 Iteration 24Q: 3 clusters Score -1.216952e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99522 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -12169533.000000 Penalty: 5712.312012 Iteration 25Q: 3 clusters Score -1.216953e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99529 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -12169532.000000 Penalty: 5712.312012 Iteration 26Q: 3 clusters Score -1.216953e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99532 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -12169549.000000 Penalty: 5712.312012 Iteration 27Q: 3 clusters Score -1.216955e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99536 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -12169538.000000 Penalty: 5712.312012 Iteration 28Q: 3 clusters Score -1.216954e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99542 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -12169541.000000 Penalty: 5712.312012 Iteration 29Q: 3 clusters Score -1.216954e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99546 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -12169528.000000 Penalty: 5712.312012 Iteration 30Q: 3 clusters Score -1.216953e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99547 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -12169545.000000 Penalty: 5712.312012 Iteration 31Q: 3 clusters Score -1.216954e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99549 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -12169553.000000 Penalty: 5712.312012 Iteration 32Q: 3 clusters Score -1.216955e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99551 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -12169548.000000 Penalty: 5712.312012 Iteration 33Q: 3 clusters Score -1.216955e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99553 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -12169558.000000 Penalty: 5712.312012 Iteration 34Q: 3 clusters Score -1.216956e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99555 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -12169569.000000 Penalty: 5712.312012 Iteration 35Q: 3 clusters Score -1.216957e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99556 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -12169573.000000 Penalty: 5712.312012 Iteration 36Q: 3 clusters Score -1.216957e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99559 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -12169568.000000 Penalty: 5712.312012 Iteration 37Q: 3 clusters Score -1.216957e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99560 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -12169568.000000 Penalty: 5712.312012 Iteration 38Q: 3 clusters Score -1.216957e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99562 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -12169576.000000 Penalty: 5712.312012 Iteration 39Q: 3 clusters Score -1.216958e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99563 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -12169574.000000 Penalty: 5712.312012 Iteration 40F: 3 clusters Score -1.216957e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99564 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -12169576.000000 Penalty: 5712.312012 Iteration 41Q: 3 clusters Score -1.216958e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99565 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -12169577.000000 Penalty: 5712.312012 Iteration 42Q: 3 clusters Score -1.216958e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99566 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -12169579.000000 Penalty: 5712.312012 Iteration 43Q: 3 clusters Score -1.216958e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99566 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -12169584.000000 Penalty: 5712.312012 Iteration 44Q: 3 clusters Score -1.216958e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99567 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -12169578.000000 Penalty: 5712.312012 Iteration 45Q: 3 clusters Score -1.216958e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99566 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -12169582.000000 Penalty: 5712.312012 Iteration 46Q: 3 clusters Score -1.216958e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99565 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -12169582.000000 Penalty: 5712.312012 Iteration 47Q: 3 clusters Score -1.216958e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99565 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -12169582.000000 Penalty: 5712.312012 Iteration 48F: 3 clusters Score -1.216958e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Entering Unmasked Estep Score: -662034.625000 Penalty: 2137.921631 Iteration 0F: 2 clusters Score -662034.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -657168.750000 Penalty: 4275.843262 Iteration 0F: 3 clusters Score -657168.8 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -658429.062500 Penalty: 4275.843262 Iteration 1F: 3 clusters Score -658429.1 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -658762.250000 Penalty: 4275.843262 Iteration 2F: 3 clusters Score -658762.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -659007.812500 Penalty: 4275.843262 Iteration 3F: 3 clusters Score -659007.8 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -659198.375000 Penalty: 4275.843262 Iteration 4F: 3 clusters Score -659198.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -659373.500000 Penalty: 4275.843262 Iteration 5Q: 3 clusters Score -659373.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -659564.437500 Penalty: 4275.843262 Iteration 6Q: 3 clusters Score -659564.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -659724.187500 Penalty: 4275.843262 Iteration 7Q: 3 clusters Score -659724.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -659869.875000 Penalty: 4275.843262 Iteration 8Q: 3 clusters Score -659869.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -659979.312500 Penalty: 4275.843262 Iteration 9Q: 3 clusters Score -659979.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -660074.750000 Penalty: 4275.843262 Iteration 10Q: 3 clusters Score -660074.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -660155.062500 Penalty: 4275.843262 Iteration 11Q: 3 clusters Score -660155.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -660217.437500 Penalty: 4275.843262 Iteration 12Q: 3 clusters Score -660217.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -660258.937500 Penalty: 4275.843262 Iteration 13Q: 3 clusters Score -660258.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -660298.750000 Penalty: 4275.843262 Iteration 14Q: 3 clusters Score -660298.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -660339.500000 Penalty: 4275.843262 Iteration 15Q: 3 clusters Score -660339.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -660368.687500 Penalty: 4275.843262 Iteration 16Q: 3 clusters Score -660368.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -660392.250000 Penalty: 4275.843262 Iteration 17Q: 3 clusters Score -660392.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -660406.750000 Penalty: 4275.843262 Iteration 18Q: 3 clusters Score -660406.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -660422.562500 Penalty: 4275.843262 Iteration 19Q: 3 clusters Score -660422.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -660434.000000 Penalty: 4275.843262 Iteration 20F: 3 clusters Score -660434 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -660442.125000 Penalty: 4275.843262 Iteration 21Q: 3 clusters Score -660442.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -660454.562500 Penalty: 4275.843262 Iteration 22Q: 3 clusters Score -660454.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -660465.437500 Penalty: 4275.843262 Iteration 23Q: 3 clusters Score -660465.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -660473.000000 Penalty: 4275.843262 Iteration 24Q: 3 clusters Score -660473 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -660477.750000 Penalty: 4275.843262 Iteration 25Q: 3 clusters Score -660477.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -660479.062500 Penalty: 4275.843262 Iteration 26Q: 3 clusters Score -660479.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -660483.875000 Penalty: 4275.843262 Iteration 27Q: 3 clusters Score -660483.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -660484.875000 Penalty: 4275.843262 Iteration 28Q: 3 clusters Score -660484.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -660486.750000 Penalty: 4275.843262 Iteration 29Q: 3 clusters Score -660486.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -660488.812500 Penalty: 4275.843262 Iteration 30Q: 3 clusters Score -660488.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -660488.875000 Penalty: 4275.843262 Iteration 31Q: 3 clusters Score -660488.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -660489.750000 Penalty: 4275.843262 Iteration 32Q: 3 clusters Score -660489.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -660490.812500 Penalty: 4275.843262 Iteration 33Q: 3 clusters Score -660490.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -660491.812500 Penalty: 4275.843262 Iteration 34Q: 3 clusters Score -660491.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -660496.562500 Penalty: 4275.843262 Iteration 35Q: 3 clusters Score -660496.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -660497.000000 Penalty: 4275.843262 Iteration 36Q: 3 clusters Score -660497 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -660496.875000 Penalty: 4275.843262 Iteration 37Q: 3 clusters Score -660496.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -660496.875000 Penalty: 4275.843262 Iteration 38F: 3 clusters Score -660496.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Entering Unmasked Estep Score: -533866.562500 Penalty: 2086.464844 Iteration 0F: 2 clusters Score -533866.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -529681.812500 Penalty: 4172.929688 Iteration 0F: 3 clusters Score -529681.8 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -530755.250000 Penalty: 4172.929688 Iteration 1F: 3 clusters Score -530755.2 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -531153.437500 Penalty: 4172.929688 Iteration 2F: 3 clusters Score -531153.4 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -531473.500000 Penalty: 4172.929688 Iteration 3F: 3 clusters Score -531473.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -531696.375000 Penalty: 4172.929688 Iteration 4F: 3 clusters Score -531696.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -531872.187500 Penalty: 4172.929688 Iteration 5Q: 3 clusters Score -531872.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -532016.062500 Penalty: 4172.929688 Iteration 6Q: 3 clusters Score -532016.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -532119.062500 Penalty: 4172.929688 Iteration 7Q: 3 clusters Score -532119.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -532171.375000 Penalty: 4172.929688 Iteration 8Q: 3 clusters Score -532171.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -532201.375000 Penalty: 4172.929688 Iteration 9Q: 3 clusters Score -532201.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -532221.000000 Penalty: 4172.929688 Iteration 10Q: 3 clusters Score -532221 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -532236.125000 Penalty: 4172.929688 Iteration 11Q: 3 clusters Score -532236.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -532248.375000 Penalty: 4172.929688 Iteration 12Q: 3 clusters Score -532248.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -532259.937500 Penalty: 4172.929688 Iteration 13Q: 3 clusters Score -532259.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -532270.500000 Penalty: 4172.929688 Iteration 14Q: 3 clusters Score -532270.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -532281.250000 Penalty: 4172.929688 Iteration 15Q: 3 clusters Score -532281.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -532291.812500 Penalty: 4172.929688 Iteration 16Q: 3 clusters Score -532291.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -532299.250000 Penalty: 4172.929688 Iteration 17Q: 3 clusters Score -532299.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -532306.375000 Penalty: 4172.929688 Iteration 18Q: 3 clusters Score -532306.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -532313.125000 Penalty: 4172.929688 Iteration 19Q: 3 clusters Score -532313.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -532319.937500 Penalty: 4172.929688 Iteration 20F: 3 clusters Score -532319.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -532324.000000 Penalty: 4172.929688 Iteration 21Q: 3 clusters Score -532324 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -532328.937500 Penalty: 4172.929688 Iteration 22Q: 3 clusters Score -532328.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -532332.125000 Penalty: 4172.929688 Iteration 23Q: 3 clusters Score -532332.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -532334.625000 Penalty: 4172.929688 Iteration 24Q: 3 clusters Score -532334.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -532336.375000 Penalty: 4172.929688 Iteration 25Q: 3 clusters Score -532336.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -532336.437500 Penalty: 4172.929688 Iteration 26Q: 3 clusters Score -532336.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -532339.312500 Penalty: 4172.929688 Iteration 27Q: 3 clusters Score -532339.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -532341.250000 Penalty: 4172.929688 Iteration 28Q: 3 clusters Score -532341.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -532341.312500 Penalty: 4172.929688 Iteration 29Q: 3 clusters Score -532341.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -532342.625000 Penalty: 4172.929688 Iteration 30Q: 3 clusters Score -532342.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -532343.375000 Penalty: 4172.929688 Iteration 31Q: 3 clusters Score -532343.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -532345.062500 Penalty: 4172.929688 Iteration 32Q: 3 clusters Score -532345.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -532347.062500 Penalty: 4172.929688 Iteration 33Q: 3 clusters Score -532347.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -532348.125000 Penalty: 4172.929688 Iteration 34Q: 3 clusters Score -532348.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -532350.687500 Penalty: 4172.929688 Iteration 35Q: 3 clusters Score -532350.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -532350.187500 Penalty: 4172.929688 Iteration 36Q: 3 clusters Score -532350.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -532351.437500 Penalty: 4172.929688 Iteration 37Q: 3 clusters Score -532351.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -532352.750000 Penalty: 4172.929688 Iteration 38Q: 3 clusters Score -532352.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -532353.312500 Penalty: 4172.929688 Iteration 39Q: 3 clusters Score -532353.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -532355.500000 Penalty: 4172.929688 Iteration 40F: 3 clusters Score -532355.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -532356.125000 Penalty: 4172.929688 Iteration 41Q: 3 clusters Score -532356.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -532357.375000 Penalty: 4172.929688 Iteration 42Q: 3 clusters Score -532357.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -532359.687500 Penalty: 4172.929688 Iteration 43Q: 3 clusters Score -532359.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -532360.812500 Penalty: 4172.929688 Iteration 44Q: 3 clusters Score -532360.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -532361.000000 Penalty: 4172.929688 Iteration 45Q: 3 clusters Score -532361 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -532361.812500 Penalty: 4172.929688 Iteration 46Q: 3 clusters Score -532361.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -532362.500000 Penalty: 4172.929688 Iteration 47Q: 3 clusters Score -532362.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -532362.500000 Penalty: 4172.929688 Iteration 48F: 3 clusters Score -532362.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Entering Unmasked Estep Score: -412176.718750 Penalty: 2022.387451 Iteration 0F: 2 clusters Score -412176.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -408632.156250 Penalty: 4044.774902 Iteration 0F: 3 clusters Score -408632.2 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -409360.593750 Penalty: 4044.774902 Iteration 1F: 3 clusters Score -409360.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -409510.531250 Penalty: 4044.774902 Iteration 2F: 3 clusters Score -409510.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -409617.218750 Penalty: 4044.774902 Iteration 3Q: 3 clusters Score -409617.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -409688.375000 Penalty: 4044.774902 Iteration 4Q: 3 clusters Score -409688.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -409746.562500 Penalty: 4044.774902 Iteration 5Q: 3 clusters Score -409746.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -409796.093750 Penalty: 4044.774902 Iteration 6Q: 3 clusters Score -409796.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -409842.375000 Penalty: 4044.774902 Iteration 7Q: 3 clusters Score -409842.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -409870.687500 Penalty: 4044.774902 Iteration 8Q: 3 clusters Score -409870.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -409893.062500 Penalty: 4044.774902 Iteration 9Q: 3 clusters Score -409893.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -409909.500000 Penalty: 4044.774902 Iteration 10Q: 3 clusters Score -409909.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -409934.812500 Penalty: 4044.774902 Iteration 11Q: 3 clusters Score -409934.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -409959.562500 Penalty: 4044.774902 Iteration 12Q: 3 clusters Score -409959.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -409987.812500 Penalty: 4044.774902 Iteration 13Q: 3 clusters Score -409987.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -410009.625000 Penalty: 4044.774902 Iteration 14Q: 3 clusters Score -410009.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -410029.093750 Penalty: 4044.774902 Iteration 15Q: 3 clusters Score -410029.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -410046.937500 Penalty: 4044.774902 Iteration 16Q: 3 clusters Score -410046.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -410059.562500 Penalty: 4044.774902 Iteration 17Q: 3 clusters Score -410059.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -410067.000000 Penalty: 4044.774902 Iteration 18Q: 3 clusters Score -410067 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -410077.937500 Penalty: 4044.774902 Iteration 19Q: 3 clusters Score -410077.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -410097.656250 Penalty: 4044.774902 Iteration 20F: 3 clusters Score -410097.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -410119.281250 Penalty: 4044.774902 Iteration 21Q: 3 clusters Score -410119.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -410152.937500 Penalty: 4044.774902 Iteration 22Q: 3 clusters Score -410152.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -410192.812500 Penalty: 4044.774902 Iteration 23Q: 3 clusters Score -410192.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -410236.906250 Penalty: 4044.774902 Iteration 24Q: 3 clusters Score -410236.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -410285.656250 Penalty: 4044.774902 Iteration 25Q: 3 clusters Score -410285.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -410322.843750 Penalty: 4044.774902 Iteration 26Q: 3 clusters Score -410322.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -410363.531250 Penalty: 4044.774902 Iteration 27Q: 3 clusters Score -410363.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -410398.250000 Penalty: 4044.774902 Iteration 28Q: 3 clusters Score -410398.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -410434.312500 Penalty: 4044.774902 Iteration 29Q: 3 clusters Score -410434.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -410462.843750 Penalty: 4044.774902 Iteration 30Q: 3 clusters Score -410462.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -410493.062500 Penalty: 4044.774902 Iteration 31Q: 3 clusters Score -410493.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -410520.718750 Penalty: 4044.774902 Iteration 32Q: 3 clusters Score -410520.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -410536.937500 Penalty: 4044.774902 Iteration 33Q: 3 clusters Score -410536.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -410553.312500 Penalty: 4044.774902 Iteration 34Q: 3 clusters Score -410553.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -410564.718750 Penalty: 4044.774902 Iteration 35Q: 3 clusters Score -410564.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -410575.281250 Penalty: 4044.774902 Iteration 36Q: 3 clusters Score -410575.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -410581.937500 Penalty: 4044.774902 Iteration 37Q: 3 clusters Score -410581.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -410587.562500 Penalty: 4044.774902 Iteration 38Q: 3 clusters Score -410587.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -410592.937500 Penalty: 4044.774902 Iteration 39Q: 3 clusters Score -410592.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -410597.531250 Penalty: 4044.774902 Iteration 40F: 3 clusters Score -410597.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -410602.468750 Penalty: 4044.774902 Iteration 41Q: 3 clusters Score -410602.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -410606.531250 Penalty: 4044.774902 Iteration 42Q: 3 clusters Score -410606.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -410610.312500 Penalty: 4044.774902 Iteration 43Q: 3 clusters Score -410610.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -410615.218750 Penalty: 4044.774902 Iteration 44Q: 3 clusters Score -410615.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -410624.781250 Penalty: 4044.774902 Iteration 45Q: 3 clusters Score -410624.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -410632.000000 Penalty: 4044.774902 Iteration 46Q: 3 clusters Score -410632 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -410637.593750 Penalty: 4044.774902 Iteration 47Q: 3 clusters Score -410637.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -410642.343750 Penalty: 4044.774902 Iteration 48Q: 3 clusters Score -410642.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -410646.500000 Penalty: 4044.774902 Iteration 49Q: 3 clusters Score -410646.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -410650.656250 Penalty: 4044.774902 Iteration 50Q: 3 clusters Score -410650.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -410653.312500 Penalty: 4044.774902 Iteration 51Q: 3 clusters Score -410653.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -410658.343750 Penalty: 4044.774902 Iteration 52Q: 3 clusters Score -410658.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -410663.031250 Penalty: 4044.774902 Iteration 53Q: 3 clusters Score -410663 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -410671.593750 Penalty: 4044.774902 Iteration 54Q: 3 clusters Score -410671.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -410677.531250 Penalty: 4044.774902 Iteration 55Q: 3 clusters Score -410677.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -410682.781250 Penalty: 4044.774902 Iteration 56Q: 3 clusters Score -410682.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -410689.593750 Penalty: 4044.774902 Iteration 57Q: 3 clusters Score -410689.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -410694.187500 Penalty: 4044.774902 Iteration 58Q: 3 clusters Score -410694.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -410698.281250 Penalty: 4044.774902 Iteration 59Q: 3 clusters Score -410698.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -410701.906250 Penalty: 4044.774902 Iteration 60F: 3 clusters Score -410701.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -410704.250000 Penalty: 4044.774902 Iteration 61Q: 3 clusters Score -410704.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -410707.218750 Penalty: 4044.774902 Iteration 62Q: 3 clusters Score -410707.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -410707.906250 Penalty: 4044.774902 Iteration 63Q: 3 clusters Score -410707.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -410710.031250 Penalty: 4044.774902 Iteration 64Q: 3 clusters Score -410710 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -410710.156250 Penalty: 4044.774902 Iteration 65Q: 3 clusters Score -410710.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -410710.781250 Penalty: 4044.774902 Iteration 66Q: 3 clusters Score -410710.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -410712.281250 Penalty: 4044.774902 Iteration 67Q: 3 clusters Score -410712.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -410712.281250 Penalty: 4044.774902 Iteration 68F: 3 clusters Score -410712.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (16024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16024 members Entering Unmasked Estep Score: -1936485.625000 Penalty: 2401.096924 Iteration 0F: 2 clusters Score -1936486 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -1924917.250000 Penalty: 4802.193848 Iteration 0F: 3 clusters Score -1924917 nChanged 6971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -1928639.500000 Penalty: 4802.193848 Iteration 1F: 3 clusters Score -1928640 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -1928956.375000 Penalty: 4802.193848 Iteration 2F: 3 clusters Score -1928956 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -1929173.125000 Penalty: 4802.193848 Iteration 3Q: 3 clusters Score -1929173 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -1929330.875000 Penalty: 4802.193848 Iteration 4Q: 3 clusters Score -1929331 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -1929456.375000 Penalty: 4802.193848 Iteration 5Q: 3 clusters Score -1929456 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1929567.875000 Penalty: 4802.193848 Iteration 6Q: 3 clusters Score -1929568 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -1929666.875000 Penalty: 4802.193848 Iteration 7Q: 3 clusters Score -1929667 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1929814.250000 Penalty: 4802.193848 Iteration 8Q: 3 clusters Score -1929814 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -1930005.000000 Penalty: 4802.193848 Iteration 9Q: 3 clusters Score -1930005 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -1930276.375000 Penalty: 4802.193848 Iteration 10Q: 3 clusters Score -1930276 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1930650.750000 Penalty: 4802.193848 Iteration 11Q: 3 clusters Score -1930651 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11889 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -1931144.500000 Penalty: 4802.193848 Iteration 12Q: 3 clusters Score -1931144 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12728 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1931767.500000 Penalty: 4802.193848 Iteration 13F: 3 clusters Score -1931768 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13587 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -1932451.125000 Penalty: 4802.193848 Iteration 14F: 3 clusters Score -1932451 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1933048.250000 Penalty: 4802.193848 Iteration 15Q: 3 clusters Score -1933048 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14837 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -1933507.250000 Penalty: 4802.193848 Iteration 16Q: 3 clusters Score -1933507 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15194 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1933832.500000 Penalty: 4802.193848 Iteration 17Q: 3 clusters Score -1933832 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15403 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1934029.875000 Penalty: 4802.193848 Iteration 18Q: 3 clusters Score -1934030 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -1934147.750000 Penalty: 4802.193848 Iteration 19Q: 3 clusters Score -1934148 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1934216.500000 Penalty: 4802.193848 Iteration 20F: 3 clusters Score -1934216 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15611 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1934277.625000 Penalty: 4802.193848 Iteration 21Q: 3 clusters Score -1934278 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15638 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1934315.625000 Penalty: 4802.193848 Iteration 22Q: 3 clusters Score -1934316 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15654 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1934348.250000 Penalty: 4802.193848 Iteration 23Q: 3 clusters Score -1934348 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15672 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -1934369.625000 Penalty: 4802.193848 Iteration 24Q: 3 clusters Score -1934370 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15681 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1934384.125000 Penalty: 4802.193848 Iteration 25Q: 3 clusters Score -1934384 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15688 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1934396.125000 Penalty: 4802.193848 Iteration 26Q: 3 clusters Score -1934396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15689 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1934400.625000 Penalty: 4802.193848 Iteration 27Q: 3 clusters Score -1934401 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15690 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1934404.875000 Penalty: 4802.193848 Iteration 28Q: 3 clusters Score -1934405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15689 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1934408.375000 Penalty: 4802.193848 Iteration 29Q: 3 clusters Score -1934408 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15689 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1934408.375000 Penalty: 4802.193848 Iteration 30F: 3 clusters Score -1934408 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -49235.312500 Penalty: 1536.212524 Iteration 0F: 2 clusters Score -49235.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -47770.515625 Penalty: 3072.425049 Iteration 0F: 3 clusters Score -47770.52 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -47927.484375 Penalty: 3072.425049 Iteration 1F: 3 clusters Score -47927.48 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -47971.589844 Penalty: 3072.425049 Iteration 2Q: 3 clusters Score -47971.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -47981.187500 Penalty: 3072.425049 Iteration 3Q: 3 clusters Score -47981.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -47990.531250 Penalty: 3072.425049 Iteration 4Q: 3 clusters Score -47990.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47997.242188 Penalty: 3072.425049 Iteration 5Q: 3 clusters Score -47997.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -48002.449219 Penalty: 3072.425049 Iteration 6Q: 3 clusters Score -48002.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -48012.000000 Penalty: 3072.425049 Iteration 7Q: 3 clusters Score -48012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -48022.500000 Penalty: 3072.425049 Iteration 8Q: 3 clusters Score -48022.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -48029.984375 Penalty: 3072.425049 Iteration 9Q: 3 clusters Score -48029.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -48033.164062 Penalty: 3072.425049 Iteration 10Q: 3 clusters Score -48033.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -48040.847656 Penalty: 3072.425049 Iteration 11Q: 3 clusters Score -48040.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -48042.671875 Penalty: 3072.425049 Iteration 12Q: 3 clusters Score -48042.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -48048.699219 Penalty: 3072.425049 Iteration 13Q: 3 clusters Score -48048.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -48050.886719 Penalty: 3072.425049 Iteration 14Q: 3 clusters Score -48050.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -48050.886719 Penalty: 3072.425049 Iteration 15F: 3 clusters Score -48050.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (17295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17295 members Entering Unmasked Estep Score: -2110984.750000 Penalty: 2420.026855 Iteration 0F: 2 clusters Score -2110985 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -2098552.250000 Penalty: 4840.053711 Iteration 0F: 3 clusters Score -2098552 nChanged 7531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8738 members Mstep: Class 2 contains 8557 members Entering Unmasked Estep Score: -2102665.750000 Penalty: 4840.053711 Iteration 1F: 3 clusters Score -2102666 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -2103159.500000 Penalty: 4840.053711 Iteration 2F: 3 clusters Score -2103160 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 8569 members Entering Unmasked Estep Score: -2103678.250000 Penalty: 4840.053711 Iteration 3F: 3 clusters Score -2103678 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -2104386.250000 Penalty: 4840.053711 Iteration 4F: 3 clusters Score -2104386 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -2105295.750000 Penalty: 4840.053711 Iteration 5F: 3 clusters Score -2105296 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -2106277.000000 Penalty: 4840.053711 Iteration 6F: 3 clusters Score -2106277 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -2107365.500000 Penalty: 4840.053711 Iteration 7F: 3 clusters Score -2107366 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -2108472.500000 Penalty: 4840.053711 Iteration 8F: 3 clusters Score -2108472 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -2109495.250000 Penalty: 4840.053711 Iteration 9F: 3 clusters Score -2109495 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -2110294.750000 Penalty: 4840.053711 Iteration 10Q: 3 clusters Score -2110295 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -2110773.250000 Penalty: 4840.053711 Iteration 11Q: 3 clusters Score -2110773 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -2111028.000000 Penalty: 4840.053711 Iteration 12Q: 3 clusters Score -2111028 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -2111159.500000 Penalty: 4840.053711 Iteration 13Q: 3 clusters Score -2111160 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -2111216.250000 Penalty: 4840.053711 Iteration 14Q: 3 clusters Score -2111216 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12637 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -2111253.000000 Penalty: 4840.053711 Iteration 15Q: 3 clusters Score -2111253 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12721 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -2111289.000000 Penalty: 4840.053711 Iteration 16Q: 3 clusters Score -2111289 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12798 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -2111323.250000 Penalty: 4840.053711 Iteration 17Q: 3 clusters Score -2111323 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12890 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -2111354.000000 Penalty: 4840.053711 Iteration 18Q: 3 clusters Score -2111354 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12958 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -2111380.000000 Penalty: 4840.053711 Iteration 19Q: 3 clusters Score -2111380 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13018 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -2111403.000000 Penalty: 4840.053711 Iteration 20F: 3 clusters Score -2111403 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13080 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -2111420.250000 Penalty: 4840.053711 Iteration 21Q: 3 clusters Score -2111420 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13122 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -2111435.250000 Penalty: 4840.053711 Iteration 22Q: 3 clusters Score -2111435 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -2111444.500000 Penalty: 4840.053711 Iteration 23Q: 3 clusters Score -2111444 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13192 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -2111452.000000 Penalty: 4840.053711 Iteration 24Q: 3 clusters Score -2111452 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13222 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -2111463.250000 Penalty: 4840.053711 Iteration 25Q: 3 clusters Score -2111463 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13245 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -2111470.000000 Penalty: 4840.053711 Iteration 26Q: 3 clusters Score -2111470 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -2111468.500000 Penalty: 4840.053711 Iteration 27Q: 3 clusters Score -2111468 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -2111470.500000 Penalty: 4840.053711 Iteration 28Q: 3 clusters Score -2111470 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13278 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -2111477.500000 Penalty: 4840.053711 Iteration 29Q: 3 clusters Score -2111478 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -2111475.500000 Penalty: 4840.053711 Iteration 30Q: 3 clusters Score -2111476 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13303 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -2111475.750000 Penalty: 4840.053711 Iteration 31Q: 3 clusters Score -2111476 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13318 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -2111478.500000 Penalty: 4840.053711 Iteration 32Q: 3 clusters Score -2111478 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13322 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -2111479.000000 Penalty: 4840.053711 Iteration 33Q: 3 clusters Score -2111479 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -2111483.750000 Penalty: 4840.053711 Iteration 34Q: 3 clusters Score -2111484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -2111480.250000 Penalty: 4840.053711 Iteration 35Q: 3 clusters Score -2111480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13328 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -2111481.000000 Penalty: 4840.053711 Iteration 36Q: 3 clusters Score -2111481 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13328 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -2111481.000000 Penalty: 4840.053711 Iteration 37F: 3 clusters Score -2111481 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53621 members Mstep: Class 2 contains 8871 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7383 members Mstep: Class 6 contains 100384 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4506 members Mstep: Class 9 contains 3480 members Mstep: Class 10 contains 16024 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 13328 members Mstep: Class 13 contains 3967 members Mstep: Class 14 contains 9532 members Mstep: Class 15 contains 3716 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 23878 members Mstep: Class 23 contains 15010 members Mstep: Class 24 contains 4007 members Entering Unmasked Estep Score: -33504976.000000 Penalty: 62279.437500 Splitting cluster 12 changes total score from -33505086.000000 to -33504976.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (9532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9532 members Entering Unmasked Estep Score: -1145657.500000 Penalty: 2272.277588 Iteration 0F: 2 clusters Score -1145658 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1138326.000000 Penalty: 4544.555176 Iteration 0F: 3 clusters Score -1138326 nChanged 3947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1140507.750000 Penalty: 4544.555176 Iteration 1F: 3 clusters Score -1140508 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -1140905.125000 Penalty: 4544.555176 Iteration 2F: 3 clusters Score -1140905 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1141231.875000 Penalty: 4544.555176 Iteration 3F: 3 clusters Score -1141232 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1141532.500000 Penalty: 4544.555176 Iteration 4F: 3 clusters Score -1141532 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1141818.625000 Penalty: 4544.555176 Iteration 5Q: 3 clusters Score -1141819 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -1142119.750000 Penalty: 4544.555176 Iteration 6Q: 3 clusters Score -1142120 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -1142424.125000 Penalty: 4544.555176 Iteration 7Q: 3 clusters Score -1142424 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -1142704.000000 Penalty: 4544.555176 Iteration 8Q: 3 clusters Score -1142704 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1142960.875000 Penalty: 4544.555176 Iteration 9Q: 3 clusters Score -1142961 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -1143166.000000 Penalty: 4544.555176 Iteration 10Q: 3 clusters Score -1143166 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -1143299.125000 Penalty: 4544.555176 Iteration 11Q: 3 clusters Score -1143299 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1143375.500000 Penalty: 4544.555176 Iteration 12Q: 3 clusters Score -1143376 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1143440.000000 Penalty: 4544.555176 Iteration 13Q: 3 clusters Score -1143440 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -1143488.125000 Penalty: 4544.555176 Iteration 14Q: 3 clusters Score -1143488 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -1143536.875000 Penalty: 4544.555176 Iteration 15Q: 3 clusters Score -1143537 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -1143587.000000 Penalty: 4544.555176 Iteration 16Q: 3 clusters Score -1143587 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -1143619.250000 Penalty: 4544.555176 Iteration 17Q: 3 clusters Score -1143619 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -1143649.750000 Penalty: 4544.555176 Iteration 18Q: 3 clusters Score -1143650 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -1143678.500000 Penalty: 4544.555176 Iteration 19Q: 3 clusters Score -1143678 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -1143705.875000 Penalty: 4544.555176 Iteration 20F: 3 clusters Score -1143706 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1143726.625000 Penalty: 4544.555176 Iteration 21Q: 3 clusters Score -1143727 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -1143748.875000 Penalty: 4544.555176 Iteration 22Q: 3 clusters Score -1143749 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -1143775.875000 Penalty: 4544.555176 Iteration 23Q: 3 clusters Score -1143776 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -1143805.375000 Penalty: 4544.555176 Iteration 24Q: 3 clusters Score -1143805 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1143851.750000 Penalty: 4544.555176 Iteration 25Q: 3 clusters Score -1143852 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -1143887.375000 Penalty: 4544.555176 Iteration 26Q: 3 clusters Score -1143887 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -1143914.875000 Penalty: 4544.555176 Iteration 27Q: 3 clusters Score -1143915 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -1143937.375000 Penalty: 4544.555176 Iteration 28Q: 3 clusters Score -1143937 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -1143966.500000 Penalty: 4544.555176 Iteration 29Q: 3 clusters Score -1143966 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -1143996.500000 Penalty: 4544.555176 Iteration 30Q: 3 clusters Score -1143996 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -1144034.625000 Penalty: 4544.555176 Iteration 31Q: 3 clusters Score -1144035 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -1144074.625000 Penalty: 4544.555176 Iteration 32Q: 3 clusters Score -1144075 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 7482 members Entering Unmasked Estep Score: -1144114.125000 Penalty: 4544.555176 Iteration 33Q: 3 clusters Score -1144114 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -1144155.375000 Penalty: 4544.555176 Iteration 34Q: 3 clusters Score -1144155 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -1144204.500000 Penalty: 4544.555176 Iteration 35Q: 3 clusters Score -1144204 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -1144248.250000 Penalty: 4544.555176 Iteration 36Q: 3 clusters Score -1144248 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -1144297.875000 Penalty: 4544.555176 Iteration 37Q: 3 clusters Score -1144298 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -1144330.750000 Penalty: 4544.555176 Iteration 38Q: 3 clusters Score -1144331 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -1144360.500000 Penalty: 4544.555176 Iteration 39Q: 3 clusters Score -1144360 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -1144379.250000 Penalty: 4544.555176 Iteration 40F: 3 clusters Score -1144379 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -1144393.375000 Penalty: 4544.555176 Iteration 41Q: 3 clusters Score -1144393 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -1144403.125000 Penalty: 4544.555176 Iteration 42Q: 3 clusters Score -1144403 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -1144410.375000 Penalty: 4544.555176 Iteration 43Q: 3 clusters Score -1144410 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -1144418.500000 Penalty: 4544.555176 Iteration 44Q: 3 clusters Score -1144418 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -1144423.500000 Penalty: 4544.555176 Iteration 45Q: 3 clusters Score -1144424 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -1144428.000000 Penalty: 4544.555176 Iteration 46Q: 3 clusters Score -1144428 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -1144432.625000 Penalty: 4544.555176 Iteration 47Q: 3 clusters Score -1144433 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 7948 members Entering Unmasked Estep Score: -1144434.625000 Penalty: 4544.555176 Iteration 48Q: 3 clusters Score -1144435 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -1144437.625000 Penalty: 4544.555176 Iteration 49Q: 3 clusters Score -1144438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -1144437.000000 Penalty: 4544.555176 Iteration 50Q: 3 clusters Score -1144437 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -1144441.250000 Penalty: 4544.555176 Iteration 51Q: 3 clusters Score -1144441 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -1144441.250000 Penalty: 4544.555176 Iteration 52Q: 3 clusters Score -1144441 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -1144442.125000 Penalty: 4544.555176 Iteration 53Q: 3 clusters Score -1144442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -1144440.875000 Penalty: 4544.555176 Iteration 54Q: 3 clusters Score -1144441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -1144441.500000 Penalty: 4544.555176 Iteration 55Q: 3 clusters Score -1144442 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -1144441.500000 Penalty: 4544.555176 Iteration 56F: 3 clusters Score -1144442 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Entering Unmasked Estep Score: -444598.500000 Penalty: 2038.659912 Iteration 0F: 2 clusters Score -444598.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -440880.312500 Penalty: 4077.319824 Iteration 0F: 3 clusters Score -440880.3 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -441701.281250 Penalty: 4077.319824 Iteration 1F: 3 clusters Score -441701.3 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -441942.906250 Penalty: 4077.319824 Iteration 2F: 3 clusters Score -441942.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -442116.593750 Penalty: 4077.319824 Iteration 3F: 3 clusters Score -442116.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -442249.031250 Penalty: 4077.319824 Iteration 4Q: 3 clusters Score -442249 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -442329.843750 Penalty: 4077.319824 Iteration 5Q: 3 clusters Score -442329.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -442412.531250 Penalty: 4077.319824 Iteration 6Q: 3 clusters Score -442412.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -442491.156250 Penalty: 4077.319824 Iteration 7Q: 3 clusters Score -442491.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -442546.718750 Penalty: 4077.319824 Iteration 8Q: 3 clusters Score -442546.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -442606.156250 Penalty: 4077.319824 Iteration 9Q: 3 clusters Score -442606.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -442656.656250 Penalty: 4077.319824 Iteration 10Q: 3 clusters Score -442656.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -442693.500000 Penalty: 4077.319824 Iteration 11Q: 3 clusters Score -442693.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -442730.000000 Penalty: 4077.319824 Iteration 12Q: 3 clusters Score -442730 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -442768.375000 Penalty: 4077.319824 Iteration 13Q: 3 clusters Score -442768.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -442812.312500 Penalty: 4077.319824 Iteration 14Q: 3 clusters Score -442812.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -442850.312500 Penalty: 4077.319824 Iteration 15Q: 3 clusters Score -442850.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -442888.968750 Penalty: 4077.319824 Iteration 16Q: 3 clusters Score -442889 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -442916.687500 Penalty: 4077.319824 Iteration 17Q: 3 clusters Score -442916.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -442948.968750 Penalty: 4077.319824 Iteration 18Q: 3 clusters Score -442949 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -442991.968750 Penalty: 4077.319824 Iteration 19Q: 3 clusters Score -442992 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -443028.593750 Penalty: 4077.319824 Iteration 20F: 3 clusters Score -443028.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -443060.562500 Penalty: 4077.319824 Iteration 21Q: 3 clusters Score -443060.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -443088.093750 Penalty: 4077.319824 Iteration 22Q: 3 clusters Score -443088.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -443110.250000 Penalty: 4077.319824 Iteration 23Q: 3 clusters Score -443110.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -443132.781250 Penalty: 4077.319824 Iteration 24Q: 3 clusters Score -443132.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -443161.718750 Penalty: 4077.319824 Iteration 25Q: 3 clusters Score -443161.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -443207.218750 Penalty: 4077.319824 Iteration 26Q: 3 clusters Score -443207.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -443252.218750 Penalty: 4077.319824 Iteration 27Q: 3 clusters Score -443252.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -443287.468750 Penalty: 4077.319824 Iteration 28Q: 3 clusters Score -443287.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -443309.875000 Penalty: 4077.319824 Iteration 29Q: 3 clusters Score -443309.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -443334.093750 Penalty: 4077.319824 Iteration 30Q: 3 clusters Score -443334.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -443359.343750 Penalty: 4077.319824 Iteration 31Q: 3 clusters Score -443359.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -443380.187500 Penalty: 4077.319824 Iteration 32Q: 3 clusters Score -443380.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -443398.312500 Penalty: 4077.319824 Iteration 33Q: 3 clusters Score -443398.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -443407.500000 Penalty: 4077.319824 Iteration 34Q: 3 clusters Score -443407.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -443418.531250 Penalty: 4077.319824 Iteration 35Q: 3 clusters Score -443418.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -443431.125000 Penalty: 4077.319824 Iteration 36Q: 3 clusters Score -443431.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -443446.187500 Penalty: 4077.319824 Iteration 37Q: 3 clusters Score -443446.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -443455.093750 Penalty: 4077.319824 Iteration 38Q: 3 clusters Score -443455.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -443460.968750 Penalty: 4077.319824 Iteration 39Q: 3 clusters Score -443461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -443465.406250 Penalty: 4077.319824 Iteration 40F: 3 clusters Score -443465.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -443469.375000 Penalty: 4077.319824 Iteration 41Q: 3 clusters Score -443469.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -443471.125000 Penalty: 4077.319824 Iteration 42Q: 3 clusters Score -443471.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -443471.656250 Penalty: 4077.319824 Iteration 43Q: 3 clusters Score -443471.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -443471.656250 Penalty: 4077.319824 Iteration 44F: 3 clusters Score -443471.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Entering Unmasked Estep Score: -403377.875000 Penalty: 2020.814575 Iteration 0F: 2 clusters Score -403377.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -399833.250000 Penalty: 4041.629150 Iteration 0F: 3 clusters Score -399833.2 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -400626.750000 Penalty: 4041.629150 Iteration 1F: 3 clusters Score -400626.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -400808.750000 Penalty: 4041.629150 Iteration 2F: 3 clusters Score -400808.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -400933.468750 Penalty: 4041.629150 Iteration 3Q: 3 clusters Score -400933.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -401011.312500 Penalty: 4041.629150 Iteration 4Q: 3 clusters Score -401011.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -401072.437500 Penalty: 4041.629150 Iteration 5Q: 3 clusters Score -401072.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -401125.531250 Penalty: 4041.629150 Iteration 6Q: 3 clusters Score -401125.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -401167.531250 Penalty: 4041.629150 Iteration 7Q: 3 clusters Score -401167.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -401213.687500 Penalty: 4041.629150 Iteration 8Q: 3 clusters Score -401213.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -401257.000000 Penalty: 4041.629150 Iteration 9Q: 3 clusters Score -401257 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -401299.156250 Penalty: 4041.629150 Iteration 10Q: 3 clusters Score -401299.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -401338.593750 Penalty: 4041.629150 Iteration 11Q: 3 clusters Score -401338.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -401380.218750 Penalty: 4041.629150 Iteration 12Q: 3 clusters Score -401380.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -401411.093750 Penalty: 4041.629150 Iteration 13Q: 3 clusters Score -401411.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -401442.468750 Penalty: 4041.629150 Iteration 14Q: 3 clusters Score -401442.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -401470.906250 Penalty: 4041.629150 Iteration 15Q: 3 clusters Score -401470.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -401501.718750 Penalty: 4041.629150 Iteration 16Q: 3 clusters Score -401501.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -401535.218750 Penalty: 4041.629150 Iteration 17Q: 3 clusters Score -401535.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -401569.250000 Penalty: 4041.629150 Iteration 18Q: 3 clusters Score -401569.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -401596.750000 Penalty: 4041.629150 Iteration 19Q: 3 clusters Score -401596.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -401622.031250 Penalty: 4041.629150 Iteration 20F: 3 clusters Score -401622 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -401643.750000 Penalty: 4041.629150 Iteration 21Q: 3 clusters Score -401643.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -401666.000000 Penalty: 4041.629150 Iteration 22Q: 3 clusters Score -401666 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -401677.468750 Penalty: 4041.629150 Iteration 23Q: 3 clusters Score -401677.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -401688.437500 Penalty: 4041.629150 Iteration 24Q: 3 clusters Score -401688.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -401696.500000 Penalty: 4041.629150 Iteration 25Q: 3 clusters Score -401696.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -401704.468750 Penalty: 4041.629150 Iteration 26Q: 3 clusters Score -401704.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -401712.875000 Penalty: 4041.629150 Iteration 27Q: 3 clusters Score -401712.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -401718.062500 Penalty: 4041.629150 Iteration 28Q: 3 clusters Score -401718.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -401721.375000 Penalty: 4041.629150 Iteration 29Q: 3 clusters Score -401721.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -401724.000000 Penalty: 4041.629150 Iteration 30Q: 3 clusters Score -401724 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -401724.812500 Penalty: 4041.629150 Iteration 31Q: 3 clusters Score -401724.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -401726.781250 Penalty: 4041.629150 Iteration 32Q: 3 clusters Score -401726.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -401729.000000 Penalty: 4041.629150 Iteration 33Q: 3 clusters Score -401729 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -401732.312500 Penalty: 4041.629150 Iteration 34Q: 3 clusters Score -401732.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -401735.968750 Penalty: 4041.629150 Iteration 35Q: 3 clusters Score -401736 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -401740.375000 Penalty: 4041.629150 Iteration 36Q: 3 clusters Score -401740.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -401745.062500 Penalty: 4041.629150 Iteration 37Q: 3 clusters Score -401745.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -401753.968750 Penalty: 4041.629150 Iteration 38Q: 3 clusters Score -401754 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -401757.562500 Penalty: 4041.629150 Iteration 39Q: 3 clusters Score -401757.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -401760.312500 Penalty: 4041.629150 Iteration 40F: 3 clusters Score -401760.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -401763.375000 Penalty: 4041.629150 Iteration 41Q: 3 clusters Score -401763.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -401765.187500 Penalty: 4041.629150 Iteration 42Q: 3 clusters Score -401765.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -401766.781250 Penalty: 4041.629150 Iteration 43Q: 3 clusters Score -401766.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -401766.625000 Penalty: 4041.629150 Iteration 44Q: 3 clusters Score -401766.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -401766.625000 Penalty: 4041.629150 Iteration 45F: 3 clusters Score -401766.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Entering Unmasked Estep Score: -195098.343750 Penalty: 1830.303467 Iteration 0F: 2 clusters Score -195098.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -192719.218750 Penalty: 3660.606934 Iteration 0F: 3 clusters Score -192719.2 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -193088.421875 Penalty: 3660.606934 Iteration 1F: 3 clusters Score -193088.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -193196.843750 Penalty: 3660.606934 Iteration 2F: 3 clusters Score -193196.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -193250.421875 Penalty: 3660.606934 Iteration 3Q: 3 clusters Score -193250.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -193277.312500 Penalty: 3660.606934 Iteration 4Q: 3 clusters Score -193277.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -193299.187500 Penalty: 3660.606934 Iteration 5Q: 3 clusters Score -193299.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -193319.359375 Penalty: 3660.606934 Iteration 6Q: 3 clusters Score -193319.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -193335.046875 Penalty: 3660.606934 Iteration 7Q: 3 clusters Score -193335 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -193345.421875 Penalty: 3660.606934 Iteration 8Q: 3 clusters Score -193345.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -193350.906250 Penalty: 3660.606934 Iteration 9Q: 3 clusters Score -193350.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -193355.812500 Penalty: 3660.606934 Iteration 10Q: 3 clusters Score -193355.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -193359.265625 Penalty: 3660.606934 Iteration 11Q: 3 clusters Score -193359.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -193361.906250 Penalty: 3660.606934 Iteration 12Q: 3 clusters Score -193361.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -193363.734375 Penalty: 3660.606934 Iteration 13Q: 3 clusters Score -193363.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -193364.218750 Penalty: 3660.606934 Iteration 14Q: 3 clusters Score -193364.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -193364.218750 Penalty: 3660.606934 Iteration 15F: 3 clusters Score -193364.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (23878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23878 members Entering Unmasked Estep Score: -2875611.250000 Penalty: 2500.016846 Iteration 0F: 2 clusters Score -2875611 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11904 members Mstep: Class 2 contains 11974 members Entering Unmasked Estep Score: -2858913.500000 Penalty: 5000.033691 Iteration 0F: 3 clusters Score -2858914 nChanged 10704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 11928 members Entering Unmasked Estep Score: -2864885.250000 Penalty: 5000.033691 Iteration 1F: 3 clusters Score -2864885 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11934 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -2865457.750000 Penalty: 5000.033691 Iteration 2F: 3 clusters Score -2865458 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11952 members Mstep: Class 2 contains 11926 members Entering Unmasked Estep Score: -2865971.000000 Penalty: 5000.033691 Iteration 3F: 3 clusters Score -2865971 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11954 members Mstep: Class 2 contains 11924 members Entering Unmasked Estep Score: -2866546.000000 Penalty: 5000.033691 Iteration 4Q: 3 clusters Score -2866546 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -2867186.500000 Penalty: 5000.033691 Iteration 5F: 3 clusters Score -2867186 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11856 members Mstep: Class 2 contains 12022 members Entering Unmasked Estep Score: -2867933.250000 Penalty: 5000.033691 Iteration 6F: 3 clusters Score -2867933 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11770 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -2868750.250000 Penalty: 5000.033691 Iteration 7F: 3 clusters Score -2868750 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11579 members Mstep: Class 2 contains 12299 members Entering Unmasked Estep Score: -2869659.750000 Penalty: 5000.033691 Iteration 8F: 3 clusters Score -2869660 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -2870505.000000 Penalty: 5000.033691 Iteration 9Q: 3 clusters Score -2870505 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11123 members Mstep: Class 2 contains 12755 members Entering Unmasked Estep Score: -2871178.750000 Penalty: 5000.033691 Iteration 10Q: 3 clusters Score -2871179 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10942 members Mstep: Class 2 contains 12936 members Entering Unmasked Estep Score: -2871596.750000 Penalty: 5000.033691 Iteration 11Q: 3 clusters Score -2871597 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10820 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -2871844.500000 Penalty: 5000.033691 Iteration 12Q: 3 clusters Score -2871844 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10742 members Mstep: Class 2 contains 13136 members Entering Unmasked Estep Score: -2872013.750000 Penalty: 5000.033691 Iteration 13Q: 3 clusters Score -2872014 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 13197 members Entering Unmasked Estep Score: -2872168.000000 Penalty: 5000.033691 Iteration 14Q: 3 clusters Score -2872168 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 13277 members Entering Unmasked Estep Score: -2872269.750000 Penalty: 5000.033691 Iteration 15Q: 3 clusters Score -2872270 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10515 members Mstep: Class 2 contains 13363 members Entering Unmasked Estep Score: -2872371.250000 Penalty: 5000.033691 Iteration 16Q: 3 clusters Score -2872371 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10463 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -2872429.000000 Penalty: 5000.033691 Iteration 17Q: 3 clusters Score -2872429 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10415 members Mstep: Class 2 contains 13463 members Entering Unmasked Estep Score: -2872488.000000 Penalty: 5000.033691 Iteration 18Q: 3 clusters Score -2872488 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 13482 members Entering Unmasked Estep Score: -2872512.000000 Penalty: 5000.033691 Iteration 19Q: 3 clusters Score -2872512 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 13505 members Entering Unmasked Estep Score: -2872531.500000 Penalty: 5000.033691 Iteration 20F: 3 clusters Score -2872532 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 13534 members Entering Unmasked Estep Score: -2872539.500000 Penalty: 5000.033691 Iteration 21Q: 3 clusters Score -2872540 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 13558 members Entering Unmasked Estep Score: -2872573.000000 Penalty: 5000.033691 Iteration 22Q: 3 clusters Score -2872573 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -2872576.500000 Penalty: 5000.033691 Iteration 23Q: 3 clusters Score -2872576 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 13610 members Entering Unmasked Estep Score: -2872591.250000 Penalty: 5000.033691 Iteration 24Q: 3 clusters Score -2872591 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -2872606.500000 Penalty: 5000.033691 Iteration 25Q: 3 clusters Score -2872606 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -2872621.250000 Penalty: 5000.033691 Iteration 26Q: 3 clusters Score -2872621 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -2872624.250000 Penalty: 5000.033691 Iteration 27Q: 3 clusters Score -2872624 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 13595 members Entering Unmasked Estep Score: -2872615.750000 Penalty: 5000.033691 Iteration 28Q: 3 clusters Score -2872616 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -2872631.250000 Penalty: 5000.033691 Iteration 29Q: 3 clusters Score -2872631 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10305 members Mstep: Class 2 contains 13573 members Entering Unmasked Estep Score: -2872640.250000 Penalty: 5000.033691 Iteration 30Q: 3 clusters Score -2872640 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 13564 members Entering Unmasked Estep Score: -2872645.250000 Penalty: 5000.033691 Iteration 31Q: 3 clusters Score -2872645 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 13563 members Entering Unmasked Estep Score: -2872650.500000 Penalty: 5000.033691 Iteration 32Q: 3 clusters Score -2872650 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10321 members Mstep: Class 2 contains 13557 members Entering Unmasked Estep Score: -2872646.250000 Penalty: 5000.033691 Iteration 33Q: 3 clusters Score -2872646 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 13555 members Entering Unmasked Estep Score: -2872650.500000 Penalty: 5000.033691 Iteration 34Q: 3 clusters Score -2872650 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10333 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -2872642.750000 Penalty: 5000.033691 Iteration 35Q: 3 clusters Score -2872643 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10337 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -2872643.250000 Penalty: 5000.033691 Iteration 36Q: 3 clusters Score -2872643 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 13535 members Entering Unmasked Estep Score: -2872650.500000 Penalty: 5000.033691 Iteration 37Q: 3 clusters Score -2872650 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 13519 members Entering Unmasked Estep Score: -2872656.000000 Penalty: 5000.033691 Iteration 38Q: 3 clusters Score -2872656 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 13512 members Entering Unmasked Estep Score: -2872662.250000 Penalty: 5000.033691 Iteration 39Q: 3 clusters Score -2872662 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10381 members Mstep: Class 2 contains 13497 members Entering Unmasked Estep Score: -2872658.500000 Penalty: 5000.033691 Iteration 40F: 3 clusters Score -2872658 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Mstep: Class 2 contains 13489 members Entering Unmasked Estep Score: -2872655.500000 Penalty: 5000.033691 Iteration 41Q: 3 clusters Score -2872656 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10393 members Mstep: Class 2 contains 13485 members Entering Unmasked Estep Score: -2872664.000000 Penalty: 5000.033691 Iteration 42Q: 3 clusters Score -2872664 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10399 members Mstep: Class 2 contains 13479 members Entering Unmasked Estep Score: -2872660.000000 Penalty: 5000.033691 Iteration 43Q: 3 clusters Score -2872660 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -2872665.000000 Penalty: 5000.033691 Iteration 44Q: 3 clusters Score -2872665 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 13451 members Entering Unmasked Estep Score: -2872677.250000 Penalty: 5000.033691 Iteration 45Q: 3 clusters Score -2872677 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 13439 members Entering Unmasked Estep Score: -2872678.750000 Penalty: 5000.033691 Iteration 46Q: 3 clusters Score -2872679 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -2872673.000000 Penalty: 5000.033691 Iteration 47Q: 3 clusters Score -2872673 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -2872674.750000 Penalty: 5000.033691 Iteration 48Q: 3 clusters Score -2872675 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 13395 members Entering Unmasked Estep Score: -2872679.000000 Penalty: 5000.033691 Iteration 49Q: 3 clusters Score -2872679 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Mstep: Class 2 contains 13388 members Entering Unmasked Estep Score: -2872678.750000 Penalty: 5000.033691 Iteration 50Q: 3 clusters Score -2872679 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10504 members Mstep: Class 2 contains 13374 members Entering Unmasked Estep Score: -2872691.500000 Penalty: 5000.033691 Iteration 51Q: 3 clusters Score -2872692 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10524 members Mstep: Class 2 contains 13354 members Entering Unmasked Estep Score: -2872690.750000 Penalty: 5000.033691 Iteration 52Q: 3 clusters Score -2872691 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 13335 members Entering Unmasked Estep Score: -2872695.250000 Penalty: 5000.033691 Iteration 53Q: 3 clusters Score -2872695 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10569 members Mstep: Class 2 contains 13309 members Entering Unmasked Estep Score: -2872704.000000 Penalty: 5000.033691 Iteration 54Q: 3 clusters Score -2872704 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 13299 members Entering Unmasked Estep Score: -2872705.250000 Penalty: 5000.033691 Iteration 55Q: 3 clusters Score -2872705 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -2872705.750000 Penalty: 5000.033691 Iteration 56Q: 3 clusters Score -2872706 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -2872721.750000 Penalty: 5000.033691 Iteration 57Q: 3 clusters Score -2872722 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10654 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -2872730.250000 Penalty: 5000.033691 Iteration 58Q: 3 clusters Score -2872730 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 13199 members Entering Unmasked Estep Score: -2872731.750000 Penalty: 5000.033691 Iteration 59Q: 3 clusters Score -2872732 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 13181 members Entering Unmasked Estep Score: -2872734.500000 Penalty: 5000.033691 Iteration 60F: 3 clusters Score -2872734 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10709 members Mstep: Class 2 contains 13169 members Entering Unmasked Estep Score: -2872738.250000 Penalty: 5000.033691 Iteration 61Q: 3 clusters Score -2872738 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10721 members Mstep: Class 2 contains 13157 members Entering Unmasked Estep Score: -2872751.750000 Penalty: 5000.033691 Iteration 62Q: 3 clusters Score -2872752 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -2872749.250000 Penalty: 5000.033691 Iteration 63Q: 3 clusters Score -2872749 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10733 members Mstep: Class 2 contains 13145 members Entering Unmasked Estep Score: -2872749.750000 Penalty: 5000.033691 Iteration 64Q: 3 clusters Score -2872750 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -2872760.750000 Penalty: 5000.033691 Iteration 65Q: 3 clusters Score -2872761 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -2872764.500000 Penalty: 5000.033691 Iteration 66Q: 3 clusters Score -2872764 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10782 members Mstep: Class 2 contains 13096 members Entering Unmasked Estep Score: -2872768.250000 Penalty: 5000.033691 Iteration 67Q: 3 clusters Score -2872768 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 13076 members Entering Unmasked Estep Score: -2872773.250000 Penalty: 5000.033691 Iteration 68Q: 3 clusters Score -2872773 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10813 members Mstep: Class 2 contains 13065 members Entering Unmasked Estep Score: -2872772.750000 Penalty: 5000.033691 Iteration 69Q: 3 clusters Score -2872773 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 13051 members Entering Unmasked Estep Score: -2872770.000000 Penalty: 5000.033691 Iteration 70Q: 3 clusters Score -2872770 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 13036 members Entering Unmasked Estep Score: -2872781.250000 Penalty: 5000.033691 Iteration 71Q: 3 clusters Score -2872781 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10852 members Mstep: Class 2 contains 13026 members Entering Unmasked Estep Score: -2872773.500000 Penalty: 5000.033691 Iteration 72Q: 3 clusters Score -2872774 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10860 members Mstep: Class 2 contains 13018 members Entering Unmasked Estep Score: -2872774.250000 Penalty: 5000.033691 Iteration 73Q: 3 clusters Score -2872774 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10869 members Mstep: Class 2 contains 13009 members Entering Unmasked Estep Score: -2872767.750000 Penalty: 5000.033691 Iteration 74Q: 3 clusters Score -2872768 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10880 members Mstep: Class 2 contains 12998 members Entering Unmasked Estep Score: -2872771.250000 Penalty: 5000.033691 Iteration 75Q: 3 clusters Score -2872771 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10897 members Mstep: Class 2 contains 12981 members Entering Unmasked Estep Score: -2872775.500000 Penalty: 5000.033691 Iteration 76Q: 3 clusters Score -2872776 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 12967 members Entering Unmasked Estep Score: -2872774.250000 Penalty: 5000.033691 Iteration 77Q: 3 clusters Score -2872774 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 12958 members Entering Unmasked Estep Score: -2872774.750000 Penalty: 5000.033691 Iteration 78Q: 3 clusters Score -2872775 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -2872774.500000 Penalty: 5000.033691 Iteration 79Q: 3 clusters Score -2872774 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10942 members Mstep: Class 2 contains 12936 members Entering Unmasked Estep Score: -2872781.750000 Penalty: 5000.033691 Iteration 80F: 3 clusters Score -2872782 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 12928 members Entering Unmasked Estep Score: -2872776.500000 Penalty: 5000.033691 Iteration 81Q: 3 clusters Score -2872776 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -2872782.000000 Penalty: 5000.033691 Iteration 82Q: 3 clusters Score -2872782 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10959 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -2872781.000000 Penalty: 5000.033691 Iteration 83Q: 3 clusters Score -2872781 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -2872781.250000 Penalty: 5000.033691 Iteration 84Q: 3 clusters Score -2872781 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -2872782.500000 Penalty: 5000.033691 Iteration 85Q: 3 clusters Score -2872782 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 12902 members Entering Unmasked Estep Score: -2872783.500000 Penalty: 5000.033691 Iteration 86Q: 3 clusters Score -2872784 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 12893 members Entering Unmasked Estep Score: -2872779.000000 Penalty: 5000.033691 Iteration 87Q: 3 clusters Score -2872779 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10999 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -2872786.000000 Penalty: 5000.033691 Iteration 88Q: 3 clusters Score -2872786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 12874 members Entering Unmasked Estep Score: -2872783.750000 Penalty: 5000.033691 Iteration 89Q: 3 clusters Score -2872784 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 12868 members Entering Unmasked Estep Score: -2872787.500000 Penalty: 5000.033691 Iteration 90Q: 3 clusters Score -2872788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11017 members Mstep: Class 2 contains 12861 members Entering Unmasked Estep Score: -2872790.250000 Penalty: 5000.033691 Iteration 91Q: 3 clusters Score -2872790 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 12858 members Entering Unmasked Estep Score: -2872789.000000 Penalty: 5000.033691 Iteration 92Q: 3 clusters Score -2872789 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11019 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -2872793.000000 Penalty: 5000.033691 Iteration 93Q: 3 clusters Score -2872793 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11019 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -2872793.000000 Penalty: 5000.033691 Iteration 94F: 3 clusters Score -2872793 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (15010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15010 members Entering Unmasked Estep Score: -1814435.625000 Penalty: 2384.885010 Iteration 0F: 2 clusters Score -1814436 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -1803485.250000 Penalty: 4769.770020 Iteration 0F: 3 clusters Score -1803485 nChanged 6546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7676 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -1807057.750000 Penalty: 4769.770020 Iteration 1F: 3 clusters Score -1807058 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1807392.250000 Penalty: 4769.770020 Iteration 2F: 3 clusters Score -1807392 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -1807696.250000 Penalty: 4769.770020 Iteration 3Q: 3 clusters Score -1807696 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -1807965.250000 Penalty: 4769.770020 Iteration 4Q: 3 clusters Score -1807965 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -1808250.875000 Penalty: 4769.770020 Iteration 5Q: 3 clusters Score -1808251 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1808543.625000 Penalty: 4769.770020 Iteration 6Q: 3 clusters Score -1808544 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1808848.250000 Penalty: 4769.770020 Iteration 7Q: 3 clusters Score -1808848 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -1809180.125000 Penalty: 4769.770020 Iteration 8Q: 3 clusters Score -1809180 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8728 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -1809510.375000 Penalty: 4769.770020 Iteration 9Q: 3 clusters Score -1809510 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -1809832.625000 Penalty: 4769.770020 Iteration 10Q: 3 clusters Score -1809833 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -1810135.875000 Penalty: 4769.770020 Iteration 11Q: 3 clusters Score -1810136 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -1810408.750000 Penalty: 4769.770020 Iteration 12Q: 3 clusters Score -1810409 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1810622.125000 Penalty: 4769.770020 Iteration 13Q: 3 clusters Score -1810622 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -1810831.375000 Penalty: 4769.770020 Iteration 14Q: 3 clusters Score -1810831 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -1811040.250000 Penalty: 4769.770020 Iteration 15Q: 3 clusters Score -1811040 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -1811251.875000 Penalty: 4769.770020 Iteration 16Q: 3 clusters Score -1811252 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10565 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1811439.625000 Penalty: 4769.770020 Iteration 17Q: 3 clusters Score -1811440 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1811585.750000 Penalty: 4769.770020 Iteration 18Q: 3 clusters Score -1811586 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1811720.125000 Penalty: 4769.770020 Iteration 19Q: 3 clusters Score -1811720 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1811810.000000 Penalty: 4769.770020 Iteration 20F: 3 clusters Score -1811810 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1811887.500000 Penalty: 4769.770020 Iteration 21Q: 3 clusters Score -1811888 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1811945.500000 Penalty: 4769.770020 Iteration 22Q: 3 clusters Score -1811946 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11217 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1811990.625000 Penalty: 4769.770020 Iteration 23Q: 3 clusters Score -1811991 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1812038.125000 Penalty: 4769.770020 Iteration 24Q: 3 clusters Score -1812038 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1812080.750000 Penalty: 4769.770020 Iteration 25Q: 3 clusters Score -1812081 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -1812121.375000 Penalty: 4769.770020 Iteration 26Q: 3 clusters Score -1812121 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1812168.375000 Penalty: 4769.770020 Iteration 27Q: 3 clusters Score -1812168 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -1812188.625000 Penalty: 4769.770020 Iteration 28Q: 3 clusters Score -1812189 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11541 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1812220.625000 Penalty: 4769.770020 Iteration 29Q: 3 clusters Score -1812221 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -1812251.000000 Penalty: 4769.770020 Iteration 30Q: 3 clusters Score -1812251 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11663 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1812280.750000 Penalty: 4769.770020 Iteration 31Q: 3 clusters Score -1812281 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1812313.125000 Penalty: 4769.770020 Iteration 32Q: 3 clusters Score -1812313 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11766 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -1812336.000000 Penalty: 4769.770020 Iteration 33Q: 3 clusters Score -1812336 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11812 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -1812348.125000 Penalty: 4769.770020 Iteration 34Q: 3 clusters Score -1812348 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1812366.500000 Penalty: 4769.770020 Iteration 35Q: 3 clusters Score -1812366 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1812381.250000 Penalty: 4769.770020 Iteration 36Q: 3 clusters Score -1812381 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -1812396.500000 Penalty: 4769.770020 Iteration 37Q: 3 clusters Score -1812396 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1812417.000000 Penalty: 4769.770020 Iteration 38Q: 3 clusters Score -1812417 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1812430.250000 Penalty: 4769.770020 Iteration 39Q: 3 clusters Score -1812430 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -1812448.500000 Penalty: 4769.770020 Iteration 40F: 3 clusters Score -1812448 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12091 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -1812461.750000 Penalty: 4769.770020 Iteration 41Q: 3 clusters Score -1812462 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12120 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -1812477.000000 Penalty: 4769.770020 Iteration 42Q: 3 clusters Score -1812477 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -1812483.750000 Penalty: 4769.770020 Iteration 43Q: 3 clusters Score -1812484 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -1812496.625000 Penalty: 4769.770020 Iteration 44Q: 3 clusters Score -1812497 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12222 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1812506.875000 Penalty: 4769.770020 Iteration 45Q: 3 clusters Score -1812507 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -1812515.625000 Penalty: 4769.770020 Iteration 46Q: 3 clusters Score -1812516 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1812523.625000 Penalty: 4769.770020 Iteration 47Q: 3 clusters Score -1812524 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12300 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1812530.000000 Penalty: 4769.770020 Iteration 48Q: 3 clusters Score -1812530 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12314 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -1812536.625000 Penalty: 4769.770020 Iteration 49Q: 3 clusters Score -1812537 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -1812538.875000 Penalty: 4769.770020 Iteration 50Q: 3 clusters Score -1812539 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12351 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1812541.375000 Penalty: 4769.770020 Iteration 51Q: 3 clusters Score -1812541 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12365 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -1812543.875000 Penalty: 4769.770020 Iteration 52Q: 3 clusters Score -1812544 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12376 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1812550.625000 Penalty: 4769.770020 Iteration 53Q: 3 clusters Score -1812551 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -1812552.375000 Penalty: 4769.770020 Iteration 54Q: 3 clusters Score -1812552 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1812551.875000 Penalty: 4769.770020 Iteration 55Q: 3 clusters Score -1812552 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12391 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -1812552.750000 Penalty: 4769.770020 Iteration 56Q: 3 clusters Score -1812553 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -1812552.250000 Penalty: 4769.770020 Iteration 57Q: 3 clusters Score -1812552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12393 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1812552.250000 Penalty: 4769.770020 Iteration 58Q: 3 clusters Score -1812552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1812553.375000 Penalty: 4769.770020 Iteration 59Q: 3 clusters Score -1812553 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1812554.250000 Penalty: 4769.770020 Iteration 60F: 3 clusters Score -1812554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -1812554.250000 Penalty: 4769.770020 Iteration 61Q: 3 clusters Score -1812554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12399 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -1812556.875000 Penalty: 4769.770020 Iteration 62Q: 3 clusters Score -1812557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -1812559.250000 Penalty: 4769.770020 Iteration 63Q: 3 clusters Score -1812559 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -1812558.500000 Penalty: 4769.770020 Iteration 64Q: 3 clusters Score -1812558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -1812559.500000 Penalty: 4769.770020 Iteration 65Q: 3 clusters Score -1812560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1812558.875000 Penalty: 4769.770020 Iteration 66Q: 3 clusters Score -1812559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12406 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1812558.625000 Penalty: 4769.770020 Iteration 67Q: 3 clusters Score -1812559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1812557.750000 Penalty: 4769.770020 Iteration 68Q: 3 clusters Score -1812558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -1812559.875000 Penalty: 4769.770020 Iteration 69Q: 3 clusters Score -1812560 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1812558.625000 Penalty: 4769.770020 Iteration 70Q: 3 clusters Score -1812559 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12412 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1812561.375000 Penalty: 4769.770020 Iteration 71Q: 3 clusters Score -1812561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12412 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1812561.125000 Penalty: 4769.770020 Iteration 72Q: 3 clusters Score -1812561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12412 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1812561.125000 Penalty: 4769.770020 Iteration 73F: 3 clusters Score -1812561 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4007 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Entering Unmasked Estep Score: -479804.031250 Penalty: 2057.357910 Iteration 0F: 2 clusters Score -479804 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -476005.968750 Penalty: 4114.715820 Iteration 0F: 3 clusters Score -476006 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -476928.437500 Penalty: 4114.715820 Iteration 1F: 3 clusters Score -476928.4 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -477240.781250 Penalty: 4114.715820 Iteration 2F: 3 clusters Score -477240.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -477467.375000 Penalty: 4114.715820 Iteration 3F: 3 clusters Score -477467.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -477623.718750 Penalty: 4114.715820 Iteration 4F: 3 clusters Score -477623.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -477715.125000 Penalty: 4114.715820 Iteration 5Q: 3 clusters Score -477715.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -477789.843750 Penalty: 4114.715820 Iteration 6Q: 3 clusters Score -477789.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -477848.750000 Penalty: 4114.715820 Iteration 7Q: 3 clusters Score -477848.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -477909.375000 Penalty: 4114.715820 Iteration 8Q: 3 clusters Score -477909.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -477958.312500 Penalty: 4114.715820 Iteration 9Q: 3 clusters Score -477958.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -478001.156250 Penalty: 4114.715820 Iteration 10Q: 3 clusters Score -478001.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -478036.437500 Penalty: 4114.715820 Iteration 11Q: 3 clusters Score -478036.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -478076.812500 Penalty: 4114.715820 Iteration 12Q: 3 clusters Score -478076.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -478113.125000 Penalty: 4114.715820 Iteration 13Q: 3 clusters Score -478113.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -478142.218750 Penalty: 4114.715820 Iteration 14Q: 3 clusters Score -478142.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -478162.906250 Penalty: 4114.715820 Iteration 15Q: 3 clusters Score -478162.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -478180.031250 Penalty: 4114.715820 Iteration 16Q: 3 clusters Score -478180 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -478190.250000 Penalty: 4114.715820 Iteration 17Q: 3 clusters Score -478190.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -478199.562500 Penalty: 4114.715820 Iteration 18Q: 3 clusters Score -478199.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -478208.593750 Penalty: 4114.715820 Iteration 19Q: 3 clusters Score -478208.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -478218.875000 Penalty: 4114.715820 Iteration 20F: 3 clusters Score -478218.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -478227.562500 Penalty: 4114.715820 Iteration 21Q: 3 clusters Score -478227.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -478238.281250 Penalty: 4114.715820 Iteration 22Q: 3 clusters Score -478238.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -478247.250000 Penalty: 4114.715820 Iteration 23Q: 3 clusters Score -478247.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -478253.843750 Penalty: 4114.715820 Iteration 24Q: 3 clusters Score -478253.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -478261.125000 Penalty: 4114.715820 Iteration 25Q: 3 clusters Score -478261.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -478268.750000 Penalty: 4114.715820 Iteration 26Q: 3 clusters Score -478268.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -478275.500000 Penalty: 4114.715820 Iteration 27Q: 3 clusters Score -478275.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -478284.156250 Penalty: 4114.715820 Iteration 28Q: 3 clusters Score -478284.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -478292.687500 Penalty: 4114.715820 Iteration 29Q: 3 clusters Score -478292.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -478297.531250 Penalty: 4114.715820 Iteration 30Q: 3 clusters Score -478297.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -478300.468750 Penalty: 4114.715820 Iteration 31Q: 3 clusters Score -478300.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -478303.750000 Penalty: 4114.715820 Iteration 32Q: 3 clusters Score -478303.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -478303.750000 Penalty: 4114.715820 Iteration 33Q: 3 clusters Score -478303.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -478304.406250 Penalty: 4114.715820 Iteration 34Q: 3 clusters Score -478304.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -478305.062500 Penalty: 4114.715820 Iteration 35Q: 3 clusters Score -478305.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -478305.281250 Penalty: 4114.715820 Iteration 36Q: 3 clusters Score -478305.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -478306.312500 Penalty: 4114.715820 Iteration 37Q: 3 clusters Score -478306.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -478306.312500 Penalty: 4114.715820 Iteration 38F: 3 clusters Score -478306.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53621 members Mstep: Class 2 contains 8871 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7383 members Mstep: Class 6 contains 100384 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4506 members Mstep: Class 9 contains 3480 members Mstep: Class 10 contains 16024 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17295 members Mstep: Class 14 contains 9532 members Mstep: Class 15 contains 3716 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 23878 members Mstep: Class 23 contains 15010 members Mstep: Class 24 contains 4007 members Entering Unmasked Estep ConsiderDeletion Score: -33505126.000000 Penalty: 59165.464844 Iteration 79Q: 20 clusters Score -3.350513e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53624 members Mstep: Class 2 contains 8869 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7383 members Mstep: Class 6 contains 100386 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4510 members Mstep: Class 9 contains 3480 members Mstep: Class 10 contains 16021 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17340 members Mstep: Class 14 contains 9532 members Mstep: Class 15 contains 3715 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 23831 members Mstep: Class 23 contains 15009 members Mstep: Class 24 contains 4008 members Entering Unmasked Estep ConsiderDeletion Score: -33505096.000000 Penalty: 59165.464844 Iteration 80F: 20 clusters Score -3.35051e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53625 members Mstep: Class 2 contains 8871 members Mstep: Class 3 contains 2638 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7383 members Mstep: Class 6 contains 100389 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4510 members Mstep: Class 9 contains 3480 members Mstep: Class 10 contains 16021 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17379 members Mstep: Class 14 contains 9527 members Mstep: Class 15 contains 3711 members Mstep: Class 16 contains 3455 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 23794 members Mstep: Class 23 contains 15009 members Mstep: Class 24 contains 4010 members Entering Unmasked Estep ConsiderDeletion Score: -33505118.000000 Penalty: 59165.464844 Iteration 81Q: 20 clusters Score -3.350512e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53627 members Mstep: Class 2 contains 8872 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7383 members Mstep: Class 6 contains 100391 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3479 members Mstep: Class 10 contains 16021 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17412 members Mstep: Class 14 contains 9525 members Mstep: Class 15 contains 3709 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 23764 members Mstep: Class 23 contains 15007 members Mstep: Class 24 contains 4009 members Entering Unmasked Estep ConsiderDeletion Score: -33505154.000000 Penalty: 59165.464844 Iteration 82Q: 20 clusters Score -3.350515e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53628 members Mstep: Class 2 contains 8870 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7384 members Mstep: Class 6 contains 100397 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3477 members Mstep: Class 10 contains 16020 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17455 members Mstep: Class 14 contains 9524 members Mstep: Class 15 contains 3707 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23722 members Mstep: Class 23 contains 15005 members Mstep: Class 24 contains 4009 members Entering Unmasked Estep ConsiderDeletion Score: -33505156.000000 Penalty: 59165.464844 Iteration 83Q: 20 clusters Score -3.350516e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53631 members Mstep: Class 2 contains 8869 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7383 members Mstep: Class 6 contains 100400 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4511 members Mstep: Class 9 contains 3475 members Mstep: Class 10 contains 16019 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17510 members Mstep: Class 14 contains 9521 members Mstep: Class 15 contains 3707 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23672 members Mstep: Class 23 contains 15003 members Mstep: Class 24 contains 4009 members Entering Unmasked Estep ConsiderDeletion Score: -33505186.000000 Penalty: 59165.464844 Iteration 84Q: 20 clusters Score -3.350519e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53632 members Mstep: Class 2 contains 8868 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7383 members Mstep: Class 6 contains 100407 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3473 members Mstep: Class 10 contains 16018 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17563 members Mstep: Class 14 contains 9516 members Mstep: Class 15 contains 3707 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23619 members Mstep: Class 23 contains 15003 members Mstep: Class 24 contains 4009 members Entering Unmasked Estep ConsiderDeletion Score: -33505264.000000 Penalty: 59165.464844 Iteration 85Q: 20 clusters Score -3.350526e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53636 members Mstep: Class 2 contains 8867 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7382 members Mstep: Class 6 contains 100409 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3471 members Mstep: Class 10 contains 16015 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17629 members Mstep: Class 14 contains 9515 members Mstep: Class 15 contains 3705 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23559 members Mstep: Class 23 contains 15001 members Mstep: Class 24 contains 4009 members Entering Unmasked Estep ConsiderDeletion Score: -33505254.000000 Penalty: 59165.464844 Iteration 86Q: 20 clusters Score -3.350525e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53639 members Mstep: Class 2 contains 8863 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2422 members Mstep: Class 5 contains 7382 members Mstep: Class 6 contains 100420 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3471 members Mstep: Class 10 contains 16013 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17688 members Mstep: Class 14 contains 9510 members Mstep: Class 15 contains 3703 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23501 members Mstep: Class 23 contains 14998 members Mstep: Class 24 contains 4009 members Entering Unmasked Estep ConsiderDeletion Score: -33505258.000000 Penalty: 59165.464844 Iteration 87Q: 20 clusters Score -3.350526e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53641 members Mstep: Class 2 contains 8866 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2421 members Mstep: Class 5 contains 7384 members Mstep: Class 6 contains 100427 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3470 members Mstep: Class 10 contains 16013 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17742 members Mstep: Class 14 contains 9505 members Mstep: Class 15 contains 3703 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23438 members Mstep: Class 23 contains 14997 members Mstep: Class 24 contains 4009 members Entering Unmasked Estep ConsiderDeletion Score: -33505286.000000 Penalty: 59165.464844 Iteration 88Q: 20 clusters Score -3.350529e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53643 members Mstep: Class 2 contains 8867 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2420 members Mstep: Class 5 contains 7383 members Mstep: Class 6 contains 100432 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3468 members Mstep: Class 10 contains 16013 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17808 members Mstep: Class 14 contains 9501 members Mstep: Class 15 contains 3703 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23375 members Mstep: Class 23 contains 14994 members Mstep: Class 24 contains 4009 members Entering Unmasked Estep ConsiderDeletion Score: -33505308.000000 Penalty: 59165.464844 Iteration 89Q: 20 clusters Score -3.350531e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53644 members Mstep: Class 2 contains 8868 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7381 members Mstep: Class 6 contains 100438 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3464 members Mstep: Class 10 contains 16012 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17855 members Mstep: Class 14 contains 9495 members Mstep: Class 15 contains 3703 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23334 members Mstep: Class 23 contains 14994 members Mstep: Class 24 contains 4010 members Entering Unmasked Estep ConsiderDeletion Score: -33505310.000000 Penalty: 59165.464844 Iteration 90Q: 20 clusters Score -3.350531e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53651 members Mstep: Class 2 contains 8869 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7380 members Mstep: Class 6 contains 100440 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3462 members Mstep: Class 10 contains 16011 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17893 members Mstep: Class 14 contains 9489 members Mstep: Class 15 contains 3701 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23297 members Mstep: Class 23 contains 14993 members Mstep: Class 24 contains 4010 members Entering Unmasked Estep ConsiderDeletion Score: -33505308.000000 Penalty: 59165.464844 Iteration 91Q: 20 clusters Score -3.350531e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53655 members Mstep: Class 2 contains 8871 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7379 members Mstep: Class 6 contains 100443 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3461 members Mstep: Class 10 contains 16010 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17921 members Mstep: Class 14 contains 9482 members Mstep: Class 15 contains 3699 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23273 members Mstep: Class 23 contains 14992 members Mstep: Class 24 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -33505304.000000 Penalty: 59165.464844 Iteration 92Q: 20 clusters Score -3.35053e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53656 members Mstep: Class 2 contains 8871 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7379 members Mstep: Class 6 contains 100442 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3461 members Mstep: Class 10 contains 16006 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17951 members Mstep: Class 14 contains 9481 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23251 members Mstep: Class 23 contains 14991 members Mstep: Class 24 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -33505252.000000 Penalty: 59165.464844 Iteration 93Q: 20 clusters Score -3.350525e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53656 members Mstep: Class 2 contains 8869 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7379 members Mstep: Class 6 contains 100443 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3461 members Mstep: Class 10 contains 16003 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 17986 members Mstep: Class 14 contains 9480 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23220 members Mstep: Class 23 contains 14993 members Mstep: Class 24 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -33505256.000000 Penalty: 59165.464844 Iteration 94Q: 20 clusters Score -3.350526e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53657 members Mstep: Class 2 contains 8868 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7379 members Mstep: Class 6 contains 100445 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3461 members Mstep: Class 10 contains 16003 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18017 members Mstep: Class 14 contains 9480 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23185 members Mstep: Class 23 contains 14995 members Mstep: Class 24 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -33505296.000000 Penalty: 59165.464844 Iteration 95Q: 20 clusters Score -3.35053e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53660 members Mstep: Class 2 contains 8868 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7379 members Mstep: Class 6 contains 100449 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3461 members Mstep: Class 10 contains 16003 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18050 members Mstep: Class 14 contains 9478 members Mstep: Class 15 contains 3696 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23143 members Mstep: Class 23 contains 14998 members Mstep: Class 24 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -33505276.000000 Penalty: 59165.464844 Iteration 96Q: 20 clusters Score -3.350528e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53661 members Mstep: Class 2 contains 8868 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7379 members Mstep: Class 6 contains 100452 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3462 members Mstep: Class 10 contains 16003 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18094 members Mstep: Class 14 contains 9477 members Mstep: Class 15 contains 3696 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23093 members Mstep: Class 23 contains 15000 members Mstep: Class 24 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -33505286.000000 Penalty: 59165.464844 Iteration 97Q: 20 clusters Score -3.350529e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53662 members Mstep: Class 2 contains 8867 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7376 members Mstep: Class 6 contains 100453 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3460 members Mstep: Class 10 contains 16003 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18139 members Mstep: Class 14 contains 9472 members Mstep: Class 15 contains 3696 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23055 members Mstep: Class 23 contains 15001 members Mstep: Class 24 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -33505230.000000 Penalty: 59165.464844 Iteration 98Q: 20 clusters Score -3.350523e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53664 members Mstep: Class 2 contains 8867 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7376 members Mstep: Class 6 contains 100453 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3459 members Mstep: Class 10 contains 16002 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18169 members Mstep: Class 14 contains 9472 members Mstep: Class 15 contains 3696 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 23023 members Mstep: Class 23 contains 15003 members Mstep: Class 24 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -33505234.000000 Penalty: 59165.464844 Iteration 99Q: 20 clusters Score -3.350523e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 8865 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7376 members Mstep: Class 6 contains 100454 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3459 members Mstep: Class 10 contains 16002 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18207 members Mstep: Class 14 contains 9471 members Mstep: Class 15 contains 3695 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22983 members Mstep: Class 23 contains 15003 members Mstep: Class 24 contains 4011 members Entering Unmasked Estep ConsiderDeletion Score: -33505208.000000 Penalty: 59165.464844 Iteration 100F: 20 clusters Score -3.350521e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8869 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 7373 members Mstep: Class 6 contains 100456 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3459 members Mstep: Class 10 contains 16000 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18243 members Mstep: Class 14 contains 9469 members Mstep: Class 15 contains 3696 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22941 members Mstep: Class 23 contains 15007 members Mstep: Class 24 contains 4013 members Entering Unmasked Estep ConsiderDeletion Score: -33505194.000000 Penalty: 59165.464844 Iteration 101Q: 20 clusters Score -3.350519e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53670 members Mstep: Class 2 contains 8874 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2418 members Mstep: Class 5 contains 7368 members Mstep: Class 6 contains 100461 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3458 members Mstep: Class 10 contains 15999 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18265 members Mstep: Class 14 contains 9468 members Mstep: Class 15 contains 3696 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22913 members Mstep: Class 23 contains 15009 members Mstep: Class 24 contains 4014 members Entering Unmasked Estep ConsiderDeletion Score: -33505240.000000 Penalty: 59165.464844 Iteration 102Q: 20 clusters Score -3.350524e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8879 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7362 members Mstep: Class 6 contains 100464 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3457 members Mstep: Class 10 contains 15999 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18294 members Mstep: Class 14 contains 9467 members Mstep: Class 15 contains 3698 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22881 members Mstep: Class 23 contains 15013 members Mstep: Class 24 contains 4014 members Entering Unmasked Estep ConsiderDeletion Score: -33505272.000000 Penalty: 59165.464844 Iteration 103Q: 20 clusters Score -3.350527e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 8879 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7361 members Mstep: Class 6 contains 100463 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3456 members Mstep: Class 10 contains 15999 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18312 members Mstep: Class 14 contains 9466 members Mstep: Class 15 contains 3699 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22863 members Mstep: Class 23 contains 15015 members Mstep: Class 24 contains 4016 members Entering Unmasked Estep ConsiderDeletion Score: -33505276.000000 Penalty: 59165.464844 Iteration 104Q: 20 clusters Score -3.350528e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8879 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7359 members Mstep: Class 6 contains 100467 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4515 members Mstep: Class 9 contains 3453 members Mstep: Class 10 contains 15999 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18328 members Mstep: Class 14 contains 9462 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22854 members Mstep: Class 23 contains 15013 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505298.000000 Penalty: 59165.464844 Iteration 105Q: 20 clusters Score -3.35053e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8882 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7357 members Mstep: Class 6 contains 100466 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 3450 members Mstep: Class 10 contains 15999 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18340 members Mstep: Class 14 contains 9459 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22845 members Mstep: Class 23 contains 15012 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505282.000000 Penalty: 59165.464844 Iteration 106Q: 20 clusters Score -3.350528e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8882 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7355 members Mstep: Class 6 contains 100466 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 3449 members Mstep: Class 10 contains 15999 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18357 members Mstep: Class 14 contains 9460 members Mstep: Class 15 contains 3698 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22827 members Mstep: Class 23 contains 15012 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505246.000000 Penalty: 59165.464844 Iteration 107Q: 20 clusters Score -3.350525e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 8880 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7355 members Mstep: Class 6 contains 100468 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3449 members Mstep: Class 10 contains 15998 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18376 members Mstep: Class 14 contains 9460 members Mstep: Class 15 contains 3698 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22807 members Mstep: Class 23 contains 15012 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505242.000000 Penalty: 59165.464844 Iteration 108Q: 20 clusters Score -3.350524e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8884 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7354 members Mstep: Class 6 contains 100472 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 3451 members Mstep: Class 10 contains 15997 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18396 members Mstep: Class 14 contains 9459 members Mstep: Class 15 contains 3698 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22782 members Mstep: Class 23 contains 15012 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505274.000000 Penalty: 59165.464844 Iteration 109Q: 20 clusters Score -3.350527e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 8883 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7354 members Mstep: Class 6 contains 100476 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3450 members Mstep: Class 10 contains 15995 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18415 members Mstep: Class 14 contains 9459 members Mstep: Class 15 contains 3698 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22759 members Mstep: Class 23 contains 15014 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505242.000000 Penalty: 59165.464844 Iteration 110Q: 20 clusters Score -3.350524e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8884 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7354 members Mstep: Class 6 contains 100477 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3449 members Mstep: Class 10 contains 15994 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18441 members Mstep: Class 14 contains 9458 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22735 members Mstep: Class 23 contains 15015 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505288.000000 Penalty: 59165.464844 Iteration 111Q: 20 clusters Score -3.350529e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8883 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7354 members Mstep: Class 6 contains 100479 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3447 members Mstep: Class 10 contains 15993 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18464 members Mstep: Class 14 contains 9457 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22714 members Mstep: Class 23 contains 15014 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505254.000000 Penalty: 59165.464844 Iteration 112Q: 20 clusters Score -3.350525e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8884 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7354 members Mstep: Class 6 contains 100481 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3446 members Mstep: Class 10 contains 15993 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18486 members Mstep: Class 14 contains 9457 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22687 members Mstep: Class 23 contains 15015 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505260.000000 Penalty: 59165.464844 Iteration 113Q: 20 clusters Score -3.350526e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8884 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7354 members Mstep: Class 6 contains 100481 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3446 members Mstep: Class 10 contains 15993 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18513 members Mstep: Class 14 contains 9456 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22662 members Mstep: Class 23 contains 15014 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505252.000000 Penalty: 59165.464844 Iteration 114Q: 20 clusters Score -3.350525e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8884 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7353 members Mstep: Class 6 contains 100483 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3446 members Mstep: Class 10 contains 15993 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18532 members Mstep: Class 14 contains 9456 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 22642 members Mstep: Class 23 contains 15013 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505260.000000 Penalty: 59165.464844 Iteration 115Q: 20 clusters Score -3.350526e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 8885 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7353 members Mstep: Class 6 contains 100483 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3446 members Mstep: Class 10 contains 15993 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18547 members Mstep: Class 14 contains 9455 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22624 members Mstep: Class 23 contains 15016 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505248.000000 Penalty: 59165.464844 Iteration 116Q: 20 clusters Score -3.350525e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 8886 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7352 members Mstep: Class 6 contains 100483 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3446 members Mstep: Class 10 contains 15993 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18566 members Mstep: Class 14 contains 9454 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22606 members Mstep: Class 23 contains 15016 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505266.000000 Penalty: 59165.464844 Iteration 117Q: 20 clusters Score -3.350527e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8887 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7353 members Mstep: Class 6 contains 100484 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 3446 members Mstep: Class 10 contains 15993 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18590 members Mstep: Class 14 contains 9452 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22581 members Mstep: Class 23 contains 15018 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505302.000000 Penalty: 59165.464844 Iteration 118Q: 20 clusters Score -3.35053e+07 nChanged 34 Entering ConstructFrom: Score: -33505302.000000 Penalty: 59165.464844 Entering ConstructFrom: Trying to split cluster 1 (53667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53667 members Entering Unmasked Estep Score: -6534076.000000 Penalty: 2700.857178 Iteration 0F: 2 clusters Score -6534076 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26777 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -6497820.500000 Penalty: 5401.714355 Iteration 0F: 3 clusters Score -6497820 nChanged 24821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27024 members Mstep: Class 2 contains 26643 members Entering Unmasked Estep Score: -6511675.000000 Penalty: 5401.714355 Iteration 1F: 3 clusters Score -6511675 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27224 members Mstep: Class 2 contains 26443 members Entering Unmasked Estep Score: -6512235.000000 Penalty: 5401.714355 Iteration 2Q: 3 clusters Score -6512235 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27565 members Mstep: Class 2 contains 26102 members Entering Unmasked Estep Score: -6512796.000000 Penalty: 5401.714355 Iteration 3Q: 3 clusters Score -6512796 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28061 members Mstep: Class 2 contains 25606 members Entering Unmasked Estep Score: -6513512.500000 Penalty: 5401.714355 Iteration 4Q: 3 clusters Score -6513512 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28823 members Mstep: Class 2 contains 24844 members Entering Unmasked Estep Score: -6514325.500000 Penalty: 5401.714355 Iteration 5Q: 3 clusters Score -6514326 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29794 members Mstep: Class 2 contains 23873 members Entering Unmasked Estep Score: -6515365.500000 Penalty: 5401.714355 Iteration 6Q: 3 clusters Score -6515366 nChanged 2787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30981 members Mstep: Class 2 contains 22686 members Entering Unmasked Estep Score: -6516685.000000 Penalty: 5401.714355 Iteration 7F: 3 clusters Score -6516685 nChanged 2995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32414 members Mstep: Class 2 contains 21253 members Entering Unmasked Estep Score: -6518163.500000 Penalty: 5401.714355 Iteration 8F: 3 clusters Score -6518164 nChanged 2924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34004 members Mstep: Class 2 contains 19663 members Entering Unmasked Estep Score: -6519572.000000 Penalty: 5401.714355 Iteration 9F: 3 clusters Score -6519572 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35586 members Mstep: Class 2 contains 18081 members Entering Unmasked Estep Score: -6520759.500000 Penalty: 5401.714355 Iteration 10Q: 3 clusters Score -6520760 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37141 members Mstep: Class 2 contains 16526 members Entering Unmasked Estep Score: -6521672.000000 Penalty: 5401.714355 Iteration 11Q: 3 clusters Score -6521672 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38764 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -6522463.500000 Penalty: 5401.714355 Iteration 12Q: 3 clusters Score -6522464 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40460 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -6523229.500000 Penalty: 5401.714355 Iteration 13Q: 3 clusters Score -6523230 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42263 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -6524107.500000 Penalty: 5401.714355 Iteration 14Q: 3 clusters Score -6524108 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44106 members Mstep: Class 2 contains 9561 members Entering Unmasked Estep Score: -6525061.500000 Penalty: 5401.714355 Iteration 15Q: 3 clusters Score -6525062 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45965 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -6526159.000000 Penalty: 5401.714355 Iteration 16Q: 3 clusters Score -6526159 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47780 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -6527335.500000 Penalty: 5401.714355 Iteration 17Q: 3 clusters Score -6527336 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49415 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -6528555.000000 Penalty: 5401.714355 Iteration 18Q: 3 clusters Score -6528555 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50834 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -6529664.000000 Penalty: 5401.714355 Iteration 19Q: 3 clusters Score -6529664 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51865 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -6530541.500000 Penalty: 5401.714355 Iteration 20F: 3 clusters Score -6530542 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52475 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -6531027.000000 Penalty: 5401.714355 Iteration 21Q: 3 clusters Score -6531027 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52827 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -6531307.500000 Penalty: 5401.714355 Iteration 22Q: 3 clusters Score -6531308 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53001 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -6531468.500000 Penalty: 5401.714355 Iteration 23Q: 3 clusters Score -6531468 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53094 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -6531541.500000 Penalty: 5401.714355 Iteration 24Q: 3 clusters Score -6531542 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53147 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -6531593.000000 Penalty: 5401.714355 Iteration 25Q: 3 clusters Score -6531593 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53178 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -6531627.500000 Penalty: 5401.714355 Iteration 26Q: 3 clusters Score -6531628 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53199 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -6531655.000000 Penalty: 5401.714355 Iteration 27Q: 3 clusters Score -6531655 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53212 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -6531682.000000 Penalty: 5401.714355 Iteration 28Q: 3 clusters Score -6531682 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53223 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -6531690.000000 Penalty: 5401.714355 Iteration 29Q: 3 clusters Score -6531690 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53237 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -6531702.000000 Penalty: 5401.714355 Iteration 30Q: 3 clusters Score -6531702 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53247 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -6531725.500000 Penalty: 5401.714355 Iteration 31Q: 3 clusters Score -6531726 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53256 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -6531730.500000 Penalty: 5401.714355 Iteration 32Q: 3 clusters Score -6531730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53259 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -6531741.000000 Penalty: 5401.714355 Iteration 33Q: 3 clusters Score -6531741 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53261 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -6531738.000000 Penalty: 5401.714355 Iteration 34Q: 3 clusters Score -6531738 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53265 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -6531745.000000 Penalty: 5401.714355 Iteration 35Q: 3 clusters Score -6531745 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53271 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -6531750.500000 Penalty: 5401.714355 Iteration 36Q: 3 clusters Score -6531750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53272 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -6531751.500000 Penalty: 5401.714355 Iteration 37Q: 3 clusters Score -6531752 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53272 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -6531751.500000 Penalty: 5401.714355 Iteration 38F: 3 clusters Score -6531752 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Entering Unmasked Estep Score: -992800.750000 Penalty: 2254.817871 Iteration 0F: 2 clusters Score -992800.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -985816.625000 Penalty: 4509.635742 Iteration 0F: 3 clusters Score -985816.6 nChanged 3704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -988006.562500 Penalty: 4509.635742 Iteration 1F: 3 clusters Score -988006.6 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -988540.875000 Penalty: 4509.635742 Iteration 2F: 3 clusters Score -988540.9 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -989046.000000 Penalty: 4509.635742 Iteration 3F: 3 clusters Score -989046 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -989510.437500 Penalty: 4509.635742 Iteration 4F: 3 clusters Score -989510.4 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -989893.625000 Penalty: 4509.635742 Iteration 5F: 3 clusters Score -989893.6 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -990187.062500 Penalty: 4509.635742 Iteration 6Q: 3 clusters Score -990187.1 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -990449.437500 Penalty: 4509.635742 Iteration 7Q: 3 clusters Score -990449.4 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -990630.375000 Penalty: 4509.635742 Iteration 8Q: 3 clusters Score -990630.4 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -990764.625000 Penalty: 4509.635742 Iteration 9Q: 3 clusters Score -990764.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -990844.250000 Penalty: 4509.635742 Iteration 10Q: 3 clusters Score -990844.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -990913.062500 Penalty: 4509.635742 Iteration 11Q: 3 clusters Score -990913.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -990970.125000 Penalty: 4509.635742 Iteration 12Q: 3 clusters Score -990970.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -991015.125000 Penalty: 4509.635742 Iteration 13Q: 3 clusters Score -991015.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -991052.312500 Penalty: 4509.635742 Iteration 14Q: 3 clusters Score -991052.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -991078.250000 Penalty: 4509.635742 Iteration 15Q: 3 clusters Score -991078.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -991099.500000 Penalty: 4509.635742 Iteration 16Q: 3 clusters Score -991099.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -991113.437500 Penalty: 4509.635742 Iteration 17Q: 3 clusters Score -991113.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -991122.687500 Penalty: 4509.635742 Iteration 18Q: 3 clusters Score -991122.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -991131.562500 Penalty: 4509.635742 Iteration 19Q: 3 clusters Score -991131.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -991142.062500 Penalty: 4509.635742 Iteration 20F: 3 clusters Score -991142.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -991146.812500 Penalty: 4509.635742 Iteration 21Q: 3 clusters Score -991146.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -991151.687500 Penalty: 4509.635742 Iteration 22Q: 3 clusters Score -991151.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -991153.437500 Penalty: 4509.635742 Iteration 23Q: 3 clusters Score -991153.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -991158.125000 Penalty: 4509.635742 Iteration 24Q: 3 clusters Score -991158.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -991158.062500 Penalty: 4509.635742 Iteration 25Q: 3 clusters Score -991158.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -991162.125000 Penalty: 4509.635742 Iteration 26Q: 3 clusters Score -991162.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -991162.000000 Penalty: 4509.635742 Iteration 27Q: 3 clusters Score -991162 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -991162.375000 Penalty: 4509.635742 Iteration 28Q: 3 clusters Score -991162.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -991163.687500 Penalty: 4509.635742 Iteration 29Q: 3 clusters Score -991163.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -991162.875000 Penalty: 4509.635742 Iteration 30Q: 3 clusters Score -991162.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -991164.562500 Penalty: 4509.635742 Iteration 31Q: 3 clusters Score -991164.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -991165.375000 Penalty: 4509.635742 Iteration 32Q: 3 clusters Score -991165.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -991166.000000 Penalty: 4509.635742 Iteration 33Q: 3 clusters Score -991166 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -991165.125000 Penalty: 4509.635742 Iteration 34Q: 3 clusters Score -991165.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -991165.125000 Penalty: 4509.635742 Iteration 35F: 3 clusters Score -991165.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Entering Unmasked Estep Score: -291036.125000 Penalty: 1953.594482 Iteration 0F: 2 clusters Score -291036.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -288029.093750 Penalty: 3907.188965 Iteration 0F: 3 clusters Score -288029.1 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -288592.656250 Penalty: 3907.188965 Iteration 1F: 3 clusters Score -288592.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -288747.562500 Penalty: 3907.188965 Iteration 2F: 3 clusters Score -288747.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -288857.000000 Penalty: 3907.188965 Iteration 3Q: 3 clusters Score -288857 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -288910.468750 Penalty: 3907.188965 Iteration 4Q: 3 clusters Score -288910.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -288943.531250 Penalty: 3907.188965 Iteration 5Q: 3 clusters Score -288943.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -288969.093750 Penalty: 3907.188965 Iteration 6Q: 3 clusters Score -288969.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -288988.250000 Penalty: 3907.188965 Iteration 7Q: 3 clusters Score -288988.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -289000.125000 Penalty: 3907.188965 Iteration 8Q: 3 clusters Score -289000.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -289008.687500 Penalty: 3907.188965 Iteration 9Q: 3 clusters Score -289008.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -289012.718750 Penalty: 3907.188965 Iteration 10Q: 3 clusters Score -289012.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -289017.218750 Penalty: 3907.188965 Iteration 11Q: 3 clusters Score -289017.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -289022.875000 Penalty: 3907.188965 Iteration 12Q: 3 clusters Score -289022.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -289025.406250 Penalty: 3907.188965 Iteration 13Q: 3 clusters Score -289025.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -289027.093750 Penalty: 3907.188965 Iteration 14Q: 3 clusters Score -289027.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -289028.718750 Penalty: 3907.188965 Iteration 15Q: 3 clusters Score -289028.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -289031.531250 Penalty: 3907.188965 Iteration 16Q: 3 clusters Score -289031.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -289032.687500 Penalty: 3907.188965 Iteration 17Q: 3 clusters Score -289032.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -289034.812500 Penalty: 3907.188965 Iteration 18Q: 3 clusters Score -289034.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -289035.750000 Penalty: 3907.188965 Iteration 19Q: 3 clusters Score -289035.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -289036.656250 Penalty: 3907.188965 Iteration 20F: 3 clusters Score -289036.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -289037.093750 Penalty: 3907.188965 Iteration 21Q: 3 clusters Score -289037.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -289037.593750 Penalty: 3907.188965 Iteration 22Q: 3 clusters Score -289037.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -289037.593750 Penalty: 3907.188965 Iteration 23F: 3 clusters Score -289037.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Entering Unmasked Estep Score: -281094.562500 Penalty: 1931.989990 Iteration 0F: 2 clusters Score -281094.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -278234.593750 Penalty: 3863.979980 Iteration 0F: 3 clusters Score -278234.6 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -278751.093750 Penalty: 3863.979980 Iteration 1F: 3 clusters Score -278751.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -278877.750000 Penalty: 3863.979980 Iteration 2F: 3 clusters Score -278877.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -278943.812500 Penalty: 3863.979980 Iteration 3Q: 3 clusters Score -278943.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -278990.906250 Penalty: 3863.979980 Iteration 4Q: 3 clusters Score -278990.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -279031.375000 Penalty: 3863.979980 Iteration 5Q: 3 clusters Score -279031.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -279065.156250 Penalty: 3863.979980 Iteration 6Q: 3 clusters Score -279065.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -279102.000000 Penalty: 3863.979980 Iteration 7Q: 3 clusters Score -279102 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -279134.687500 Penalty: 3863.979980 Iteration 8Q: 3 clusters Score -279134.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -279185.156250 Penalty: 3863.979980 Iteration 9Q: 3 clusters Score -279185.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -279230.562500 Penalty: 3863.979980 Iteration 10Q: 3 clusters Score -279230.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -279275.562500 Penalty: 3863.979980 Iteration 11Q: 3 clusters Score -279275.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -279334.500000 Penalty: 3863.979980 Iteration 12Q: 3 clusters Score -279334.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -279383.906250 Penalty: 3863.979980 Iteration 13Q: 3 clusters Score -279383.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -279455.250000 Penalty: 3863.979980 Iteration 14Q: 3 clusters Score -279455.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -279527.875000 Penalty: 3863.979980 Iteration 15Q: 3 clusters Score -279527.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -279583.250000 Penalty: 3863.979980 Iteration 16Q: 3 clusters Score -279583.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -279633.000000 Penalty: 3863.979980 Iteration 17Q: 3 clusters Score -279633 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -279667.968750 Penalty: 3863.979980 Iteration 18Q: 3 clusters Score -279668 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -279714.906250 Penalty: 3863.979980 Iteration 19Q: 3 clusters Score -279714.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -279760.843750 Penalty: 3863.979980 Iteration 20F: 3 clusters Score -279760.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -279816.875000 Penalty: 3863.979980 Iteration 21Q: 3 clusters Score -279816.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -279864.031250 Penalty: 3863.979980 Iteration 22Q: 3 clusters Score -279864 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -279914.250000 Penalty: 3863.979980 Iteration 23Q: 3 clusters Score -279914.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -279944.218750 Penalty: 3863.979980 Iteration 24Q: 3 clusters Score -279944.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -279961.531250 Penalty: 3863.979980 Iteration 25Q: 3 clusters Score -279961.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -279980.593750 Penalty: 3863.979980 Iteration 26Q: 3 clusters Score -279980.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -279991.062500 Penalty: 3863.979980 Iteration 27Q: 3 clusters Score -279991.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -279997.343750 Penalty: 3863.979980 Iteration 28Q: 3 clusters Score -279997.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -280001.031250 Penalty: 3863.979980 Iteration 29Q: 3 clusters Score -280001 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -280004.625000 Penalty: 3863.979980 Iteration 30Q: 3 clusters Score -280004.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -280006.812500 Penalty: 3863.979980 Iteration 31Q: 3 clusters Score -280006.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -280006.625000 Penalty: 3863.979980 Iteration 32Q: 3 clusters Score -280006.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -280006.625000 Penalty: 3863.979980 Iteration 33F: 3 clusters Score -280006.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Entering Unmasked Estep Score: -812918.312500 Penalty: 2207.910156 Iteration 0F: 2 clusters Score -812918.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -806932.187500 Penalty: 4415.820312 Iteration 0F: 3 clusters Score -806932.2 nChanged 2986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -808666.125000 Penalty: 4415.820312 Iteration 1F: 3 clusters Score -808666.1 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -809049.562500 Penalty: 4415.820312 Iteration 2F: 3 clusters Score -809049.6 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -809353.000000 Penalty: 4415.820312 Iteration 3F: 3 clusters Score -809353 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -809632.000000 Penalty: 4415.820312 Iteration 4F: 3 clusters Score -809632 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -809837.687500 Penalty: 4415.820312 Iteration 5Q: 3 clusters Score -809837.7 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -810025.687500 Penalty: 4415.820312 Iteration 6Q: 3 clusters Score -810025.7 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -810172.312500 Penalty: 4415.820312 Iteration 7Q: 3 clusters Score -810172.3 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -810296.875000 Penalty: 4415.820312 Iteration 8Q: 3 clusters Score -810296.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -810408.375000 Penalty: 4415.820312 Iteration 9Q: 3 clusters Score -810408.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -810495.687500 Penalty: 4415.820312 Iteration 10Q: 3 clusters Score -810495.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -810567.375000 Penalty: 4415.820312 Iteration 11Q: 3 clusters Score -810567.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -810616.437500 Penalty: 4415.820312 Iteration 12Q: 3 clusters Score -810616.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -810652.750000 Penalty: 4415.820312 Iteration 13Q: 3 clusters Score -810652.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -810670.937500 Penalty: 4415.820312 Iteration 14Q: 3 clusters Score -810670.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -810680.125000 Penalty: 4415.820312 Iteration 15Q: 3 clusters Score -810680.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -810692.875000 Penalty: 4415.820312 Iteration 16Q: 3 clusters Score -810692.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -810693.812500 Penalty: 4415.820312 Iteration 17Q: 3 clusters Score -810693.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -810699.812500 Penalty: 4415.820312 Iteration 18Q: 3 clusters Score -810699.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -810706.187500 Penalty: 4415.820312 Iteration 19Q: 3 clusters Score -810706.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -810709.937500 Penalty: 4415.820312 Iteration 20F: 3 clusters Score -810709.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -810713.500000 Penalty: 4415.820312 Iteration 21Q: 3 clusters Score -810713.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -810714.312500 Penalty: 4415.820312 Iteration 22Q: 3 clusters Score -810714.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -810718.187500 Penalty: 4415.820312 Iteration 23Q: 3 clusters Score -810718.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -810721.812500 Penalty: 4415.820312 Iteration 24Q: 3 clusters Score -810721.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -810725.625000 Penalty: 4415.820312 Iteration 25Q: 3 clusters Score -810725.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -810731.312500 Penalty: 4415.820312 Iteration 26Q: 3 clusters Score -810731.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -810739.187500 Penalty: 4415.820312 Iteration 27Q: 3 clusters Score -810739.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -810741.812500 Penalty: 4415.820312 Iteration 28Q: 3 clusters Score -810741.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -810745.687500 Penalty: 4415.820312 Iteration 29Q: 3 clusters Score -810745.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -810747.687500 Penalty: 4415.820312 Iteration 30Q: 3 clusters Score -810747.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -810751.500000 Penalty: 4415.820312 Iteration 31Q: 3 clusters Score -810751.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -810759.312500 Penalty: 4415.820312 Iteration 32Q: 3 clusters Score -810759.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -810765.812500 Penalty: 4415.820312 Iteration 33Q: 3 clusters Score -810765.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -810774.812500 Penalty: 4415.820312 Iteration 34Q: 3 clusters Score -810774.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -810780.937500 Penalty: 4415.820312 Iteration 35Q: 3 clusters Score -810780.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -810787.125000 Penalty: 4415.820312 Iteration 36Q: 3 clusters Score -810787.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -810790.687500 Penalty: 4415.820312 Iteration 37Q: 3 clusters Score -810790.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -810794.812500 Penalty: 4415.820312 Iteration 38Q: 3 clusters Score -810794.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -810799.187500 Penalty: 4415.820312 Iteration 39Q: 3 clusters Score -810799.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -810800.437500 Penalty: 4415.820312 Iteration 40F: 3 clusters Score -810800.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -810803.562500 Penalty: 4415.820312 Iteration 41Q: 3 clusters Score -810803.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -810806.812500 Penalty: 4415.820312 Iteration 42Q: 3 clusters Score -810806.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -810810.125000 Penalty: 4415.820312 Iteration 43Q: 3 clusters Score -810810.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -810811.375000 Penalty: 4415.820312 Iteration 44Q: 3 clusters Score -810811.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -810814.500000 Penalty: 4415.820312 Iteration 45Q: 3 clusters Score -810814.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -810815.187500 Penalty: 4415.820312 Iteration 46Q: 3 clusters Score -810815.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -810818.562500 Penalty: 4415.820312 Iteration 47Q: 3 clusters Score -810818.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -810822.500000 Penalty: 4415.820312 Iteration 48Q: 3 clusters Score -810822.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -810825.625000 Penalty: 4415.820312 Iteration 49Q: 3 clusters Score -810825.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -810827.625000 Penalty: 4415.820312 Iteration 50Q: 3 clusters Score -810827.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -810833.812500 Penalty: 4415.820312 Iteration 51Q: 3 clusters Score -810833.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -810837.437500 Penalty: 4415.820312 Iteration 52Q: 3 clusters Score -810837.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -810839.375000 Penalty: 4415.820312 Iteration 53Q: 3 clusters Score -810839.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -810838.562500 Penalty: 4415.820312 Iteration 54Q: 3 clusters Score -810838.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -810842.875000 Penalty: 4415.820312 Iteration 55Q: 3 clusters Score -810842.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -810844.625000 Penalty: 4415.820312 Iteration 56Q: 3 clusters Score -810844.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -810846.250000 Penalty: 4415.820312 Iteration 57Q: 3 clusters Score -810846.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -810850.750000 Penalty: 4415.820312 Iteration 58Q: 3 clusters Score -810850.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -810852.500000 Penalty: 4415.820312 Iteration 59Q: 3 clusters Score -810852.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -810854.312500 Penalty: 4415.820312 Iteration 60F: 3 clusters Score -810854.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -810857.687500 Penalty: 4415.820312 Iteration 61Q: 3 clusters Score -810857.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -810865.562500 Penalty: 4415.820312 Iteration 62Q: 3 clusters Score -810865.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -810867.812500 Penalty: 4415.820312 Iteration 63Q: 3 clusters Score -810867.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -810872.875000 Penalty: 4415.820312 Iteration 64Q: 3 clusters Score -810872.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -810872.937500 Penalty: 4415.820312 Iteration 65Q: 3 clusters Score -810872.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -810875.250000 Penalty: 4415.820312 Iteration 66Q: 3 clusters Score -810875.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -810877.875000 Penalty: 4415.820312 Iteration 67Q: 3 clusters Score -810877.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -810879.312500 Penalty: 4415.820312 Iteration 68Q: 3 clusters Score -810879.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -810882.062500 Penalty: 4415.820312 Iteration 69Q: 3 clusters Score -810882.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -810883.687500 Penalty: 4415.820312 Iteration 70Q: 3 clusters Score -810883.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -810888.875000 Penalty: 4415.820312 Iteration 71Q: 3 clusters Score -810888.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -810896.062500 Penalty: 4415.820312 Iteration 72Q: 3 clusters Score -810896.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -810904.250000 Penalty: 4415.820312 Iteration 73Q: 3 clusters Score -810904.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -810910.250000 Penalty: 4415.820312 Iteration 74Q: 3 clusters Score -810910.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -810918.562500 Penalty: 4415.820312 Iteration 75Q: 3 clusters Score -810918.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -810925.375000 Penalty: 4415.820312 Iteration 76Q: 3 clusters Score -810925.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -810931.437500 Penalty: 4415.820312 Iteration 77Q: 3 clusters Score -810931.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -810935.375000 Penalty: 4415.820312 Iteration 78Q: 3 clusters Score -810935.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -810939.562500 Penalty: 4415.820312 Iteration 79Q: 3 clusters Score -810939.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -810939.812500 Penalty: 4415.820312 Iteration 80F: 3 clusters Score -810939.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -810946.187500 Penalty: 4415.820312 Iteration 81Q: 3 clusters Score -810946.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -810953.250000 Penalty: 4415.820312 Iteration 82Q: 3 clusters Score -810953.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -810960.562500 Penalty: 4415.820312 Iteration 83Q: 3 clusters Score -810960.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -810963.187500 Penalty: 4415.820312 Iteration 84Q: 3 clusters Score -810963.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -810971.750000 Penalty: 4415.820312 Iteration 85Q: 3 clusters Score -810971.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -810977.750000 Penalty: 4415.820312 Iteration 86Q: 3 clusters Score -810977.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -810984.750000 Penalty: 4415.820312 Iteration 87Q: 3 clusters Score -810984.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -810997.937500 Penalty: 4415.820312 Iteration 88Q: 3 clusters Score -810997.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -811012.000000 Penalty: 4415.820312 Iteration 89Q: 3 clusters Score -811012 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -811023.937500 Penalty: 4415.820312 Iteration 90Q: 3 clusters Score -811023.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -811035.187500 Penalty: 4415.820312 Iteration 91Q: 3 clusters Score -811035.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -811047.187500 Penalty: 4415.820312 Iteration 92Q: 3 clusters Score -811047.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -811060.625000 Penalty: 4415.820312 Iteration 93Q: 3 clusters Score -811060.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -811071.937500 Penalty: 4415.820312 Iteration 94Q: 3 clusters Score -811071.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -811080.750000 Penalty: 4415.820312 Iteration 95Q: 3 clusters Score -811080.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -811088.875000 Penalty: 4415.820312 Iteration 96Q: 3 clusters Score -811088.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -811098.312500 Penalty: 4415.820312 Iteration 97Q: 3 clusters Score -811098.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -811104.250000 Penalty: 4415.820312 Iteration 98Q: 3 clusters Score -811104.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -811110.937500 Penalty: 4415.820312 Iteration 99Q: 3 clusters Score -811110.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -811116.437500 Penalty: 4415.820312 Iteration 100F: 3 clusters Score -811116.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -811123.937500 Penalty: 4415.820312 Iteration 101Q: 3 clusters Score -811123.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -811133.437500 Penalty: 4415.820312 Iteration 102Q: 3 clusters Score -811133.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -811138.250000 Penalty: 4415.820312 Iteration 103Q: 3 clusters Score -811138.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -811143.875000 Penalty: 4415.820312 Iteration 104Q: 3 clusters Score -811143.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -811149.437500 Penalty: 4415.820312 Iteration 105Q: 3 clusters Score -811149.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -811156.625000 Penalty: 4415.820312 Iteration 106Q: 3 clusters Score -811156.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -811155.500000 Penalty: 4415.820312 Iteration 107Q: 3 clusters Score -811155.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -811159.437500 Penalty: 4415.820312 Iteration 108Q: 3 clusters Score -811159.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -811162.000000 Penalty: 4415.820312 Iteration 109Q: 3 clusters Score -811162 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -811162.437500 Penalty: 4415.820312 Iteration 110Q: 3 clusters Score -811162.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -811161.000000 Penalty: 4415.820312 Iteration 111Q: 3 clusters Score -811161 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -811165.437500 Penalty: 4415.820312 Iteration 112Q: 3 clusters Score -811165.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -811164.062500 Penalty: 4415.820312 Iteration 113Q: 3 clusters Score -811164.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -811171.437500 Penalty: 4415.820312 Iteration 114Q: 3 clusters Score -811171.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -811174.625000 Penalty: 4415.820312 Iteration 115Q: 3 clusters Score -811174.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -811178.875000 Penalty: 4415.820312 Iteration 116Q: 3 clusters Score -811178.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -811181.687500 Penalty: 4415.820312 Iteration 117Q: 3 clusters Score -811181.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -811184.312500 Penalty: 4415.820312 Iteration 118Q: 3 clusters Score -811184.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -811189.937500 Penalty: 4415.820312 Iteration 119Q: 3 clusters Score -811189.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -811197.812500 Penalty: 4415.820312 Iteration 120F: 3 clusters Score -811197.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -811202.125000 Penalty: 4415.820312 Iteration 121Q: 3 clusters Score -811202.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -811207.937500 Penalty: 4415.820312 Iteration 122Q: 3 clusters Score -811207.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -811212.500000 Penalty: 4415.820312 Iteration 123Q: 3 clusters Score -811212.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -811216.562500 Penalty: 4415.820312 Iteration 124Q: 3 clusters Score -811216.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -811223.625000 Penalty: 4415.820312 Iteration 125Q: 3 clusters Score -811223.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -811225.375000 Penalty: 4415.820312 Iteration 126Q: 3 clusters Score -811225.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -811232.312500 Penalty: 4415.820312 Iteration 127Q: 3 clusters Score -811232.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -811231.625000 Penalty: 4415.820312 Iteration 128Q: 3 clusters Score -811231.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -811234.875000 Penalty: 4415.820312 Iteration 129Q: 3 clusters Score -811234.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -811236.562500 Penalty: 4415.820312 Iteration 130Q: 3 clusters Score -811236.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -811237.437500 Penalty: 4415.820312 Iteration 131Q: 3 clusters Score -811237.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -811238.562500 Penalty: 4415.820312 Iteration 132Q: 3 clusters Score -811238.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -811238.562500 Penalty: 4415.820312 Iteration 133F: 3 clusters Score -811238.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (100484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100484 members Entering Unmasked Estep Score: -12183597.000000 Penalty: 2856.402832 Iteration 0F: 2 clusters Score -1.21836e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50107 members Mstep: Class 2 contains 50377 members Entering Unmasked Estep Score: -12116637.000000 Penalty: 5712.805664 Iteration 0F: 3 clusters Score -1.211664e+07 nChanged 47342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49019 members Mstep: Class 2 contains 51465 members Entering Unmasked Estep Score: -12143672.000000 Penalty: 5712.805664 Iteration 1F: 3 clusters Score -1.214367e+07 nChanged 3628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48433 members Mstep: Class 2 contains 52051 members Entering Unmasked Estep Score: -12144617.000000 Penalty: 5712.805664 Iteration 2Q: 3 clusters Score -1.214462e+07 nChanged 3621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47534 members Mstep: Class 2 contains 52950 members Entering Unmasked Estep Score: -12145762.000000 Penalty: 5712.805664 Iteration 3Q: 3 clusters Score -1.214576e+07 nChanged 3799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46293 members Mstep: Class 2 contains 54191 members Entering Unmasked Estep Score: -12147095.000000 Penalty: 5712.805664 Iteration 4Q: 3 clusters Score -1.21471e+07 nChanged 4122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44635 members Mstep: Class 2 contains 55849 members Entering Unmasked Estep Score: -12148607.000000 Penalty: 5712.805664 Iteration 5Q: 3 clusters Score -1.214861e+07 nChanged 4406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42461 members Mstep: Class 2 contains 58023 members Entering Unmasked Estep Score: -12150534.000000 Penalty: 5712.805664 Iteration 6Q: 3 clusters Score -1.215053e+07 nChanged 4663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39608 members Mstep: Class 2 contains 60876 members Entering Unmasked Estep Score: -12152791.000000 Penalty: 5712.805664 Iteration 7Q: 3 clusters Score -1.215279e+07 nChanged 4925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36095 members Mstep: Class 2 contains 64389 members Entering Unmasked Estep Score: -12155455.000000 Penalty: 5712.805664 Iteration 8Q: 3 clusters Score -1.215546e+07 nChanged 5088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31951 members Mstep: Class 2 contains 68533 members Entering Unmasked Estep Score: -12158315.000000 Penalty: 5712.805664 Iteration 9F: 3 clusters Score -1.215832e+07 nChanged 5144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27453 members Mstep: Class 2 contains 73031 members Entering Unmasked Estep Score: -12161436.000000 Penalty: 5712.805664 Iteration 10F: 3 clusters Score -1.216144e+07 nChanged 5038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22735 members Mstep: Class 2 contains 77749 members Entering Unmasked Estep Score: -12164603.000000 Penalty: 5712.805664 Iteration 11F: 3 clusters Score -1.21646e+07 nChanged 4711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18134 members Mstep: Class 2 contains 82350 members Entering Unmasked Estep Score: -12167685.000000 Penalty: 5712.805664 Iteration 12Q: 3 clusters Score -1.216768e+07 nChanged 4378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13788 members Mstep: Class 2 contains 86696 members Entering Unmasked Estep Score: -12170744.000000 Penalty: 5712.805664 Iteration 13Q: 3 clusters Score -1.217074e+07 nChanged 4104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9688 members Mstep: Class 2 contains 90796 members Entering Unmasked Estep Score: -12173929.000000 Penalty: 5712.805664 Iteration 14Q: 3 clusters Score -1.217393e+07 nChanged 3433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 94227 members Entering Unmasked Estep Score: -12176693.000000 Penalty: 5712.805664 Iteration 15Q: 3 clusters Score -1.217669e+07 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 96696 members Entering Unmasked Estep Score: -12178571.000000 Penalty: 5712.805664 Iteration 16Q: 3 clusters Score -1.217857e+07 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 98202 members Entering Unmasked Estep Score: -12179666.000000 Penalty: 5712.805664 Iteration 17Q: 3 clusters Score -1.217967e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 99025 members Entering Unmasked Estep Score: -12180277.000000 Penalty: 5712.805664 Iteration 18Q: 3 clusters Score -1.218028e+07 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 99450 members Entering Unmasked Estep Score: -12180580.000000 Penalty: 5712.805664 Iteration 19Q: 3 clusters Score -1.218058e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 99660 members Entering Unmasked Estep Score: -12180762.000000 Penalty: 5712.805664 Iteration 20F: 3 clusters Score -1.218076e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 99773 members Entering Unmasked Estep Score: -12180856.000000 Penalty: 5712.805664 Iteration 21Q: 3 clusters Score -1.218086e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 99843 members Entering Unmasked Estep Score: -12180909.000000 Penalty: 5712.805664 Iteration 22Q: 3 clusters Score -1.218091e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 99891 members Entering Unmasked Estep Score: -12180942.000000 Penalty: 5712.805664 Iteration 23Q: 3 clusters Score -1.218094e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 99930 members Entering Unmasked Estep Score: -12181002.000000 Penalty: 5712.805664 Iteration 24Q: 3 clusters Score -1.2181e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 99964 members Entering Unmasked Estep Score: -12181047.000000 Penalty: 5712.805664 Iteration 25Q: 3 clusters Score -1.218105e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 99987 members Entering Unmasked Estep Score: -12181073.000000 Penalty: 5712.805664 Iteration 26Q: 3 clusters Score -1.218107e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 99999 members Entering Unmasked Estep Score: -12181101.000000 Penalty: 5712.805664 Iteration 27Q: 3 clusters Score -1.21811e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 100009 members Entering Unmasked Estep Score: -12181111.000000 Penalty: 5712.805664 Iteration 28Q: 3 clusters Score -1.218111e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 100016 members Entering Unmasked Estep Score: -12181119.000000 Penalty: 5712.805664 Iteration 29Q: 3 clusters Score -1.218112e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 100018 members Entering Unmasked Estep Score: -12181116.000000 Penalty: 5712.805664 Iteration 30Q: 3 clusters Score -1.218112e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 100020 members Entering Unmasked Estep Score: -12181113.000000 Penalty: 5712.805664 Iteration 31Q: 3 clusters Score -1.218111e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 100025 members Entering Unmasked Estep Score: -12181126.000000 Penalty: 5712.805664 Iteration 32Q: 3 clusters Score -1.218113e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 100027 members Entering Unmasked Estep Score: -12181121.000000 Penalty: 5712.805664 Iteration 33Q: 3 clusters Score -1.218112e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 100031 members Entering Unmasked Estep Score: -12181125.000000 Penalty: 5712.805664 Iteration 34Q: 3 clusters Score -1.218112e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 100030 members Entering Unmasked Estep Score: -12181121.000000 Penalty: 5712.805664 Iteration 35Q: 3 clusters Score -1.218112e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 100034 members Entering Unmasked Estep Score: -12181118.000000 Penalty: 5712.805664 Iteration 36Q: 3 clusters Score -1.218112e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 100038 members Entering Unmasked Estep Score: -12181126.000000 Penalty: 5712.805664 Iteration 37Q: 3 clusters Score -1.218113e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 100041 members Entering Unmasked Estep Score: -12181127.000000 Penalty: 5712.805664 Iteration 38Q: 3 clusters Score -1.218113e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 100043 members Entering Unmasked Estep Score: -12181123.000000 Penalty: 5712.805664 Iteration 39Q: 3 clusters Score -1.218112e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 100044 members Entering Unmasked Estep Score: -12181122.000000 Penalty: 5712.805664 Iteration 40F: 3 clusters Score -1.218112e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 100048 members Entering Unmasked Estep Score: -12181133.000000 Penalty: 5712.805664 Iteration 41Q: 3 clusters Score -1.218113e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 100050 members Entering Unmasked Estep Score: -12181128.000000 Penalty: 5712.805664 Iteration 42Q: 3 clusters Score -1.218113e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 100052 members Entering Unmasked Estep Score: -12181127.000000 Penalty: 5712.805664 Iteration 43Q: 3 clusters Score -1.218113e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 100053 members Entering Unmasked Estep Score: -12181129.000000 Penalty: 5712.805664 Iteration 44Q: 3 clusters Score -1.218113e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 100053 members Entering Unmasked Estep Score: -12181129.000000 Penalty: 5712.805664 Iteration 45F: 3 clusters Score -1.218113e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Entering Unmasked Estep Score: -662034.625000 Penalty: 2137.921631 Iteration 0F: 2 clusters Score -662034.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -657151.625000 Penalty: 4275.843262 Iteration 0F: 3 clusters Score -657151.6 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -658373.875000 Penalty: 4275.843262 Iteration 1F: 3 clusters Score -658373.9 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -658570.250000 Penalty: 4275.843262 Iteration 2F: 3 clusters Score -658570.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -658680.812500 Penalty: 4275.843262 Iteration 3Q: 3 clusters Score -658680.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -658755.125000 Penalty: 4275.843262 Iteration 4Q: 3 clusters Score -658755.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -658808.437500 Penalty: 4275.843262 Iteration 5Q: 3 clusters Score -658808.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -658851.187500 Penalty: 4275.843262 Iteration 6Q: 3 clusters Score -658851.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -658880.375000 Penalty: 4275.843262 Iteration 7Q: 3 clusters Score -658880.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -658905.687500 Penalty: 4275.843262 Iteration 8Q: 3 clusters Score -658905.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -658928.250000 Penalty: 4275.843262 Iteration 9Q: 3 clusters Score -658928.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -658952.312500 Penalty: 4275.843262 Iteration 10Q: 3 clusters Score -658952.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -658980.312500 Penalty: 4275.843262 Iteration 11Q: 3 clusters Score -658980.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -659017.437500 Penalty: 4275.843262 Iteration 12Q: 3 clusters Score -659017.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -659055.937500 Penalty: 4275.843262 Iteration 13Q: 3 clusters Score -659055.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -659101.937500 Penalty: 4275.843262 Iteration 14Q: 3 clusters Score -659101.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -659165.937500 Penalty: 4275.843262 Iteration 15Q: 3 clusters Score -659165.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -659262.000000 Penalty: 4275.843262 Iteration 16Q: 3 clusters Score -659262 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -659367.625000 Penalty: 4275.843262 Iteration 17Q: 3 clusters Score -659367.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -659490.187500 Penalty: 4275.843262 Iteration 18Q: 3 clusters Score -659490.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -659630.437500 Penalty: 4275.843262 Iteration 19Q: 3 clusters Score -659630.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -659781.000000 Penalty: 4275.843262 Iteration 20F: 3 clusters Score -659781 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -659935.000000 Penalty: 4275.843262 Iteration 21Q: 3 clusters Score -659935 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -660088.500000 Penalty: 4275.843262 Iteration 22Q: 3 clusters Score -660088.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -660205.500000 Penalty: 4275.843262 Iteration 23Q: 3 clusters Score -660205.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -660286.062500 Penalty: 4275.843262 Iteration 24Q: 3 clusters Score -660286.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -660340.437500 Penalty: 4275.843262 Iteration 25Q: 3 clusters Score -660340.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -660386.437500 Penalty: 4275.843262 Iteration 26Q: 3 clusters Score -660386.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -660423.000000 Penalty: 4275.843262 Iteration 27Q: 3 clusters Score -660423 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -660444.562500 Penalty: 4275.843262 Iteration 28Q: 3 clusters Score -660444.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -660471.312500 Penalty: 4275.843262 Iteration 29Q: 3 clusters Score -660471.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -660489.437500 Penalty: 4275.843262 Iteration 30Q: 3 clusters Score -660489.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -660513.937500 Penalty: 4275.843262 Iteration 31Q: 3 clusters Score -660513.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -660539.187500 Penalty: 4275.843262 Iteration 32Q: 3 clusters Score -660539.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -660561.750000 Penalty: 4275.843262 Iteration 33Q: 3 clusters Score -660561.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -660572.625000 Penalty: 4275.843262 Iteration 34Q: 3 clusters Score -660572.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -660581.250000 Penalty: 4275.843262 Iteration 35Q: 3 clusters Score -660581.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -660589.000000 Penalty: 4275.843262 Iteration 36Q: 3 clusters Score -660589 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -660594.000000 Penalty: 4275.843262 Iteration 37Q: 3 clusters Score -660594 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -660600.500000 Penalty: 4275.843262 Iteration 38Q: 3 clusters Score -660600.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -660608.875000 Penalty: 4275.843262 Iteration 39Q: 3 clusters Score -660608.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -660614.562500 Penalty: 4275.843262 Iteration 40F: 3 clusters Score -660614.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -660622.000000 Penalty: 4275.843262 Iteration 41Q: 3 clusters Score -660622 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -660625.875000 Penalty: 4275.843262 Iteration 42Q: 3 clusters Score -660625.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -660627.062500 Penalty: 4275.843262 Iteration 43Q: 3 clusters Score -660627.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -660631.750000 Penalty: 4275.843262 Iteration 44Q: 3 clusters Score -660631.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -660634.125000 Penalty: 4275.843262 Iteration 45Q: 3 clusters Score -660634.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -660634.125000 Penalty: 4275.843262 Iteration 46F: 3 clusters Score -660634.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Entering Unmasked Estep Score: -535246.500000 Penalty: 2087.124512 Iteration 0F: 2 clusters Score -535246.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -531036.750000 Penalty: 4174.249023 Iteration 0F: 3 clusters Score -531036.8 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -532024.937500 Penalty: 4174.249023 Iteration 1F: 3 clusters Score -532024.9 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -532229.375000 Penalty: 4174.249023 Iteration 2F: 3 clusters Score -532229.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -532373.812500 Penalty: 4174.249023 Iteration 3F: 3 clusters Score -532373.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -532463.500000 Penalty: 4174.249023 Iteration 4Q: 3 clusters Score -532463.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -532560.875000 Penalty: 4174.249023 Iteration 5Q: 3 clusters Score -532560.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -532652.500000 Penalty: 4174.249023 Iteration 6Q: 3 clusters Score -532652.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -532732.812500 Penalty: 4174.249023 Iteration 7Q: 3 clusters Score -532732.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -532822.437500 Penalty: 4174.249023 Iteration 8Q: 3 clusters Score -532822.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -532936.937500 Penalty: 4174.249023 Iteration 9Q: 3 clusters Score -532936.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -533023.625000 Penalty: 4174.249023 Iteration 10Q: 3 clusters Score -533023.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -533106.437500 Penalty: 4174.249023 Iteration 11Q: 3 clusters Score -533106.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -533168.312500 Penalty: 4174.249023 Iteration 12Q: 3 clusters Score -533168.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -533222.187500 Penalty: 4174.249023 Iteration 13Q: 3 clusters Score -533222.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -533269.437500 Penalty: 4174.249023 Iteration 14Q: 3 clusters Score -533269.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -533326.625000 Penalty: 4174.249023 Iteration 15Q: 3 clusters Score -533326.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -533381.250000 Penalty: 4174.249023 Iteration 16Q: 3 clusters Score -533381.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -533430.562500 Penalty: 4174.249023 Iteration 17Q: 3 clusters Score -533430.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -533472.062500 Penalty: 4174.249023 Iteration 18Q: 3 clusters Score -533472.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -533507.562500 Penalty: 4174.249023 Iteration 19Q: 3 clusters Score -533507.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -533534.750000 Penalty: 4174.249023 Iteration 20F: 3 clusters Score -533534.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -533561.812500 Penalty: 4174.249023 Iteration 21Q: 3 clusters Score -533561.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -533580.562500 Penalty: 4174.249023 Iteration 22Q: 3 clusters Score -533580.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -533592.062500 Penalty: 4174.249023 Iteration 23Q: 3 clusters Score -533592.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -533601.062500 Penalty: 4174.249023 Iteration 24Q: 3 clusters Score -533601.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -533612.062500 Penalty: 4174.249023 Iteration 25Q: 3 clusters Score -533612.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -533621.000000 Penalty: 4174.249023 Iteration 26Q: 3 clusters Score -533621 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -533635.187500 Penalty: 4174.249023 Iteration 27Q: 3 clusters Score -533635.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -533645.375000 Penalty: 4174.249023 Iteration 28Q: 3 clusters Score -533645.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -533651.937500 Penalty: 4174.249023 Iteration 29Q: 3 clusters Score -533651.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -533655.750000 Penalty: 4174.249023 Iteration 30Q: 3 clusters Score -533655.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -533661.687500 Penalty: 4174.249023 Iteration 31Q: 3 clusters Score -533661.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -533665.875000 Penalty: 4174.249023 Iteration 32Q: 3 clusters Score -533665.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -533670.250000 Penalty: 4174.249023 Iteration 33Q: 3 clusters Score -533670.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -533674.625000 Penalty: 4174.249023 Iteration 34Q: 3 clusters Score -533674.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -533681.562500 Penalty: 4174.249023 Iteration 35Q: 3 clusters Score -533681.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -533690.500000 Penalty: 4174.249023 Iteration 36Q: 3 clusters Score -533690.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -533698.687500 Penalty: 4174.249023 Iteration 37Q: 3 clusters Score -533698.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -533705.812500 Penalty: 4174.249023 Iteration 38Q: 3 clusters Score -533705.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -533712.937500 Penalty: 4174.249023 Iteration 39Q: 3 clusters Score -533712.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -533718.312500 Penalty: 4174.249023 Iteration 40F: 3 clusters Score -533718.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -533721.750000 Penalty: 4174.249023 Iteration 41Q: 3 clusters Score -533721.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -533723.750000 Penalty: 4174.249023 Iteration 42Q: 3 clusters Score -533723.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -533723.687500 Penalty: 4174.249023 Iteration 43Q: 3 clusters Score -533723.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -533724.125000 Penalty: 4174.249023 Iteration 44Q: 3 clusters Score -533724.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -533724.500000 Penalty: 4174.249023 Iteration 45Q: 3 clusters Score -533724.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -533726.125000 Penalty: 4174.249023 Iteration 46Q: 3 clusters Score -533726.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -533726.125000 Penalty: 4174.249023 Iteration 47F: 3 clusters Score -533726.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Entering Unmasked Estep Score: -408163.625000 Penalty: 2019.952271 Iteration 0F: 2 clusters Score -408163.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -404645.968750 Penalty: 4039.904541 Iteration 0F: 3 clusters Score -404646 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -405425.406250 Penalty: 4039.904541 Iteration 1F: 3 clusters Score -405425.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -405597.437500 Penalty: 4039.904541 Iteration 2F: 3 clusters Score -405597.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -405717.156250 Penalty: 4039.904541 Iteration 3F: 3 clusters Score -405717.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -405791.406250 Penalty: 4039.904541 Iteration 4Q: 3 clusters Score -405791.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -405853.031250 Penalty: 4039.904541 Iteration 5Q: 3 clusters Score -405853 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -405911.781250 Penalty: 4039.904541 Iteration 6Q: 3 clusters Score -405911.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -405957.968750 Penalty: 4039.904541 Iteration 7Q: 3 clusters Score -405958 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -405992.156250 Penalty: 4039.904541 Iteration 8Q: 3 clusters Score -405992.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -406019.656250 Penalty: 4039.904541 Iteration 9Q: 3 clusters Score -406019.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -406045.937500 Penalty: 4039.904541 Iteration 10Q: 3 clusters Score -406045.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -406078.687500 Penalty: 4039.904541 Iteration 11Q: 3 clusters Score -406078.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -406114.062500 Penalty: 4039.904541 Iteration 12Q: 3 clusters Score -406114.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -406146.281250 Penalty: 4039.904541 Iteration 13Q: 3 clusters Score -406146.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -406185.125000 Penalty: 4039.904541 Iteration 14Q: 3 clusters Score -406185.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -406230.218750 Penalty: 4039.904541 Iteration 15Q: 3 clusters Score -406230.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -406271.531250 Penalty: 4039.904541 Iteration 16Q: 3 clusters Score -406271.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -406312.250000 Penalty: 4039.904541 Iteration 17Q: 3 clusters Score -406312.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -406343.593750 Penalty: 4039.904541 Iteration 18Q: 3 clusters Score -406343.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -406375.406250 Penalty: 4039.904541 Iteration 19Q: 3 clusters Score -406375.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -406401.031250 Penalty: 4039.904541 Iteration 20F: 3 clusters Score -406401 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -406423.781250 Penalty: 4039.904541 Iteration 21Q: 3 clusters Score -406423.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -406439.781250 Penalty: 4039.904541 Iteration 22Q: 3 clusters Score -406439.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -406451.812500 Penalty: 4039.904541 Iteration 23Q: 3 clusters Score -406451.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -406466.625000 Penalty: 4039.904541 Iteration 24Q: 3 clusters Score -406466.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -406481.468750 Penalty: 4039.904541 Iteration 25Q: 3 clusters Score -406481.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -406493.343750 Penalty: 4039.904541 Iteration 26Q: 3 clusters Score -406493.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -406506.281250 Penalty: 4039.904541 Iteration 27Q: 3 clusters Score -406506.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -406518.281250 Penalty: 4039.904541 Iteration 28Q: 3 clusters Score -406518.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -406527.531250 Penalty: 4039.904541 Iteration 29Q: 3 clusters Score -406527.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -406536.062500 Penalty: 4039.904541 Iteration 30Q: 3 clusters Score -406536.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -406541.468750 Penalty: 4039.904541 Iteration 31Q: 3 clusters Score -406541.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -406545.406250 Penalty: 4039.904541 Iteration 32Q: 3 clusters Score -406545.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -406546.750000 Penalty: 4039.904541 Iteration 33Q: 3 clusters Score -406546.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -406548.250000 Penalty: 4039.904541 Iteration 34Q: 3 clusters Score -406548.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -406549.375000 Penalty: 4039.904541 Iteration 35Q: 3 clusters Score -406549.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -406553.406250 Penalty: 4039.904541 Iteration 36Q: 3 clusters Score -406553.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -406557.343750 Penalty: 4039.904541 Iteration 37Q: 3 clusters Score -406557.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -406562.937500 Penalty: 4039.904541 Iteration 38Q: 3 clusters Score -406562.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -406566.031250 Penalty: 4039.904541 Iteration 39Q: 3 clusters Score -406566 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -406571.562500 Penalty: 4039.904541 Iteration 40F: 3 clusters Score -406571.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -406577.781250 Penalty: 4039.904541 Iteration 41Q: 3 clusters Score -406577.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -406583.218750 Penalty: 4039.904541 Iteration 42Q: 3 clusters Score -406583.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -406588.781250 Penalty: 4039.904541 Iteration 43Q: 3 clusters Score -406588.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -406591.906250 Penalty: 4039.904541 Iteration 44Q: 3 clusters Score -406591.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -406595.906250 Penalty: 4039.904541 Iteration 45Q: 3 clusters Score -406595.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -406598.656250 Penalty: 4039.904541 Iteration 46Q: 3 clusters Score -406598.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -406600.750000 Penalty: 4039.904541 Iteration 47Q: 3 clusters Score -406600.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -406602.437500 Penalty: 4039.904541 Iteration 48Q: 3 clusters Score -406602.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -406603.750000 Penalty: 4039.904541 Iteration 49Q: 3 clusters Score -406603.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -406605.375000 Penalty: 4039.904541 Iteration 50Q: 3 clusters Score -406605.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -406609.375000 Penalty: 4039.904541 Iteration 51Q: 3 clusters Score -406609.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -406613.718750 Penalty: 4039.904541 Iteration 52Q: 3 clusters Score -406613.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -406616.500000 Penalty: 4039.904541 Iteration 53Q: 3 clusters Score -406616.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -406620.000000 Penalty: 4039.904541 Iteration 54Q: 3 clusters Score -406620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -406622.093750 Penalty: 4039.904541 Iteration 55Q: 3 clusters Score -406622.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -406627.218750 Penalty: 4039.904541 Iteration 56Q: 3 clusters Score -406627.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -406639.593750 Penalty: 4039.904541 Iteration 57Q: 3 clusters Score -406639.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -406649.593750 Penalty: 4039.904541 Iteration 58Q: 3 clusters Score -406649.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -406654.875000 Penalty: 4039.904541 Iteration 59Q: 3 clusters Score -406654.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -406660.093750 Penalty: 4039.904541 Iteration 60F: 3 clusters Score -406660.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -406668.406250 Penalty: 4039.904541 Iteration 61Q: 3 clusters Score -406668.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -406674.750000 Penalty: 4039.904541 Iteration 62Q: 3 clusters Score -406674.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -406678.437500 Penalty: 4039.904541 Iteration 63Q: 3 clusters Score -406678.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -406679.781250 Penalty: 4039.904541 Iteration 64Q: 3 clusters Score -406679.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -406681.031250 Penalty: 4039.904541 Iteration 65Q: 3 clusters Score -406681 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -406682.406250 Penalty: 4039.904541 Iteration 66Q: 3 clusters Score -406682.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -406684.375000 Penalty: 4039.904541 Iteration 67Q: 3 clusters Score -406684.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -406685.031250 Penalty: 4039.904541 Iteration 68Q: 3 clusters Score -406685 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -406685.968750 Penalty: 4039.904541 Iteration 69Q: 3 clusters Score -406686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -406687.031250 Penalty: 4039.904541 Iteration 70Q: 3 clusters Score -406687 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -406689.562500 Penalty: 4039.904541 Iteration 71Q: 3 clusters Score -406689.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -406691.500000 Penalty: 4039.904541 Iteration 72Q: 3 clusters Score -406691.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -406692.062500 Penalty: 4039.904541 Iteration 73Q: 3 clusters Score -406692.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -406692.062500 Penalty: 4039.904541 Iteration 74F: 3 clusters Score -406692.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15993 members Entering Unmasked Estep Score: -1932831.750000 Penalty: 2400.616943 Iteration 0F: 2 clusters Score -1932832 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 7970 members Entering Unmasked Estep Score: -1921465.375000 Penalty: 4801.233887 Iteration 0F: 3 clusters Score -1921465 nChanged 6818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7959 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -1925087.250000 Penalty: 4801.233887 Iteration 1F: 3 clusters Score -1925087 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 8117 members Entering Unmasked Estep Score: -1925424.625000 Penalty: 4801.233887 Iteration 2F: 3 clusters Score -1925425 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -1925668.250000 Penalty: 4801.233887 Iteration 3Q: 3 clusters Score -1925668 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -1925846.250000 Penalty: 4801.233887 Iteration 4Q: 3 clusters Score -1925846 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -1925998.625000 Penalty: 4801.233887 Iteration 5Q: 3 clusters Score -1925999 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -1926127.500000 Penalty: 4801.233887 Iteration 6Q: 3 clusters Score -1926128 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 8591 members Entering Unmasked Estep Score: -1926232.375000 Penalty: 4801.233887 Iteration 7Q: 3 clusters Score -1926232 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -1926340.875000 Penalty: 4801.233887 Iteration 8Q: 3 clusters Score -1926341 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -1926441.250000 Penalty: 4801.233887 Iteration 9Q: 3 clusters Score -1926441 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -1926543.125000 Penalty: 4801.233887 Iteration 10Q: 3 clusters Score -1926543 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -1926654.000000 Penalty: 4801.233887 Iteration 11Q: 3 clusters Score -1926654 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 9271 members Entering Unmasked Estep Score: -1926803.000000 Penalty: 4801.233887 Iteration 12Q: 3 clusters Score -1926803 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -1926959.000000 Penalty: 4801.233887 Iteration 13Q: 3 clusters Score -1926959 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -1927134.875000 Penalty: 4801.233887 Iteration 14Q: 3 clusters Score -1927135 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 9892 members Entering Unmasked Estep Score: -1927376.500000 Penalty: 4801.233887 Iteration 15Q: 3 clusters Score -1927376 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 10150 members Entering Unmasked Estep Score: -1927691.875000 Penalty: 4801.233887 Iteration 16Q: 3 clusters Score -1927692 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 10401 members Entering Unmasked Estep Score: -1928031.875000 Penalty: 4801.233887 Iteration 17Q: 3 clusters Score -1928032 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -1928451.125000 Penalty: 4801.233887 Iteration 18Q: 3 clusters Score -1928451 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -1928959.125000 Penalty: 4801.233887 Iteration 19Q: 3 clusters Score -1928959 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -1929492.375000 Penalty: 4801.233887 Iteration 20F: 3 clusters Score -1929492 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 11011 members Entering Unmasked Estep Score: -1930205.375000 Penalty: 4801.233887 Iteration 21Q: 3 clusters Score -1930205 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -1931027.500000 Penalty: 4801.233887 Iteration 22Q: 3 clusters Score -1931028 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 10978 members Entering Unmasked Estep Score: -1931945.750000 Penalty: 4801.233887 Iteration 23Q: 3 clusters Score -1931946 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -1932778.250000 Penalty: 4801.233887 Iteration 24Q: 3 clusters Score -1932778 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 10880 members Entering Unmasked Estep Score: -1933165.375000 Penalty: 4801.233887 Iteration 25Q: 3 clusters Score -1933165 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -1933291.875000 Penalty: 4801.233887 Iteration 26Q: 3 clusters Score -1933292 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 10862 members Entering Unmasked Estep Score: -1933333.375000 Penalty: 4801.233887 Iteration 27Q: 3 clusters Score -1933333 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 10858 members Entering Unmasked Estep Score: -1933338.500000 Penalty: 4801.233887 Iteration 28Q: 3 clusters Score -1933338 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -1933347.375000 Penalty: 4801.233887 Iteration 29Q: 3 clusters Score -1933347 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -1933346.625000 Penalty: 4801.233887 Iteration 30Q: 3 clusters Score -1933347 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -1933342.125000 Penalty: 4801.233887 Iteration 31Q: 3 clusters Score -1933342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 10854 members Entering Unmasked Estep Score: -1933349.250000 Penalty: 4801.233887 Iteration 32Q: 3 clusters Score -1933349 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 10857 members Entering Unmasked Estep Score: -1933348.625000 Penalty: 4801.233887 Iteration 33Q: 3 clusters Score -1933349 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -1933352.500000 Penalty: 4801.233887 Iteration 34Q: 3 clusters Score -1933352 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -1933353.125000 Penalty: 4801.233887 Iteration 35Q: 3 clusters Score -1933353 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -1933354.500000 Penalty: 4801.233887 Iteration 36Q: 3 clusters Score -1933354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -1933356.125000 Penalty: 4801.233887 Iteration 37Q: 3 clusters Score -1933356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -1933355.500000 Penalty: 4801.233887 Iteration 38Q: 3 clusters Score -1933356 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -1933355.625000 Penalty: 4801.233887 Iteration 39F: 3 clusters Score -1933356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -1933357.750000 Penalty: 4801.233887 Iteration 40F: 3 clusters Score -1933358 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -1933360.875000 Penalty: 4801.233887 Iteration 41Q: 3 clusters Score -1933361 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -1933360.875000 Penalty: 4801.233887 Iteration 42F: 3 clusters Score -1933361 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8884 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7353 members Mstep: Class 6 contains 100484 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3446 members Mstep: Class 10 contains 5128 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18618 members Mstep: Class 13 contains 10865 members Mstep: Class 14 contains 9451 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22558 members Mstep: Class 23 contains 15016 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep Score: -33505020.000000 Penalty: 62279.437500 Splitting cluster 10 changes total score from -33505302.000000 to -33505020.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -49235.312500 Penalty: 1536.212524 Iteration 0F: 2 clusters Score -49235.31 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 247 members Entering Unmasked Estep Score: -47763.574219 Penalty: 3072.425049 Iteration 0F: 3 clusters Score -47763.57 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -47958.308594 Penalty: 3072.425049 Iteration 1F: 3 clusters Score -47958.31 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -48042.976562 Penalty: 3072.425049 Iteration 2F: 3 clusters Score -48042.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -48097.734375 Penalty: 3072.425049 Iteration 3Q: 3 clusters Score -48097.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -48142.121094 Penalty: 3072.425049 Iteration 4Q: 3 clusters Score -48142.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -48153.535156 Penalty: 3072.425049 Iteration 5Q: 3 clusters Score -48153.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -48169.226562 Penalty: 3072.425049 Iteration 6Q: 3 clusters Score -48169.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -48203.925781 Penalty: 3072.425049 Iteration 7Q: 3 clusters Score -48203.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -48227.855469 Penalty: 3072.425049 Iteration 8Q: 3 clusters Score -48227.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -48250.906250 Penalty: 3072.425049 Iteration 9Q: 3 clusters Score -48250.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -48273.011719 Penalty: 3072.425049 Iteration 10Q: 3 clusters Score -48273.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -48290.660156 Penalty: 3072.425049 Iteration 11Q: 3 clusters Score -48290.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -48306.246094 Penalty: 3072.425049 Iteration 12Q: 3 clusters Score -48306.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -48334.039062 Penalty: 3072.425049 Iteration 13Q: 3 clusters Score -48334.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -48363.816406 Penalty: 3072.425049 Iteration 14Q: 3 clusters Score -48363.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -48383.664062 Penalty: 3072.425049 Iteration 15Q: 3 clusters Score -48383.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -48409.054688 Penalty: 3072.425049 Iteration 16Q: 3 clusters Score -48409.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -48431.371094 Penalty: 3072.425049 Iteration 17Q: 3 clusters Score -48431.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -48460.886719 Penalty: 3072.425049 Iteration 18Q: 3 clusters Score -48460.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -48474.269531 Penalty: 3072.425049 Iteration 19Q: 3 clusters Score -48474.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -48481.605469 Penalty: 3072.425049 Iteration 20F: 3 clusters Score -48481.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -48483.757812 Penalty: 3072.425049 Iteration 21Q: 3 clusters Score -48483.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -48483.757812 Penalty: 3072.425049 Iteration 22F: 3 clusters Score -48483.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (18618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18618 members Entering Unmasked Estep Score: -2271154.000000 Penalty: 2438.307373 Iteration 0F: 2 clusters Score -2271154 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -2258002.750000 Penalty: 4876.614746 Iteration 0F: 3 clusters Score -2258003 nChanged 8117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -2262343.500000 Penalty: 4876.614746 Iteration 1F: 3 clusters Score -2262344 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -2262735.000000 Penalty: 4876.614746 Iteration 2F: 3 clusters Score -2262735 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 10674 members Entering Unmasked Estep Score: -2263095.250000 Penalty: 4876.614746 Iteration 3Q: 3 clusters Score -2263095 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -2263492.750000 Penalty: 4876.614746 Iteration 4Q: 3 clusters Score -2263493 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -2263969.750000 Penalty: 4876.614746 Iteration 5Q: 3 clusters Score -2263970 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 12872 members Entering Unmasked Estep Score: -2264599.000000 Penalty: 4876.614746 Iteration 6F: 3 clusters Score -2264599 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 13921 members Entering Unmasked Estep Score: -2265401.250000 Penalty: 4876.614746 Iteration 7F: 3 clusters Score -2265401 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 15023 members Entering Unmasked Estep Score: -2266311.750000 Penalty: 4876.614746 Iteration 8F: 3 clusters Score -2266312 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 16001 members Entering Unmasked Estep Score: -2267113.500000 Penalty: 4876.614746 Iteration 9F: 3 clusters Score -2267114 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 16753 members Entering Unmasked Estep Score: -2267763.750000 Penalty: 4876.614746 Iteration 10Q: 3 clusters Score -2267764 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 17300 members Entering Unmasked Estep Score: -2268221.000000 Penalty: 4876.614746 Iteration 11Q: 3 clusters Score -2268221 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 17657 members Entering Unmasked Estep Score: -2268533.750000 Penalty: 4876.614746 Iteration 12Q: 3 clusters Score -2268534 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 17874 members Entering Unmasked Estep Score: -2268714.500000 Penalty: 4876.614746 Iteration 13Q: 3 clusters Score -2268714 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 17986 members Entering Unmasked Estep Score: -2268826.500000 Penalty: 4876.614746 Iteration 14Q: 3 clusters Score -2268826 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 18067 members Entering Unmasked Estep Score: -2268900.250000 Penalty: 4876.614746 Iteration 15Q: 3 clusters Score -2268900 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 18114 members Entering Unmasked Estep Score: -2268941.000000 Penalty: 4876.614746 Iteration 16Q: 3 clusters Score -2268941 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 18145 members Entering Unmasked Estep Score: -2268974.250000 Penalty: 4876.614746 Iteration 17Q: 3 clusters Score -2268974 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 18160 members Entering Unmasked Estep Score: -2268990.750000 Penalty: 4876.614746 Iteration 18Q: 3 clusters Score -2268991 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 18172 members Entering Unmasked Estep Score: -2269012.500000 Penalty: 4876.614746 Iteration 19Q: 3 clusters Score -2269012 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 18182 members Entering Unmasked Estep Score: -2269021.750000 Penalty: 4876.614746 Iteration 20F: 3 clusters Score -2269022 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 18190 members Entering Unmasked Estep Score: -2269033.000000 Penalty: 4876.614746 Iteration 21Q: 3 clusters Score -2269033 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 18199 members Entering Unmasked Estep Score: -2269042.250000 Penalty: 4876.614746 Iteration 22Q: 3 clusters Score -2269042 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 18202 members Entering Unmasked Estep Score: -2269048.500000 Penalty: 4876.614746 Iteration 23Q: 3 clusters Score -2269048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 18205 members Entering Unmasked Estep Score: -2269052.250000 Penalty: 4876.614746 Iteration 24Q: 3 clusters Score -2269052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 18208 members Entering Unmasked Estep Score: -2269054.500000 Penalty: 4876.614746 Iteration 25Q: 3 clusters Score -2269054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 18211 members Entering Unmasked Estep Score: -2269056.000000 Penalty: 4876.614746 Iteration 26Q: 3 clusters Score -2269056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 18212 members Entering Unmasked Estep Score: -2269055.750000 Penalty: 4876.614746 Iteration 27Q: 3 clusters Score -2269056 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 18212 members Entering Unmasked Estep Score: -2269055.500000 Penalty: 4876.614746 Iteration 28Q: 3 clusters Score -2269056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 18212 members Entering Unmasked Estep Score: -2269055.500000 Penalty: 4876.614746 Iteration 29F: 3 clusters Score -2269056 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Entering Unmasked Estep Score: -1135997.750000 Penalty: 2270.161133 Iteration 0F: 2 clusters Score -1135998 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1128665.875000 Penalty: 4540.322266 Iteration 0F: 3 clusters Score -1128666 nChanged 3921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -1130737.750000 Penalty: 4540.322266 Iteration 1F: 3 clusters Score -1130738 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1131042.375000 Penalty: 4540.322266 Iteration 2F: 3 clusters Score -1131042 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1131253.500000 Penalty: 4540.322266 Iteration 3F: 3 clusters Score -1131254 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1131441.875000 Penalty: 4540.322266 Iteration 4Q: 3 clusters Score -1131442 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1131607.500000 Penalty: 4540.322266 Iteration 5Q: 3 clusters Score -1131608 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -1131749.500000 Penalty: 4540.322266 Iteration 6Q: 3 clusters Score -1131750 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1131869.500000 Penalty: 4540.322266 Iteration 7Q: 3 clusters Score -1131870 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -1131964.375000 Penalty: 4540.322266 Iteration 8Q: 3 clusters Score -1131964 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1132056.250000 Penalty: 4540.322266 Iteration 9Q: 3 clusters Score -1132056 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1132167.000000 Penalty: 4540.322266 Iteration 10Q: 3 clusters Score -1132167 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -1132290.625000 Penalty: 4540.322266 Iteration 11Q: 3 clusters Score -1132291 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1132439.875000 Penalty: 4540.322266 Iteration 12Q: 3 clusters Score -1132440 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1132630.750000 Penalty: 4540.322266 Iteration 13Q: 3 clusters Score -1132631 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1132842.750000 Penalty: 4540.322266 Iteration 14Q: 3 clusters Score -1132843 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1133107.750000 Penalty: 4540.322266 Iteration 15Q: 3 clusters Score -1133108 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1133414.250000 Penalty: 4540.322266 Iteration 16Q: 3 clusters Score -1133414 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1133762.750000 Penalty: 4540.322266 Iteration 17Q: 3 clusters Score -1133763 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1133995.750000 Penalty: 4540.322266 Iteration 18Q: 3 clusters Score -1133996 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1134121.750000 Penalty: 4540.322266 Iteration 19Q: 3 clusters Score -1134122 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6186 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -1134190.625000 Penalty: 4540.322266 Iteration 20F: 3 clusters Score -1134191 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1134237.125000 Penalty: 4540.322266 Iteration 21Q: 3 clusters Score -1134237 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -1134271.625000 Penalty: 4540.322266 Iteration 22Q: 3 clusters Score -1134272 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1134296.125000 Penalty: 4540.322266 Iteration 23Q: 3 clusters Score -1134296 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1134312.875000 Penalty: 4540.322266 Iteration 24Q: 3 clusters Score -1134313 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -1134326.000000 Penalty: 4540.322266 Iteration 25Q: 3 clusters Score -1134326 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1134335.875000 Penalty: 4540.322266 Iteration 26Q: 3 clusters Score -1134336 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1134343.250000 Penalty: 4540.322266 Iteration 27Q: 3 clusters Score -1134343 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1134348.500000 Penalty: 4540.322266 Iteration 28Q: 3 clusters Score -1134348 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -1134352.500000 Penalty: 4540.322266 Iteration 29Q: 3 clusters Score -1134352 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1134355.000000 Penalty: 4540.322266 Iteration 30Q: 3 clusters Score -1134355 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -1134359.500000 Penalty: 4540.322266 Iteration 31Q: 3 clusters Score -1134360 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -1134366.125000 Penalty: 4540.322266 Iteration 32Q: 3 clusters Score -1134366 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -1134367.250000 Penalty: 4540.322266 Iteration 33Q: 3 clusters Score -1134367 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -1134375.250000 Penalty: 4540.322266 Iteration 34Q: 3 clusters Score -1134375 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1134377.625000 Penalty: 4540.322266 Iteration 35Q: 3 clusters Score -1134378 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1134380.500000 Penalty: 4540.322266 Iteration 36Q: 3 clusters Score -1134380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1134379.750000 Penalty: 4540.322266 Iteration 37Q: 3 clusters Score -1134380 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1134380.500000 Penalty: 4540.322266 Iteration 38Q: 3 clusters Score -1134380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -1134381.500000 Penalty: 4540.322266 Iteration 39Q: 3 clusters Score -1134382 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -1134381.500000 Penalty: 4540.322266 Iteration 40F: 3 clusters Score -1134382 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3697 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Entering Unmasked Estep Score: -442298.906250 Penalty: 2037.388672 Iteration 0F: 2 clusters Score -442298.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -438637.843750 Penalty: 4074.777344 Iteration 0F: 3 clusters Score -438637.8 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -439582.718750 Penalty: 4074.777344 Iteration 1F: 3 clusters Score -439582.7 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -439888.093750 Penalty: 4074.777344 Iteration 2F: 3 clusters Score -439888.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -440047.125000 Penalty: 4074.777344 Iteration 3F: 3 clusters Score -440047.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -440143.812500 Penalty: 4074.777344 Iteration 4Q: 3 clusters Score -440143.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -440229.375000 Penalty: 4074.777344 Iteration 5Q: 3 clusters Score -440229.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -440305.843750 Penalty: 4074.777344 Iteration 6Q: 3 clusters Score -440305.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -440366.718750 Penalty: 4074.777344 Iteration 7Q: 3 clusters Score -440366.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -440406.343750 Penalty: 4074.777344 Iteration 8Q: 3 clusters Score -440406.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -440428.093750 Penalty: 4074.777344 Iteration 9Q: 3 clusters Score -440428.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -440447.343750 Penalty: 4074.777344 Iteration 10Q: 3 clusters Score -440447.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -440469.187500 Penalty: 4074.777344 Iteration 11Q: 3 clusters Score -440469.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -440488.000000 Penalty: 4074.777344 Iteration 12Q: 3 clusters Score -440488 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -440498.812500 Penalty: 4074.777344 Iteration 13Q: 3 clusters Score -440498.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -440508.750000 Penalty: 4074.777344 Iteration 14Q: 3 clusters Score -440508.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -440522.343750 Penalty: 4074.777344 Iteration 15Q: 3 clusters Score -440522.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -440539.000000 Penalty: 4074.777344 Iteration 16Q: 3 clusters Score -440539 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -440553.843750 Penalty: 4074.777344 Iteration 17Q: 3 clusters Score -440553.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -440564.031250 Penalty: 4074.777344 Iteration 18Q: 3 clusters Score -440564 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -440571.750000 Penalty: 4074.777344 Iteration 19Q: 3 clusters Score -440571.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -440577.875000 Penalty: 4074.777344 Iteration 20F: 3 clusters Score -440577.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -440584.437500 Penalty: 4074.777344 Iteration 21Q: 3 clusters Score -440584.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -440588.968750 Penalty: 4074.777344 Iteration 22Q: 3 clusters Score -440589 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -440593.500000 Penalty: 4074.777344 Iteration 23Q: 3 clusters Score -440593.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -440596.187500 Penalty: 4074.777344 Iteration 24Q: 3 clusters Score -440596.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -440601.156250 Penalty: 4074.777344 Iteration 25Q: 3 clusters Score -440601.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -440603.656250 Penalty: 4074.777344 Iteration 26Q: 3 clusters Score -440603.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -440606.531250 Penalty: 4074.777344 Iteration 27Q: 3 clusters Score -440606.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -440607.625000 Penalty: 4074.777344 Iteration 28Q: 3 clusters Score -440607.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -440608.031250 Penalty: 4074.777344 Iteration 29Q: 3 clusters Score -440608 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -440608.031250 Penalty: 4074.777344 Iteration 30F: 3 clusters Score -440608 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Entering Unmasked Estep Score: -403864.468750 Penalty: 2021.101318 Iteration 0F: 2 clusters Score -403864.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -400314.437500 Penalty: 4042.202637 Iteration 0F: 3 clusters Score -400314.4 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -401091.593750 Penalty: 4042.202637 Iteration 1F: 3 clusters Score -401091.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -401294.750000 Penalty: 4042.202637 Iteration 2F: 3 clusters Score -401294.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -401391.343750 Penalty: 4042.202637 Iteration 3Q: 3 clusters Score -401391.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -401458.062500 Penalty: 4042.202637 Iteration 4Q: 3 clusters Score -401458.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -401511.906250 Penalty: 4042.202637 Iteration 5Q: 3 clusters Score -401511.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -401548.937500 Penalty: 4042.202637 Iteration 6Q: 3 clusters Score -401548.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -401581.750000 Penalty: 4042.202637 Iteration 7Q: 3 clusters Score -401581.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -401601.812500 Penalty: 4042.202637 Iteration 8Q: 3 clusters Score -401601.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -401618.750000 Penalty: 4042.202637 Iteration 9Q: 3 clusters Score -401618.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -401638.781250 Penalty: 4042.202637 Iteration 10Q: 3 clusters Score -401638.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -401656.531250 Penalty: 4042.202637 Iteration 11Q: 3 clusters Score -401656.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -401669.031250 Penalty: 4042.202637 Iteration 12Q: 3 clusters Score -401669 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -401681.062500 Penalty: 4042.202637 Iteration 13Q: 3 clusters Score -401681.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -401697.031250 Penalty: 4042.202637 Iteration 14Q: 3 clusters Score -401697 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -401710.781250 Penalty: 4042.202637 Iteration 15Q: 3 clusters Score -401710.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -401725.625000 Penalty: 4042.202637 Iteration 16Q: 3 clusters Score -401725.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -401742.093750 Penalty: 4042.202637 Iteration 17Q: 3 clusters Score -401742.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -401755.875000 Penalty: 4042.202637 Iteration 18Q: 3 clusters Score -401755.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -401770.562500 Penalty: 4042.202637 Iteration 19Q: 3 clusters Score -401770.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -401783.812500 Penalty: 4042.202637 Iteration 20F: 3 clusters Score -401783.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -401796.843750 Penalty: 4042.202637 Iteration 21Q: 3 clusters Score -401796.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -401808.062500 Penalty: 4042.202637 Iteration 22Q: 3 clusters Score -401808.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -401825.781250 Penalty: 4042.202637 Iteration 23Q: 3 clusters Score -401825.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -401841.562500 Penalty: 4042.202637 Iteration 24Q: 3 clusters Score -401841.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -401855.968750 Penalty: 4042.202637 Iteration 25Q: 3 clusters Score -401856 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -401867.531250 Penalty: 4042.202637 Iteration 26Q: 3 clusters Score -401867.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -401883.656250 Penalty: 4042.202637 Iteration 27Q: 3 clusters Score -401883.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -401899.687500 Penalty: 4042.202637 Iteration 28Q: 3 clusters Score -401899.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -401906.281250 Penalty: 4042.202637 Iteration 29Q: 3 clusters Score -401906.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -401913.468750 Penalty: 4042.202637 Iteration 30Q: 3 clusters Score -401913.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -401925.906250 Penalty: 4042.202637 Iteration 31Q: 3 clusters Score -401925.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -401935.875000 Penalty: 4042.202637 Iteration 32Q: 3 clusters Score -401935.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -401942.187500 Penalty: 4042.202637 Iteration 33Q: 3 clusters Score -401942.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -401947.875000 Penalty: 4042.202637 Iteration 34Q: 3 clusters Score -401947.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -401953.687500 Penalty: 4042.202637 Iteration 35Q: 3 clusters Score -401953.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -401958.718750 Penalty: 4042.202637 Iteration 36Q: 3 clusters Score -401958.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -401965.000000 Penalty: 4042.202637 Iteration 37Q: 3 clusters Score -401965 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -401972.718750 Penalty: 4042.202637 Iteration 38Q: 3 clusters Score -401972.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -401975.906250 Penalty: 4042.202637 Iteration 39Q: 3 clusters Score -401975.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -401979.593750 Penalty: 4042.202637 Iteration 40F: 3 clusters Score -401979.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -401983.687500 Penalty: 4042.202637 Iteration 41Q: 3 clusters Score -401983.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -401991.750000 Penalty: 4042.202637 Iteration 42Q: 3 clusters Score -401991.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -401994.843750 Penalty: 4042.202637 Iteration 43Q: 3 clusters Score -401994.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -401999.718750 Penalty: 4042.202637 Iteration 44Q: 3 clusters Score -401999.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -402007.843750 Penalty: 4042.202637 Iteration 45Q: 3 clusters Score -402007.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -402014.375000 Penalty: 4042.202637 Iteration 46Q: 3 clusters Score -402014.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -402018.000000 Penalty: 4042.202637 Iteration 47Q: 3 clusters Score -402018 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -402020.906250 Penalty: 4042.202637 Iteration 48Q: 3 clusters Score -402020.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -402025.500000 Penalty: 4042.202637 Iteration 49Q: 3 clusters Score -402025.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -402028.125000 Penalty: 4042.202637 Iteration 50Q: 3 clusters Score -402028.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -402030.125000 Penalty: 4042.202637 Iteration 51Q: 3 clusters Score -402030.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -402033.687500 Penalty: 4042.202637 Iteration 52Q: 3 clusters Score -402033.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -402034.750000 Penalty: 4042.202637 Iteration 53Q: 3 clusters Score -402034.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -402036.156250 Penalty: 4042.202637 Iteration 54Q: 3 clusters Score -402036.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -402040.500000 Penalty: 4042.202637 Iteration 55Q: 3 clusters Score -402040.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -402043.250000 Penalty: 4042.202637 Iteration 56Q: 3 clusters Score -402043.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -402044.812500 Penalty: 4042.202637 Iteration 57Q: 3 clusters Score -402044.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -402045.812500 Penalty: 4042.202637 Iteration 58Q: 3 clusters Score -402045.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -402046.750000 Penalty: 4042.202637 Iteration 59Q: 3 clusters Score -402046.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -402049.312500 Penalty: 4042.202637 Iteration 60F: 3 clusters Score -402049.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -402051.156250 Penalty: 4042.202637 Iteration 61Q: 3 clusters Score -402051.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -402055.000000 Penalty: 4042.202637 Iteration 62Q: 3 clusters Score -402055 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -402058.781250 Penalty: 4042.202637 Iteration 63Q: 3 clusters Score -402058.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -402060.093750 Penalty: 4042.202637 Iteration 64Q: 3 clusters Score -402060.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -402060.812500 Penalty: 4042.202637 Iteration 65Q: 3 clusters Score -402060.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -402060.812500 Penalty: 4042.202637 Iteration 66F: 3 clusters Score -402060.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Entering Unmasked Estep Score: -195342.593750 Penalty: 1830.612427 Iteration 0F: 2 clusters Score -195342.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -192926.093750 Penalty: 3661.224854 Iteration 0F: 3 clusters Score -192926.1 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -193325.781250 Penalty: 3661.224854 Iteration 1F: 3 clusters Score -193325.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -193447.203125 Penalty: 3661.224854 Iteration 2F: 3 clusters Score -193447.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -193505.796875 Penalty: 3661.224854 Iteration 3Q: 3 clusters Score -193505.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -193535.031250 Penalty: 3661.224854 Iteration 4Q: 3 clusters Score -193535 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -193546.765625 Penalty: 3661.224854 Iteration 5Q: 3 clusters Score -193546.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -193554.421875 Penalty: 3661.224854 Iteration 6Q: 3 clusters Score -193554.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -193559.500000 Penalty: 3661.224854 Iteration 7Q: 3 clusters Score -193559.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -193570.921875 Penalty: 3661.224854 Iteration 8Q: 3 clusters Score -193570.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -193576.859375 Penalty: 3661.224854 Iteration 9Q: 3 clusters Score -193576.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -193580.703125 Penalty: 3661.224854 Iteration 10Q: 3 clusters Score -193580.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -193586.671875 Penalty: 3661.224854 Iteration 11Q: 3 clusters Score -193586.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -193591.968750 Penalty: 3661.224854 Iteration 12Q: 3 clusters Score -193592 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -193595.718750 Penalty: 3661.224854 Iteration 13Q: 3 clusters Score -193595.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -193597.703125 Penalty: 3661.224854 Iteration 14Q: 3 clusters Score -193597.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -193599.140625 Penalty: 3661.224854 Iteration 15Q: 3 clusters Score -193599.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -193602.187500 Penalty: 3661.224854 Iteration 16Q: 3 clusters Score -193602.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -193603.171875 Penalty: 3661.224854 Iteration 17Q: 3 clusters Score -193603.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -193603.171875 Penalty: 3661.224854 Iteration 18F: 3 clusters Score -193603.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (22558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22558 members Entering Unmasked Estep Score: -2715697.000000 Penalty: 2485.913574 Iteration 0F: 2 clusters Score -2715697 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -2699988.000000 Penalty: 4971.827148 Iteration 0F: 3 clusters Score -2699988 nChanged 9994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -2705335.250000 Penalty: 4971.827148 Iteration 1F: 3 clusters Score -2705335 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 11263 members Entering Unmasked Estep Score: -2705739.750000 Penalty: 4971.827148 Iteration 2F: 3 clusters Score -2705740 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11298 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -2706053.250000 Penalty: 4971.827148 Iteration 3Q: 3 clusters Score -2706053 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 11292 members Entering Unmasked Estep Score: -2706311.750000 Penalty: 4971.827148 Iteration 4Q: 3 clusters Score -2706312 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11214 members Mstep: Class 2 contains 11344 members Entering Unmasked Estep Score: -2706525.250000 Penalty: 4971.827148 Iteration 5Q: 3 clusters Score -2706525 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 11426 members Entering Unmasked Estep Score: -2706780.750000 Penalty: 4971.827148 Iteration 6Q: 3 clusters Score -2706781 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11029 members Mstep: Class 2 contains 11529 members Entering Unmasked Estep Score: -2706978.500000 Penalty: 4971.827148 Iteration 7Q: 3 clusters Score -2706978 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 11629 members Entering Unmasked Estep Score: -2707200.000000 Penalty: 4971.827148 Iteration 8Q: 3 clusters Score -2707200 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10793 members Mstep: Class 2 contains 11765 members Entering Unmasked Estep Score: -2707450.000000 Penalty: 4971.827148 Iteration 9Q: 3 clusters Score -2707450 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10631 members Mstep: Class 2 contains 11927 members Entering Unmasked Estep Score: -2707669.500000 Penalty: 4971.827148 Iteration 10Q: 3 clusters Score -2707670 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10436 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -2707890.750000 Penalty: 4971.827148 Iteration 11Q: 3 clusters Score -2707891 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 12360 members Entering Unmasked Estep Score: -2708106.250000 Penalty: 4971.827148 Iteration 12Q: 3 clusters Score -2708106 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -2708321.500000 Penalty: 4971.827148 Iteration 13Q: 3 clusters Score -2708322 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -2708502.750000 Penalty: 4971.827148 Iteration 14Q: 3 clusters Score -2708503 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 13281 members Entering Unmasked Estep Score: -2708704.750000 Penalty: 4971.827148 Iteration 15Q: 3 clusters Score -2708705 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 13700 members Entering Unmasked Estep Score: -2708936.000000 Penalty: 4971.827148 Iteration 16Q: 3 clusters Score -2708936 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 14180 members Entering Unmasked Estep Score: -2709165.250000 Penalty: 4971.827148 Iteration 17Q: 3 clusters Score -2709165 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 14676 members Entering Unmasked Estep Score: -2709405.500000 Penalty: 4971.827148 Iteration 18Q: 3 clusters Score -2709406 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 15185 members Entering Unmasked Estep Score: -2709639.250000 Penalty: 4971.827148 Iteration 19Q: 3 clusters Score -2709639 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 15723 members Entering Unmasked Estep Score: -2709944.000000 Penalty: 4971.827148 Iteration 20F: 3 clusters Score -2709944 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 16273 members Entering Unmasked Estep Score: -2710241.000000 Penalty: 4971.827148 Iteration 21Q: 3 clusters Score -2710241 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 16825 members Entering Unmasked Estep Score: -2710579.250000 Penalty: 4971.827148 Iteration 22Q: 3 clusters Score -2710579 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 17407 members Entering Unmasked Estep Score: -2711011.750000 Penalty: 4971.827148 Iteration 23Q: 3 clusters Score -2711012 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 17973 members Entering Unmasked Estep Score: -2711540.250000 Penalty: 4971.827148 Iteration 24Q: 3 clusters Score -2711540 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 18487 members Entering Unmasked Estep Score: -2712004.000000 Penalty: 4971.827148 Iteration 25Q: 3 clusters Score -2712004 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 18904 members Entering Unmasked Estep Score: -2712331.000000 Penalty: 4971.827148 Iteration 26Q: 3 clusters Score -2712331 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 19250 members Entering Unmasked Estep Score: -2712543.250000 Penalty: 4971.827148 Iteration 27Q: 3 clusters Score -2712543 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 19544 members Entering Unmasked Estep Score: -2712711.000000 Penalty: 4971.827148 Iteration 28Q: 3 clusters Score -2712711 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 19828 members Entering Unmasked Estep Score: -2712881.500000 Penalty: 4971.827148 Iteration 29Q: 3 clusters Score -2712882 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 20073 members Entering Unmasked Estep Score: -2713005.500000 Penalty: 4971.827148 Iteration 30Q: 3 clusters Score -2713006 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 20250 members Entering Unmasked Estep Score: -2713075.000000 Penalty: 4971.827148 Iteration 31Q: 3 clusters Score -2713075 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 20411 members Entering Unmasked Estep Score: -2713147.750000 Penalty: 4971.827148 Iteration 32Q: 3 clusters Score -2713148 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 20555 members Entering Unmasked Estep Score: -2713226.750000 Penalty: 4971.827148 Iteration 33Q: 3 clusters Score -2713227 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 20698 members Entering Unmasked Estep Score: -2713296.250000 Penalty: 4971.827148 Iteration 34Q: 3 clusters Score -2713296 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 20819 members Entering Unmasked Estep Score: -2713346.750000 Penalty: 4971.827148 Iteration 35Q: 3 clusters Score -2713347 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 20915 members Entering Unmasked Estep Score: -2713393.750000 Penalty: 4971.827148 Iteration 36Q: 3 clusters Score -2713394 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 20992 members Entering Unmasked Estep Score: -2713424.250000 Penalty: 4971.827148 Iteration 37Q: 3 clusters Score -2713424 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 21073 members Entering Unmasked Estep Score: -2713463.750000 Penalty: 4971.827148 Iteration 38Q: 3 clusters Score -2713464 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 21137 members Entering Unmasked Estep Score: -2713492.000000 Penalty: 4971.827148 Iteration 39Q: 3 clusters Score -2713492 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 21202 members Entering Unmasked Estep Score: -2713518.500000 Penalty: 4971.827148 Iteration 40F: 3 clusters Score -2713518 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 21260 members Entering Unmasked Estep Score: -2713543.500000 Penalty: 4971.827148 Iteration 41Q: 3 clusters Score -2713544 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 21302 members Entering Unmasked Estep Score: -2713568.750000 Penalty: 4971.827148 Iteration 42Q: 3 clusters Score -2713569 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 21341 members Entering Unmasked Estep Score: -2713591.250000 Penalty: 4971.827148 Iteration 43Q: 3 clusters Score -2713591 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 21377 members Entering Unmasked Estep Score: -2713603.500000 Penalty: 4971.827148 Iteration 44Q: 3 clusters Score -2713604 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 21402 members Entering Unmasked Estep Score: -2713616.750000 Penalty: 4971.827148 Iteration 45Q: 3 clusters Score -2713617 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 21432 members Entering Unmasked Estep Score: -2713625.750000 Penalty: 4971.827148 Iteration 46Q: 3 clusters Score -2713626 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 21464 members Entering Unmasked Estep Score: -2713640.000000 Penalty: 4971.827148 Iteration 47Q: 3 clusters Score -2713640 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 21490 members Entering Unmasked Estep Score: -2713641.500000 Penalty: 4971.827148 Iteration 48Q: 3 clusters Score -2713642 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 21502 members Entering Unmasked Estep Score: -2713647.250000 Penalty: 4971.827148 Iteration 49Q: 3 clusters Score -2713647 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 21516 members Entering Unmasked Estep Score: -2713657.500000 Penalty: 4971.827148 Iteration 50Q: 3 clusters Score -2713658 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 21523 members Entering Unmasked Estep Score: -2713658.250000 Penalty: 4971.827148 Iteration 51Q: 3 clusters Score -2713658 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 21528 members Entering Unmasked Estep Score: -2713657.750000 Penalty: 4971.827148 Iteration 52Q: 3 clusters Score -2713658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 21531 members Entering Unmasked Estep Score: -2713663.250000 Penalty: 4971.827148 Iteration 53Q: 3 clusters Score -2713663 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 21535 members Entering Unmasked Estep Score: -2713660.750000 Penalty: 4971.827148 Iteration 54Q: 3 clusters Score -2713661 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 21539 members Entering Unmasked Estep Score: -2713661.000000 Penalty: 4971.827148 Iteration 55Q: 3 clusters Score -2713661 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 21543 members Entering Unmasked Estep Score: -2713662.000000 Penalty: 4971.827148 Iteration 56Q: 3 clusters Score -2713662 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 21545 members Entering Unmasked Estep Score: -2713665.500000 Penalty: 4971.827148 Iteration 57Q: 3 clusters Score -2713666 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 21545 members Entering Unmasked Estep Score: -2713665.500000 Penalty: 4971.827148 Iteration 58F: 3 clusters Score -2713666 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (15016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15016 members Entering Unmasked Estep Score: -1815207.000000 Penalty: 2384.984131 Iteration 0F: 2 clusters Score -1815207 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -1804412.125000 Penalty: 4769.968262 Iteration 0F: 3 clusters Score -1804412 nChanged 6419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -1807874.625000 Penalty: 4769.968262 Iteration 1F: 3 clusters Score -1807875 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -1808280.875000 Penalty: 4769.968262 Iteration 2F: 3 clusters Score -1808281 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -1808623.000000 Penalty: 4769.968262 Iteration 3F: 3 clusters Score -1808623 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -1808969.000000 Penalty: 4769.968262 Iteration 4Q: 3 clusters Score -1808969 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -1809327.000000 Penalty: 4769.968262 Iteration 5Q: 3 clusters Score -1809327 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -1809732.250000 Penalty: 4769.968262 Iteration 6F: 3 clusters Score -1809732 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -1810103.375000 Penalty: 4769.968262 Iteration 7Q: 3 clusters Score -1810103 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -1810444.625000 Penalty: 4769.968262 Iteration 8Q: 3 clusters Score -1810445 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1810747.875000 Penalty: 4769.968262 Iteration 9Q: 3 clusters Score -1810748 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -1811070.375000 Penalty: 4769.968262 Iteration 10Q: 3 clusters Score -1811070 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1811379.000000 Penalty: 4769.968262 Iteration 11Q: 3 clusters Score -1811379 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -1811713.500000 Penalty: 4769.968262 Iteration 12Q: 3 clusters Score -1811714 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1812013.625000 Penalty: 4769.968262 Iteration 13Q: 3 clusters Score -1812014 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1812236.000000 Penalty: 4769.968262 Iteration 14Q: 3 clusters Score -1812236 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11493 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1812391.375000 Penalty: 4769.968262 Iteration 15Q: 3 clusters Score -1812391 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -1812507.375000 Penalty: 4769.968262 Iteration 16Q: 3 clusters Score -1812507 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1812583.875000 Penalty: 4769.968262 Iteration 17Q: 3 clusters Score -1812584 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11831 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1812636.250000 Penalty: 4769.968262 Iteration 18Q: 3 clusters Score -1812636 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -1812681.750000 Penalty: 4769.968262 Iteration 19Q: 3 clusters Score -1812682 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11986 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -1812709.625000 Penalty: 4769.968262 Iteration 20F: 3 clusters Score -1812710 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -1812750.500000 Penalty: 4769.968262 Iteration 21Q: 3 clusters Score -1812750 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1812788.125000 Penalty: 4769.968262 Iteration 22Q: 3 clusters Score -1812788 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -1812833.125000 Penalty: 4769.968262 Iteration 23Q: 3 clusters Score -1812833 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12265 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -1812859.750000 Penalty: 4769.968262 Iteration 24Q: 3 clusters Score -1812860 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12331 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1812886.625000 Penalty: 4769.968262 Iteration 25Q: 3 clusters Score -1812887 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1812913.875000 Penalty: 4769.968262 Iteration 26Q: 3 clusters Score -1812914 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1812943.750000 Penalty: 4769.968262 Iteration 27Q: 3 clusters Score -1812944 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12516 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1812972.000000 Penalty: 4769.968262 Iteration 28Q: 3 clusters Score -1812972 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12587 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1813009.375000 Penalty: 4769.968262 Iteration 29Q: 3 clusters Score -1813009 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12663 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -1813060.875000 Penalty: 4769.968262 Iteration 30Q: 3 clusters Score -1813061 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12740 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1813114.250000 Penalty: 4769.968262 Iteration 31Q: 3 clusters Score -1813114 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12814 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1813160.875000 Penalty: 4769.968262 Iteration 32Q: 3 clusters Score -1813161 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12878 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -1813218.000000 Penalty: 4769.968262 Iteration 33Q: 3 clusters Score -1813218 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12929 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1813272.000000 Penalty: 4769.968262 Iteration 34Q: 3 clusters Score -1813272 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12974 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1813313.000000 Penalty: 4769.968262 Iteration 35Q: 3 clusters Score -1813313 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13009 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1813358.250000 Penalty: 4769.968262 Iteration 36Q: 3 clusters Score -1813358 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1813396.750000 Penalty: 4769.968262 Iteration 37Q: 3 clusters Score -1813397 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13060 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -1813437.375000 Penalty: 4769.968262 Iteration 38Q: 3 clusters Score -1813437 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13088 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1813477.500000 Penalty: 4769.968262 Iteration 39Q: 3 clusters Score -1813478 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13113 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1813525.625000 Penalty: 4769.968262 Iteration 40F: 3 clusters Score -1813526 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13132 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -1813569.250000 Penalty: 4769.968262 Iteration 41Q: 3 clusters Score -1813569 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13140 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -1813640.375000 Penalty: 4769.968262 Iteration 42Q: 3 clusters Score -1813640 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13146 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1813710.750000 Penalty: 4769.968262 Iteration 43Q: 3 clusters Score -1813711 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13141 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -1813761.500000 Penalty: 4769.968262 Iteration 44Q: 3 clusters Score -1813762 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13123 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1813793.750000 Penalty: 4769.968262 Iteration 45Q: 3 clusters Score -1813794 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13118 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -1813823.875000 Penalty: 4769.968262 Iteration 46Q: 3 clusters Score -1813824 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -1813851.625000 Penalty: 4769.968262 Iteration 47Q: 3 clusters Score -1813852 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -1813875.000000 Penalty: 4769.968262 Iteration 48Q: 3 clusters Score -1813875 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13053 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1813900.500000 Penalty: 4769.968262 Iteration 49Q: 3 clusters Score -1813900 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13023 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -1813914.625000 Penalty: 4769.968262 Iteration 50Q: 3 clusters Score -1813915 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1813933.625000 Penalty: 4769.968262 Iteration 51Q: 3 clusters Score -1813934 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12961 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -1813948.125000 Penalty: 4769.968262 Iteration 52Q: 3 clusters Score -1813948 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12934 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -1813955.875000 Penalty: 4769.968262 Iteration 53Q: 3 clusters Score -1813956 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12919 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1813957.250000 Penalty: 4769.968262 Iteration 54Q: 3 clusters Score -1813957 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12907 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -1813962.500000 Penalty: 4769.968262 Iteration 55Q: 3 clusters Score -1813962 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12890 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1813971.625000 Penalty: 4769.968262 Iteration 56Q: 3 clusters Score -1813972 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -1813971.500000 Penalty: 4769.968262 Iteration 57Q: 3 clusters Score -1813972 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12860 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1813974.625000 Penalty: 4769.968262 Iteration 58Q: 3 clusters Score -1813975 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12850 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1813974.750000 Penalty: 4769.968262 Iteration 59Q: 3 clusters Score -1813975 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12838 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1813981.125000 Penalty: 4769.968262 Iteration 60F: 3 clusters Score -1813981 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12826 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1813979.875000 Penalty: 4769.968262 Iteration 61Q: 3 clusters Score -1813980 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12819 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -1813980.750000 Penalty: 4769.968262 Iteration 62Q: 3 clusters Score -1813981 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1813980.250000 Penalty: 4769.968262 Iteration 63Q: 3 clusters Score -1813980 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12803 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1813982.375000 Penalty: 4769.968262 Iteration 64Q: 3 clusters Score -1813982 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12790 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -1813987.750000 Penalty: 4769.968262 Iteration 65Q: 3 clusters Score -1813988 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12782 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -1813991.250000 Penalty: 4769.968262 Iteration 66Q: 3 clusters Score -1813991 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -1813995.625000 Penalty: 4769.968262 Iteration 67Q: 3 clusters Score -1813996 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12761 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1813997.250000 Penalty: 4769.968262 Iteration 68Q: 3 clusters Score -1813997 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12756 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -1813995.125000 Penalty: 4769.968262 Iteration 69Q: 3 clusters Score -1813995 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -1813998.750000 Penalty: 4769.968262 Iteration 70Q: 3 clusters Score -1813999 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -1813999.375000 Penalty: 4769.968262 Iteration 71Q: 3 clusters Score -1813999 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12741 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1814000.625000 Penalty: 4769.968262 Iteration 72Q: 3 clusters Score -1814001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12739 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -1813996.875000 Penalty: 4769.968262 Iteration 73Q: 3 clusters Score -1813997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12739 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -1813999.375000 Penalty: 4769.968262 Iteration 74Q: 3 clusters Score -1813999 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12738 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1813998.875000 Penalty: 4769.968262 Iteration 75Q: 3 clusters Score -1813999 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12738 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1813998.875000 Penalty: 4769.968262 Iteration 76F: 3 clusters Score -1813999 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4021 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Entering Unmasked Estep Score: -481480.875000 Penalty: 2058.222900 Iteration 0F: 2 clusters Score -481480.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -477535.093750 Penalty: 4116.445801 Iteration 0F: 3 clusters Score -477535.1 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -478425.031250 Penalty: 4116.445801 Iteration 1F: 3 clusters Score -478425 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -478699.656250 Penalty: 4116.445801 Iteration 2F: 3 clusters Score -478699.7 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -478894.718750 Penalty: 4116.445801 Iteration 3F: 3 clusters Score -478894.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -479079.218750 Penalty: 4116.445801 Iteration 4F: 3 clusters Score -479079.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -479256.906250 Penalty: 4116.445801 Iteration 5F: 3 clusters Score -479256.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -479414.468750 Penalty: 4116.445801 Iteration 6Q: 3 clusters Score -479414.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -479534.187500 Penalty: 4116.445801 Iteration 7Q: 3 clusters Score -479534.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -479631.156250 Penalty: 4116.445801 Iteration 8Q: 3 clusters Score -479631.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -479707.968750 Penalty: 4116.445801 Iteration 9Q: 3 clusters Score -479708 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -479766.281250 Penalty: 4116.445801 Iteration 10Q: 3 clusters Score -479766.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -479817.187500 Penalty: 4116.445801 Iteration 11Q: 3 clusters Score -479817.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -479855.437500 Penalty: 4116.445801 Iteration 12Q: 3 clusters Score -479855.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -479888.156250 Penalty: 4116.445801 Iteration 13Q: 3 clusters Score -479888.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -479915.125000 Penalty: 4116.445801 Iteration 14Q: 3 clusters Score -479915.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -479938.625000 Penalty: 4116.445801 Iteration 15Q: 3 clusters Score -479938.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -479959.031250 Penalty: 4116.445801 Iteration 16Q: 3 clusters Score -479959 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -479975.000000 Penalty: 4116.445801 Iteration 17Q: 3 clusters Score -479975 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -479984.750000 Penalty: 4116.445801 Iteration 18Q: 3 clusters Score -479984.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -479995.000000 Penalty: 4116.445801 Iteration 19Q: 3 clusters Score -479995 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -480001.093750 Penalty: 4116.445801 Iteration 20F: 3 clusters Score -480001.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -480003.187500 Penalty: 4116.445801 Iteration 21Q: 3 clusters Score -480003.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -480005.781250 Penalty: 4116.445801 Iteration 22Q: 3 clusters Score -480005.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -480008.125000 Penalty: 4116.445801 Iteration 23Q: 3 clusters Score -480008.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -480009.218750 Penalty: 4116.445801 Iteration 24Q: 3 clusters Score -480009.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -480011.531250 Penalty: 4116.445801 Iteration 25Q: 3 clusters Score -480011.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -480011.156250 Penalty: 4116.445801 Iteration 26Q: 3 clusters Score -480011.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -480013.531250 Penalty: 4116.445801 Iteration 27Q: 3 clusters Score -480013.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -480017.156250 Penalty: 4116.445801 Iteration 28Q: 3 clusters Score -480017.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -480017.937500 Penalty: 4116.445801 Iteration 29Q: 3 clusters Score -480017.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -480021.437500 Penalty: 4116.445801 Iteration 30Q: 3 clusters Score -480021.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -480023.375000 Penalty: 4116.445801 Iteration 31Q: 3 clusters Score -480023.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -480025.562500 Penalty: 4116.445801 Iteration 32Q: 3 clusters Score -480025.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -480025.812500 Penalty: 4116.445801 Iteration 33Q: 3 clusters Score -480025.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -480026.500000 Penalty: 4116.445801 Iteration 34Q: 3 clusters Score -480026.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -480027.187500 Penalty: 4116.445801 Iteration 35Q: 3 clusters Score -480027.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -480026.312500 Penalty: 4116.445801 Iteration 36Q: 3 clusters Score -480026.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -480026.312500 Penalty: 4116.445801 Iteration 37F: 3 clusters Score -480026.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8884 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7353 members Mstep: Class 6 contains 100484 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3446 members Mstep: Class 10 contains 15993 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18618 members Mstep: Class 14 contains 9451 members Mstep: Class 15 contains 3697 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22558 members Mstep: Class 23 contains 15016 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505326.000000 Penalty: 59165.464844 Iteration 119Q: 20 clusters Score -3.350533e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8885 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7352 members Mstep: Class 6 contains 100484 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3445 members Mstep: Class 10 contains 15993 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18644 members Mstep: Class 14 contains 9450 members Mstep: Class 15 contains 3695 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22537 members Mstep: Class 23 contains 15015 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505306.000000 Penalty: 59165.464844 Iteration 120F: 20 clusters Score -3.350531e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8886 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7350 members Mstep: Class 6 contains 100485 members Mstep: Class 7 contains 5545 members Mstep: Class 8 contains 4519 members Mstep: Class 9 contains 3445 members Mstep: Class 10 contains 15992 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18659 members Mstep: Class 14 contains 9451 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22521 members Mstep: Class 23 contains 15014 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505352.000000 Penalty: 59165.464844 Iteration 121Q: 20 clusters Score -3.350535e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8887 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7351 members Mstep: Class 6 contains 100488 members Mstep: Class 7 contains 5544 members Mstep: Class 8 contains 4519 members Mstep: Class 9 contains 3446 members Mstep: Class 10 contains 15992 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18667 members Mstep: Class 14 contains 9450 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22509 members Mstep: Class 23 contains 15014 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505348.000000 Penalty: 59165.464844 Iteration 122Q: 20 clusters Score -3.350535e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8889 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7352 members Mstep: Class 6 contains 100482 members Mstep: Class 7 contains 5551 members Mstep: Class 8 contains 4519 members Mstep: Class 9 contains 3444 members Mstep: Class 10 contains 15992 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18678 members Mstep: Class 14 contains 9451 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22500 members Mstep: Class 23 contains 15011 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505396.000000 Penalty: 59165.464844 Iteration 123Q: 20 clusters Score -3.35054e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 8892 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7347 members Mstep: Class 6 contains 100474 members Mstep: Class 7 contains 5560 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3443 members Mstep: Class 10 contains 15992 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18698 members Mstep: Class 14 contains 9452 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22481 members Mstep: Class 23 contains 15011 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505378.000000 Penalty: 59165.464844 Iteration 124Q: 20 clusters Score -3.350538e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8895 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7346 members Mstep: Class 6 contains 100471 members Mstep: Class 7 contains 5562 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 3442 members Mstep: Class 10 contains 15992 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18719 members Mstep: Class 14 contains 9452 members Mstep: Class 15 contains 3693 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22459 members Mstep: Class 23 contains 15013 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505364.000000 Penalty: 59165.464844 Iteration 125Q: 20 clusters Score -3.350536e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53670 members Mstep: Class 2 contains 8897 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7345 members Mstep: Class 6 contains 100470 members Mstep: Class 7 contains 5565 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 3442 members Mstep: Class 10 contains 15990 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18740 members Mstep: Class 14 contains 9452 members Mstep: Class 15 contains 3693 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22438 members Mstep: Class 23 contains 15011 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505408.000000 Penalty: 59165.464844 Iteration 126Q: 20 clusters Score -3.350541e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53670 members Mstep: Class 2 contains 8898 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7344 members Mstep: Class 6 contains 100472 members Mstep: Class 7 contains 5565 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 3442 members Mstep: Class 10 contains 15989 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18762 members Mstep: Class 14 contains 9452 members Mstep: Class 15 contains 3693 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22415 members Mstep: Class 23 contains 15011 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505364.000000 Penalty: 59165.464844 Iteration 127Q: 20 clusters Score -3.350536e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53671 members Mstep: Class 2 contains 8898 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7345 members Mstep: Class 6 contains 100475 members Mstep: Class 7 contains 5565 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 3442 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18789 members Mstep: Class 14 contains 9453 members Mstep: Class 15 contains 3693 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22385 members Mstep: Class 23 contains 15011 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505402.000000 Penalty: 59165.464844 Iteration 128Q: 20 clusters Score -3.35054e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8898 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7346 members Mstep: Class 6 contains 100476 members Mstep: Class 7 contains 5565 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 3443 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18827 members Mstep: Class 14 contains 9452 members Mstep: Class 15 contains 3693 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22348 members Mstep: Class 23 contains 15009 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505444.000000 Penalty: 59165.464844 Iteration 129Q: 20 clusters Score -3.350544e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 8896 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7345 members Mstep: Class 6 contains 100479 members Mstep: Class 7 contains 5565 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3443 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18860 members Mstep: Class 14 contains 9453 members Mstep: Class 15 contains 3693 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22319 members Mstep: Class 23 contains 15007 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505434.000000 Penalty: 59165.464844 Iteration 130Q: 20 clusters Score -3.350543e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8897 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7343 members Mstep: Class 6 contains 100482 members Mstep: Class 7 contains 5565 members Mstep: Class 8 contains 4515 members Mstep: Class 9 contains 3442 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18882 members Mstep: Class 14 contains 9454 members Mstep: Class 15 contains 3693 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22297 members Mstep: Class 23 contains 15005 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505420.000000 Penalty: 59165.464844 Iteration 131Q: 20 clusters Score -3.350542e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 8897 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7342 members Mstep: Class 6 contains 100486 members Mstep: Class 7 contains 5565 members Mstep: Class 8 contains 4515 members Mstep: Class 9 contains 3441 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18904 members Mstep: Class 14 contains 9454 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22275 members Mstep: Class 23 contains 15002 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505406.000000 Penalty: 59165.464844 Iteration 132Q: 20 clusters Score -3.350541e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 8896 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7341 members Mstep: Class 6 contains 100487 members Mstep: Class 7 contains 5565 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3441 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18924 members Mstep: Class 14 contains 9455 members Mstep: Class 15 contains 3695 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22257 members Mstep: Class 23 contains 15000 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505420.000000 Penalty: 59165.464844 Iteration 133Q: 20 clusters Score -3.350542e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53670 members Mstep: Class 2 contains 8896 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7342 members Mstep: Class 6 contains 100489 members Mstep: Class 7 contains 5566 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3440 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18941 members Mstep: Class 14 contains 9453 members Mstep: Class 15 contains 3698 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22240 members Mstep: Class 23 contains 14995 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505410.000000 Penalty: 59165.464844 Iteration 134Q: 20 clusters Score -3.350541e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8897 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7342 members Mstep: Class 6 contains 100494 members Mstep: Class 7 contains 5566 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3440 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18954 members Mstep: Class 14 contains 9452 members Mstep: Class 15 contains 3699 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22225 members Mstep: Class 23 contains 14992 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505434.000000 Penalty: 59165.464844 Iteration 135Q: 20 clusters Score -3.350543e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 8897 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7341 members Mstep: Class 6 contains 100498 members Mstep: Class 7 contains 5566 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3440 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18973 members Mstep: Class 14 contains 9453 members Mstep: Class 15 contains 3700 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22207 members Mstep: Class 23 contains 14989 members Mstep: Class 24 contains 4018 members Entering Unmasked Estep ConsiderDeletion Score: -33505432.000000 Penalty: 59165.464844 Iteration 136Q: 20 clusters Score -3.350543e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53671 members Mstep: Class 2 contains 8896 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7339 members Mstep: Class 6 contains 100501 members Mstep: Class 7 contains 5566 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 18992 members Mstep: Class 14 contains 9453 members Mstep: Class 15 contains 3700 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22189 members Mstep: Class 23 contains 14989 members Mstep: Class 24 contains 4018 members Entering Unmasked Estep ConsiderDeletion Score: -33505478.000000 Penalty: 59165.464844 Iteration 137Q: 20 clusters Score -3.350548e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53674 members Mstep: Class 2 contains 8897 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7338 members Mstep: Class 6 contains 100501 members Mstep: Class 7 contains 5566 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 19012 members Mstep: Class 14 contains 9451 members Mstep: Class 15 contains 3701 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22168 members Mstep: Class 23 contains 14990 members Mstep: Class 24 contains 4018 members Entering Unmasked Estep ConsiderDeletion Score: -33505446.000000 Penalty: 59165.464844 Iteration 138Q: 20 clusters Score -3.350545e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53676 members Mstep: Class 2 contains 8896 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7337 members Mstep: Class 6 contains 100505 members Mstep: Class 7 contains 5566 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 19031 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3701 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22140 members Mstep: Class 23 contains 14990 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505426.000000 Penalty: 59165.464844 Iteration 139Q: 20 clusters Score -3.350543e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53678 members Mstep: Class 2 contains 8898 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7334 members Mstep: Class 6 contains 100509 members Mstep: Class 7 contains 5566 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 19059 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3701 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22109 members Mstep: Class 23 contains 14990 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505494.000000 Penalty: 59165.464844 Iteration 140F: 20 clusters Score -3.350549e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53678 members Mstep: Class 2 contains 8900 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 7331 members Mstep: Class 6 contains 100518 members Mstep: Class 7 contains 5566 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19084 members Mstep: Class 14 contains 9448 members Mstep: Class 15 contains 3703 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22078 members Mstep: Class 23 contains 14989 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505474.000000 Penalty: 59165.464844 Iteration 141Q: 20 clusters Score -3.350547e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53679 members Mstep: Class 2 contains 8900 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7330 members Mstep: Class 6 contains 100529 members Mstep: Class 7 contains 5566 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 15987 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19114 members Mstep: Class 14 contains 9446 members Mstep: Class 15 contains 3703 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22040 members Mstep: Class 23 contains 14988 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505484.000000 Penalty: 59165.464844 Iteration 142Q: 20 clusters Score -3.350548e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53682 members Mstep: Class 2 contains 8901 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7330 members Mstep: Class 6 contains 100536 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15986 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19148 members Mstep: Class 14 contains 9446 members Mstep: Class 15 contains 3703 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 22004 members Mstep: Class 23 contains 14982 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505476.000000 Penalty: 59165.464844 Iteration 143Q: 20 clusters Score -3.350548e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53687 members Mstep: Class 2 contains 8903 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7329 members Mstep: Class 6 contains 100538 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15986 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19180 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3703 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21965 members Mstep: Class 23 contains 14981 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505462.000000 Penalty: 59165.464844 Iteration 144Q: 20 clusters Score -3.350546e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53688 members Mstep: Class 2 contains 8905 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7328 members Mstep: Class 6 contains 100544 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3434 members Mstep: Class 10 contains 15986 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19224 members Mstep: Class 14 contains 9447 members Mstep: Class 15 contains 3701 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21920 members Mstep: Class 23 contains 14980 members Mstep: Class 24 contains 4018 members Entering Unmasked Estep ConsiderDeletion Score: -33505498.000000 Penalty: 59165.464844 Iteration 145Q: 20 clusters Score -3.35055e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53685 members Mstep: Class 2 contains 8908 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7327 members Mstep: Class 6 contains 100545 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 15986 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19263 members Mstep: Class 14 contains 9448 members Mstep: Class 15 contains 3700 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21881 members Mstep: Class 23 contains 14982 members Mstep: Class 24 contains 4018 members Entering Unmasked Estep ConsiderDeletion Score: -33505466.000000 Penalty: 59165.464844 Iteration 146Q: 20 clusters Score -3.350547e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53686 members Mstep: Class 2 contains 8906 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7324 members Mstep: Class 6 contains 100548 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3432 members Mstep: Class 10 contains 15986 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19304 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3700 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21838 members Mstep: Class 23 contains 14984 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505466.000000 Penalty: 59165.464844 Iteration 147Q: 20 clusters Score -3.350547e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53685 members Mstep: Class 2 contains 8907 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7326 members Mstep: Class 6 contains 100552 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3432 members Mstep: Class 10 contains 15985 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19343 members Mstep: Class 14 contains 9452 members Mstep: Class 15 contains 3699 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21792 members Mstep: Class 23 contains 14984 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505446.000000 Penalty: 59165.464844 Iteration 148Q: 20 clusters Score -3.350545e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53684 members Mstep: Class 2 contains 8906 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7325 members Mstep: Class 6 contains 100556 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3431 members Mstep: Class 10 contains 15983 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19375 members Mstep: Class 14 contains 9453 members Mstep: Class 15 contains 3696 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21763 members Mstep: Class 23 contains 14985 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505454.000000 Penalty: 59165.464844 Iteration 149Q: 20 clusters Score -3.350545e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53683 members Mstep: Class 2 contains 8907 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7325 members Mstep: Class 6 contains 100559 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3432 members Mstep: Class 10 contains 15979 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19413 members Mstep: Class 14 contains 9453 members Mstep: Class 15 contains 3695 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21726 members Mstep: Class 23 contains 14985 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505458.000000 Penalty: 59165.464844 Iteration 150Q: 20 clusters Score -3.350546e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53684 members Mstep: Class 2 contains 8905 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7324 members Mstep: Class 6 contains 100564 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 15975 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19461 members Mstep: Class 14 contains 9451 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21678 members Mstep: Class 23 contains 14988 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505422.000000 Penalty: 59165.464844 Iteration 151Q: 20 clusters Score -3.350542e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53683 members Mstep: Class 2 contains 8903 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7324 members Mstep: Class 6 contains 100565 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4511 members Mstep: Class 9 contains 3434 members Mstep: Class 10 contains 15974 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19513 members Mstep: Class 14 contains 9451 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21628 members Mstep: Class 23 contains 14990 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505432.000000 Penalty: 59165.464844 Iteration 152Q: 20 clusters Score -3.350543e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53682 members Mstep: Class 2 contains 8898 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7324 members Mstep: Class 6 contains 100567 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4511 members Mstep: Class 9 contains 3434 members Mstep: Class 10 contains 15974 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19572 members Mstep: Class 14 contains 9448 members Mstep: Class 15 contains 3693 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21578 members Mstep: Class 23 contains 14989 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505442.000000 Penalty: 59165.464844 Iteration 153Q: 20 clusters Score -3.350544e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53681 members Mstep: Class 2 contains 8899 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7323 members Mstep: Class 6 contains 100574 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4512 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 15974 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19629 members Mstep: Class 14 contains 9446 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21515 members Mstep: Class 23 contains 14990 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505488.000000 Penalty: 59165.464844 Iteration 154Q: 20 clusters Score -3.350549e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53685 members Mstep: Class 2 contains 8897 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7322 members Mstep: Class 6 contains 100576 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 15974 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19682 members Mstep: Class 14 contains 9445 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3458 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21457 members Mstep: Class 23 contains 14989 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505488.000000 Penalty: 59165.464844 Iteration 155Q: 20 clusters Score -3.350549e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53684 members Mstep: Class 2 contains 8901 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7319 members Mstep: Class 6 contains 100579 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 15974 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19749 members Mstep: Class 14 contains 9446 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21388 members Mstep: Class 23 contains 14987 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505508.000000 Penalty: 59165.464844 Iteration 156Q: 20 clusters Score -3.350551e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53682 members Mstep: Class 2 contains 8904 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7318 members Mstep: Class 6 contains 100585 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 15975 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19815 members Mstep: Class 14 contains 9447 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21321 members Mstep: Class 23 contains 14983 members Mstep: Class 24 contains 4018 members Entering Unmasked Estep ConsiderDeletion Score: -33505494.000000 Penalty: 59165.464844 Iteration 157Q: 20 clusters Score -3.350549e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53683 members Mstep: Class 2 contains 8903 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7317 members Mstep: Class 6 contains 100588 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 3432 members Mstep: Class 10 contains 15975 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19869 members Mstep: Class 14 contains 9447 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21270 members Mstep: Class 23 contains 14981 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505540.000000 Penalty: 59165.464844 Iteration 158Q: 20 clusters Score -3.350554e+07 nChanged 72 Entering ConstructFrom: Score: -33505540.000000 Penalty: 59165.464844 Entering ConstructFrom: Trying to split cluster 1 (53685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53685 members Entering Unmasked Estep Score: -6536197.500000 Penalty: 2700.940430 Iteration 0F: 2 clusters Score -6536198 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26720 members Mstep: Class 2 contains 26965 members Entering Unmasked Estep Score: -6500148.500000 Penalty: 5401.880859 Iteration 0F: 3 clusters Score -6500148 nChanged 24870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25420 members Mstep: Class 2 contains 28265 members Entering Unmasked Estep Score: -6513953.500000 Penalty: 5401.880859 Iteration 1F: 3 clusters Score -6513954 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24564 members Mstep: Class 2 contains 29121 members Entering Unmasked Estep Score: -6514526.000000 Penalty: 5401.880859 Iteration 2Q: 3 clusters Score -6514526 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23211 members Mstep: Class 2 contains 30474 members Entering Unmasked Estep Score: -6515241.000000 Penalty: 5401.880859 Iteration 3Q: 3 clusters Score -6515241 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21313 members Mstep: Class 2 contains 32372 members Entering Unmasked Estep Score: -6516270.500000 Penalty: 5401.880859 Iteration 4Q: 3 clusters Score -6516270 nChanged 3131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18580 members Mstep: Class 2 contains 35105 members Entering Unmasked Estep Score: -6518001.500000 Penalty: 5401.880859 Iteration 5F: 3 clusters Score -6518002 nChanged 3822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15064 members Mstep: Class 2 contains 38621 members Entering Unmasked Estep Score: -6520650.000000 Penalty: 5401.880859 Iteration 6F: 3 clusters Score -6520650 nChanged 4223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11053 members Mstep: Class 2 contains 42632 members Entering Unmasked Estep Score: -6524060.500000 Penalty: 5401.880859 Iteration 7F: 3 clusters Score -6524060 nChanged 3897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 46389 members Entering Unmasked Estep Score: -6527512.000000 Penalty: 5401.880859 Iteration 8F: 3 clusters Score -6527512 nChanged 2955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 49290 members Entering Unmasked Estep Score: -6530059.500000 Penalty: 5401.880859 Iteration 9F: 3 clusters Score -6530060 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 51158 members Entering Unmasked Estep Score: -6531683.000000 Penalty: 5401.880859 Iteration 10Q: 3 clusters Score -6531683 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 52251 members Entering Unmasked Estep Score: -6532701.500000 Penalty: 5401.880859 Iteration 11Q: 3 clusters Score -6532702 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 52806 members Entering Unmasked Estep Score: -6533203.500000 Penalty: 5401.880859 Iteration 12Q: 3 clusters Score -6533204 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 53060 members Entering Unmasked Estep Score: -6533463.500000 Penalty: 5401.880859 Iteration 13Q: 3 clusters Score -6533464 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 53195 members Entering Unmasked Estep Score: -6533599.000000 Penalty: 5401.880859 Iteration 14Q: 3 clusters Score -6533599 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 53250 members Entering Unmasked Estep Score: -6533694.500000 Penalty: 5401.880859 Iteration 15Q: 3 clusters Score -6533694 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 53285 members Entering Unmasked Estep Score: -6533754.000000 Penalty: 5401.880859 Iteration 16Q: 3 clusters Score -6533754 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 53311 members Entering Unmasked Estep Score: -6533795.500000 Penalty: 5401.880859 Iteration 17Q: 3 clusters Score -6533796 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 53320 members Entering Unmasked Estep Score: -6533812.500000 Penalty: 5401.880859 Iteration 18Q: 3 clusters Score -6533812 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 53330 members Entering Unmasked Estep Score: -6533824.000000 Penalty: 5401.880859 Iteration 19Q: 3 clusters Score -6533824 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 53334 members Entering Unmasked Estep Score: -6533840.000000 Penalty: 5401.880859 Iteration 20F: 3 clusters Score -6533840 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 53336 members Entering Unmasked Estep Score: -6533855.000000 Penalty: 5401.880859 Iteration 21Q: 3 clusters Score -6533855 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 53338 members Entering Unmasked Estep Score: -6533866.500000 Penalty: 5401.880859 Iteration 22Q: 3 clusters Score -6533866 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 53341 members Entering Unmasked Estep Score: -6533861.000000 Penalty: 5401.880859 Iteration 23Q: 3 clusters Score -6533861 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 53344 members Entering Unmasked Estep Score: -6533853.500000 Penalty: 5401.880859 Iteration 24Q: 3 clusters Score -6533854 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 53345 members Entering Unmasked Estep Score: -6533855.500000 Penalty: 5401.880859 Iteration 25Q: 3 clusters Score -6533856 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 53345 members Entering Unmasked Estep Score: -6533855.500000 Penalty: 5401.880859 Iteration 26F: 3 clusters Score -6533856 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8903 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Entering Unmasked Estep Score: -994869.250000 Penalty: 2255.347656 Iteration 0F: 2 clusters Score -994869.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -987844.000000 Penalty: 4510.695312 Iteration 0F: 3 clusters Score -987844 nChanged 3671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -989871.875000 Penalty: 4510.695312 Iteration 1F: 3 clusters Score -989871.9 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -990194.875000 Penalty: 4510.695312 Iteration 2F: 3 clusters Score -990194.9 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -990453.375000 Penalty: 4510.695312 Iteration 3F: 3 clusters Score -990453.4 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -990687.500000 Penalty: 4510.695312 Iteration 4Q: 3 clusters Score -990687.5 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -990936.875000 Penalty: 4510.695312 Iteration 5Q: 3 clusters Score -990936.9 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -991200.812500 Penalty: 4510.695312 Iteration 6Q: 3 clusters Score -991200.8 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -991440.312500 Penalty: 4510.695312 Iteration 7Q: 3 clusters Score -991440.3 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -991713.125000 Penalty: 4510.695312 Iteration 8Q: 3 clusters Score -991713.1 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -992051.125000 Penalty: 4510.695312 Iteration 9Q: 3 clusters Score -992051.1 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -992365.875000 Penalty: 4510.695312 Iteration 10Q: 3 clusters Score -992365.9 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -992614.812500 Penalty: 4510.695312 Iteration 11Q: 3 clusters Score -992614.8 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -992800.375000 Penalty: 4510.695312 Iteration 12Q: 3 clusters Score -992800.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -992926.750000 Penalty: 4510.695312 Iteration 13Q: 3 clusters Score -992926.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -993005.125000 Penalty: 4510.695312 Iteration 14Q: 3 clusters Score -993005.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -993058.687500 Penalty: 4510.695312 Iteration 15Q: 3 clusters Score -993058.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -993100.250000 Penalty: 4510.695312 Iteration 16Q: 3 clusters Score -993100.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -993132.562500 Penalty: 4510.695312 Iteration 17Q: 3 clusters Score -993132.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -993149.937500 Penalty: 4510.695312 Iteration 18Q: 3 clusters Score -993149.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -993161.187500 Penalty: 4510.695312 Iteration 19Q: 3 clusters Score -993161.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -993171.000000 Penalty: 4510.695312 Iteration 20F: 3 clusters Score -993171 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -993178.375000 Penalty: 4510.695312 Iteration 21Q: 3 clusters Score -993178.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -993185.875000 Penalty: 4510.695312 Iteration 22Q: 3 clusters Score -993185.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -993190.562500 Penalty: 4510.695312 Iteration 23Q: 3 clusters Score -993190.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -993200.687500 Penalty: 4510.695312 Iteration 24Q: 3 clusters Score -993200.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -993207.812500 Penalty: 4510.695312 Iteration 25Q: 3 clusters Score -993207.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -993213.937500 Penalty: 4510.695312 Iteration 26Q: 3 clusters Score -993213.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -993217.875000 Penalty: 4510.695312 Iteration 27Q: 3 clusters Score -993217.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -993220.750000 Penalty: 4510.695312 Iteration 28Q: 3 clusters Score -993220.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -993226.125000 Penalty: 4510.695312 Iteration 29Q: 3 clusters Score -993226.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -993230.375000 Penalty: 4510.695312 Iteration 30Q: 3 clusters Score -993230.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -993236.375000 Penalty: 4510.695312 Iteration 31Q: 3 clusters Score -993236.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -993241.312500 Penalty: 4510.695312 Iteration 32Q: 3 clusters Score -993241.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -993246.687500 Penalty: 4510.695312 Iteration 33Q: 3 clusters Score -993246.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -993248.750000 Penalty: 4510.695312 Iteration 34Q: 3 clusters Score -993248.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -993252.937500 Penalty: 4510.695312 Iteration 35Q: 3 clusters Score -993252.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -993254.562500 Penalty: 4510.695312 Iteration 36Q: 3 clusters Score -993254.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -993257.750000 Penalty: 4510.695312 Iteration 37Q: 3 clusters Score -993257.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -993260.000000 Penalty: 4510.695312 Iteration 38Q: 3 clusters Score -993260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -993257.250000 Penalty: 4510.695312 Iteration 39Q: 3 clusters Score -993257.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -993257.250000 Penalty: 4510.695312 Iteration 40F: 3 clusters Score -993257.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Entering Unmasked Estep Score: -291036.125000 Penalty: 1953.594482 Iteration 0F: 2 clusters Score -291036.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -288012.875000 Penalty: 3907.188965 Iteration 0F: 3 clusters Score -288012.9 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -288600.625000 Penalty: 3907.188965 Iteration 1F: 3 clusters Score -288600.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -288735.750000 Penalty: 3907.188965 Iteration 2F: 3 clusters Score -288735.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -288808.781250 Penalty: 3907.188965 Iteration 3Q: 3 clusters Score -288808.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -288857.593750 Penalty: 3907.188965 Iteration 4Q: 3 clusters Score -288857.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -288900.156250 Penalty: 3907.188965 Iteration 5Q: 3 clusters Score -288900.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -288928.781250 Penalty: 3907.188965 Iteration 6Q: 3 clusters Score -288928.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -288946.781250 Penalty: 3907.188965 Iteration 7Q: 3 clusters Score -288946.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -288958.312500 Penalty: 3907.188965 Iteration 8Q: 3 clusters Score -288958.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -288966.187500 Penalty: 3907.188965 Iteration 9Q: 3 clusters Score -288966.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -288973.531250 Penalty: 3907.188965 Iteration 10Q: 3 clusters Score -288973.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -288983.312500 Penalty: 3907.188965 Iteration 11Q: 3 clusters Score -288983.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -288987.625000 Penalty: 3907.188965 Iteration 12Q: 3 clusters Score -288987.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -288992.531250 Penalty: 3907.188965 Iteration 13Q: 3 clusters Score -288992.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -288996.062500 Penalty: 3907.188965 Iteration 14Q: 3 clusters Score -288996.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -288998.593750 Penalty: 3907.188965 Iteration 15Q: 3 clusters Score -288998.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -289000.125000 Penalty: 3907.188965 Iteration 16Q: 3 clusters Score -289000.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -289002.187500 Penalty: 3907.188965 Iteration 17Q: 3 clusters Score -289002.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -289004.125000 Penalty: 3907.188965 Iteration 18Q: 3 clusters Score -289004.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -289004.781250 Penalty: 3907.188965 Iteration 19Q: 3 clusters Score -289004.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -289005.406250 Penalty: 3907.188965 Iteration 20F: 3 clusters Score -289005.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -289006.156250 Penalty: 3907.188965 Iteration 21Q: 3 clusters Score -289006.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -289006.000000 Penalty: 3907.188965 Iteration 22Q: 3 clusters Score -289006 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -289007.437500 Penalty: 3907.188965 Iteration 23Q: 3 clusters Score -289007.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -289007.875000 Penalty: 3907.188965 Iteration 24Q: 3 clusters Score -289007.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -289007.875000 Penalty: 3907.188965 Iteration 25F: 3 clusters Score -289007.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Entering Unmasked Estep Score: -280854.125000 Penalty: 1931.784668 Iteration 0F: 2 clusters Score -280854.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -278027.468750 Penalty: 3863.569336 Iteration 0F: 3 clusters Score -278027.5 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -278544.343750 Penalty: 3863.569336 Iteration 1F: 3 clusters Score -278544.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -278729.906250 Penalty: 3863.569336 Iteration 2F: 3 clusters Score -278729.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -278852.562500 Penalty: 3863.569336 Iteration 3F: 3 clusters Score -278852.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -278972.968750 Penalty: 3863.569336 Iteration 4Q: 3 clusters Score -278973 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -279086.437500 Penalty: 3863.569336 Iteration 5Q: 3 clusters Score -279086.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -279173.812500 Penalty: 3863.569336 Iteration 6Q: 3 clusters Score -279173.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -279253.781250 Penalty: 3863.569336 Iteration 7Q: 3 clusters Score -279253.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -279299.187500 Penalty: 3863.569336 Iteration 8Q: 3 clusters Score -279299.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -279329.437500 Penalty: 3863.569336 Iteration 9Q: 3 clusters Score -279329.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -279351.625000 Penalty: 3863.569336 Iteration 10Q: 3 clusters Score -279351.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -279371.875000 Penalty: 3863.569336 Iteration 11Q: 3 clusters Score -279371.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -279385.656250 Penalty: 3863.569336 Iteration 12Q: 3 clusters Score -279385.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -279397.062500 Penalty: 3863.569336 Iteration 13Q: 3 clusters Score -279397.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -279405.531250 Penalty: 3863.569336 Iteration 14Q: 3 clusters Score -279405.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -279412.625000 Penalty: 3863.569336 Iteration 15Q: 3 clusters Score -279412.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -279418.906250 Penalty: 3863.569336 Iteration 16Q: 3 clusters Score -279418.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -279426.500000 Penalty: 3863.569336 Iteration 17Q: 3 clusters Score -279426.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -279432.343750 Penalty: 3863.569336 Iteration 18Q: 3 clusters Score -279432.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -279436.562500 Penalty: 3863.569336 Iteration 19Q: 3 clusters Score -279436.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -279442.031250 Penalty: 3863.569336 Iteration 20F: 3 clusters Score -279442 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -279445.968750 Penalty: 3863.569336 Iteration 21Q: 3 clusters Score -279446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -279448.312500 Penalty: 3863.569336 Iteration 22Q: 3 clusters Score -279448.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -279448.312500 Penalty: 3863.569336 Iteration 23F: 3 clusters Score -279448.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Entering Unmasked Estep Score: -808749.000000 Penalty: 2206.658936 Iteration 0F: 2 clusters Score -808749 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -802757.125000 Penalty: 4413.317871 Iteration 0F: 3 clusters Score -802757.1 nChanged 2933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -804468.125000 Penalty: 4413.317871 Iteration 1F: 3 clusters Score -804468.1 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -804819.875000 Penalty: 4413.317871 Iteration 2F: 3 clusters Score -804819.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -805115.750000 Penalty: 4413.317871 Iteration 3F: 3 clusters Score -805115.8 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -805398.625000 Penalty: 4413.317871 Iteration 4F: 3 clusters Score -805398.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -805670.062500 Penalty: 4413.317871 Iteration 5Q: 3 clusters Score -805670.1 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -805908.375000 Penalty: 4413.317871 Iteration 6Q: 3 clusters Score -805908.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -806133.750000 Penalty: 4413.317871 Iteration 7Q: 3 clusters Score -806133.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -806317.000000 Penalty: 4413.317871 Iteration 8Q: 3 clusters Score -806317 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -806489.187500 Penalty: 4413.317871 Iteration 9Q: 3 clusters Score -806489.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -806640.000000 Penalty: 4413.317871 Iteration 10Q: 3 clusters Score -806640 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -806759.437500 Penalty: 4413.317871 Iteration 11Q: 3 clusters Score -806759.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -806873.250000 Penalty: 4413.317871 Iteration 12Q: 3 clusters Score -806873.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -806973.250000 Penalty: 4413.317871 Iteration 13Q: 3 clusters Score -806973.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -807093.812500 Penalty: 4413.317871 Iteration 14Q: 3 clusters Score -807093.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -807205.125000 Penalty: 4413.317871 Iteration 15Q: 3 clusters Score -807205.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -807283.812500 Penalty: 4413.317871 Iteration 16Q: 3 clusters Score -807283.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -807335.125000 Penalty: 4413.317871 Iteration 17Q: 3 clusters Score -807335.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -807386.687500 Penalty: 4413.317871 Iteration 18Q: 3 clusters Score -807386.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -807425.562500 Penalty: 4413.317871 Iteration 19Q: 3 clusters Score -807425.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -807464.875000 Penalty: 4413.317871 Iteration 20F: 3 clusters Score -807464.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -807493.687500 Penalty: 4413.317871 Iteration 21Q: 3 clusters Score -807493.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -807525.312500 Penalty: 4413.317871 Iteration 22Q: 3 clusters Score -807525.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -807553.562500 Penalty: 4413.317871 Iteration 23Q: 3 clusters Score -807553.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -807576.125000 Penalty: 4413.317871 Iteration 24Q: 3 clusters Score -807576.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -807594.687500 Penalty: 4413.317871 Iteration 25Q: 3 clusters Score -807594.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -807610.625000 Penalty: 4413.317871 Iteration 26Q: 3 clusters Score -807610.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -807629.125000 Penalty: 4413.317871 Iteration 27Q: 3 clusters Score -807629.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -807642.375000 Penalty: 4413.317871 Iteration 28Q: 3 clusters Score -807642.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -807655.437500 Penalty: 4413.317871 Iteration 29Q: 3 clusters Score -807655.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -807665.812500 Penalty: 4413.317871 Iteration 30Q: 3 clusters Score -807665.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -807672.062500 Penalty: 4413.317871 Iteration 31Q: 3 clusters Score -807672.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -807677.375000 Penalty: 4413.317871 Iteration 32Q: 3 clusters Score -807677.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -807682.687500 Penalty: 4413.317871 Iteration 33Q: 3 clusters Score -807682.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -807684.125000 Penalty: 4413.317871 Iteration 34Q: 3 clusters Score -807684.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -807688.812500 Penalty: 4413.317871 Iteration 35Q: 3 clusters Score -807688.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -807691.437500 Penalty: 4413.317871 Iteration 36Q: 3 clusters Score -807691.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -807693.312500 Penalty: 4413.317871 Iteration 37Q: 3 clusters Score -807693.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -807694.375000 Penalty: 4413.317871 Iteration 38Q: 3 clusters Score -807694.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -807698.250000 Penalty: 4413.317871 Iteration 39Q: 3 clusters Score -807698.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -807699.437500 Penalty: 4413.317871 Iteration 40F: 3 clusters Score -807699.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -807702.312500 Penalty: 4413.317871 Iteration 41Q: 3 clusters Score -807702.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -807702.937500 Penalty: 4413.317871 Iteration 42Q: 3 clusters Score -807702.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -807703.000000 Penalty: 4413.317871 Iteration 43Q: 3 clusters Score -807703 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -807703.375000 Penalty: 4413.317871 Iteration 44Q: 3 clusters Score -807703.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -807705.187500 Penalty: 4413.317871 Iteration 45Q: 3 clusters Score -807705.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -807704.625000 Penalty: 4413.317871 Iteration 46Q: 3 clusters Score -807704.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -807705.312500 Penalty: 4413.317871 Iteration 47Q: 3 clusters Score -807705.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -807708.562500 Penalty: 4413.317871 Iteration 48Q: 3 clusters Score -807708.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -807709.875000 Penalty: 4413.317871 Iteration 49Q: 3 clusters Score -807709.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -807710.000000 Penalty: 4413.317871 Iteration 50Q: 3 clusters Score -807710 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -807710.000000 Penalty: 4413.317871 Iteration 51F: 3 clusters Score -807710 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (100590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100590 members Entering Unmasked Estep Score: -12196172.000000 Penalty: 2856.664551 Iteration 0F: 2 clusters Score -1.219617e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50170 members Mstep: Class 2 contains 50420 members Entering Unmasked Estep Score: -12128866.000000 Penalty: 5713.329102 Iteration 0F: 3 clusters Score -1.212887e+07 nChanged 47474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48876 members Mstep: Class 2 contains 51714 members Entering Unmasked Estep Score: -12155831.000000 Penalty: 5713.329102 Iteration 1F: 3 clusters Score -1.215583e+07 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48156 members Mstep: Class 2 contains 52434 members Entering Unmasked Estep Score: -12156609.000000 Penalty: 5713.329102 Iteration 2Q: 3 clusters Score -1.215661e+07 nChanged 3635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46973 members Mstep: Class 2 contains 53617 members Entering Unmasked Estep Score: -12157571.000000 Penalty: 5713.329102 Iteration 3Q: 3 clusters Score -1.215757e+07 nChanged 3859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45204 members Mstep: Class 2 contains 55386 members Entering Unmasked Estep Score: -12158808.000000 Penalty: 5713.329102 Iteration 4Q: 3 clusters Score -1.215881e+07 nChanged 4362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42642 members Mstep: Class 2 contains 57948 members Entering Unmasked Estep Score: -12160552.000000 Penalty: 5713.329102 Iteration 5Q: 3 clusters Score -1.216055e+07 nChanged 5007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38997 members Mstep: Class 2 contains 61593 members Entering Unmasked Estep Score: -12162900.000000 Penalty: 5713.329102 Iteration 6Q: 3 clusters Score -1.21629e+07 nChanged 5824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34191 members Mstep: Class 2 contains 66399 members Entering Unmasked Estep Score: -12166354.000000 Penalty: 5713.329102 Iteration 7F: 3 clusters Score -1.216635e+07 nChanged 6556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28299 members Mstep: Class 2 contains 72291 members Entering Unmasked Estep Score: -12170866.000000 Penalty: 5713.329102 Iteration 8F: 3 clusters Score -1.217087e+07 nChanged 6729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21936 members Mstep: Class 2 contains 78654 members Entering Unmasked Estep Score: -12175986.000000 Penalty: 5713.329102 Iteration 9F: 3 clusters Score -1.217599e+07 nChanged 6227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 84751 members Entering Unmasked Estep Score: -12181215.000000 Penalty: 5713.329102 Iteration 10F: 3 clusters Score -1.218122e+07 nChanged 5056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 89767 members Entering Unmasked Estep Score: -12185688.000000 Penalty: 5713.329102 Iteration 11F: 3 clusters Score -1.218569e+07 nChanged 3636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 93369 members Entering Unmasked Estep Score: -12188956.000000 Penalty: 5713.329102 Iteration 12Q: 3 clusters Score -1.218896e+07 nChanged 2338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 95687 members Entering Unmasked Estep Score: -12190883.000000 Penalty: 5713.329102 Iteration 13Q: 3 clusters Score -1.219088e+07 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 97154 members Entering Unmasked Estep Score: -12192158.000000 Penalty: 5713.329102 Iteration 14Q: 3 clusters Score -1.219216e+07 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 98016 members Entering Unmasked Estep Score: -12192903.000000 Penalty: 5713.329102 Iteration 15Q: 3 clusters Score -1.21929e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 98498 members Entering Unmasked Estep Score: -12193311.000000 Penalty: 5713.329102 Iteration 16Q: 3 clusters Score -1.219331e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 98787 members Entering Unmasked Estep Score: -12193535.000000 Penalty: 5713.329102 Iteration 17Q: 3 clusters Score -1.219354e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 98976 members Entering Unmasked Estep Score: -12193668.000000 Penalty: 5713.329102 Iteration 18Q: 3 clusters Score -1.219367e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 99101 members Entering Unmasked Estep Score: -12193760.000000 Penalty: 5713.329102 Iteration 19Q: 3 clusters Score -1.219376e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 99184 members Entering Unmasked Estep Score: -12193817.000000 Penalty: 5713.329102 Iteration 20F: 3 clusters Score -1.219382e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 99249 members Entering Unmasked Estep Score: -12193863.000000 Penalty: 5713.329102 Iteration 21Q: 3 clusters Score -1.219386e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 99308 members Entering Unmasked Estep Score: -12193883.000000 Penalty: 5713.329102 Iteration 22Q: 3 clusters Score -1.219388e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 99358 members Entering Unmasked Estep Score: -12193912.000000 Penalty: 5713.329102 Iteration 23Q: 3 clusters Score -1.219391e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 99391 members Entering Unmasked Estep Score: -12193928.000000 Penalty: 5713.329102 Iteration 24Q: 3 clusters Score -1.219393e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 99424 members Entering Unmasked Estep Score: -12193949.000000 Penalty: 5713.329102 Iteration 25Q: 3 clusters Score -1.219395e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 99449 members Entering Unmasked Estep Score: -12193958.000000 Penalty: 5713.329102 Iteration 26Q: 3 clusters Score -1.219396e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 99464 members Entering Unmasked Estep Score: -12193970.000000 Penalty: 5713.329102 Iteration 27Q: 3 clusters Score -1.219397e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 99479 members Entering Unmasked Estep Score: -12193984.000000 Penalty: 5713.329102 Iteration 28Q: 3 clusters Score -1.219398e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 99495 members Entering Unmasked Estep Score: -12193979.000000 Penalty: 5713.329102 Iteration 29Q: 3 clusters Score -1.219398e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 99501 members Entering Unmasked Estep Score: -12193988.000000 Penalty: 5713.329102 Iteration 30Q: 3 clusters Score -1.219399e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 99505 members Entering Unmasked Estep Score: -12193987.000000 Penalty: 5713.329102 Iteration 31Q: 3 clusters Score -1.219399e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 99510 members Entering Unmasked Estep Score: -12193988.000000 Penalty: 5713.329102 Iteration 32Q: 3 clusters Score -1.219399e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 99516 members Entering Unmasked Estep Score: -12193988.000000 Penalty: 5713.329102 Iteration 33Q: 3 clusters Score -1.219399e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 99525 members Entering Unmasked Estep Score: -12193994.000000 Penalty: 5713.329102 Iteration 34Q: 3 clusters Score -1.219399e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 99531 members Entering Unmasked Estep Score: -12193984.000000 Penalty: 5713.329102 Iteration 35Q: 3 clusters Score -1.219398e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 99537 members Entering Unmasked Estep Score: -12193986.000000 Penalty: 5713.329102 Iteration 36Q: 3 clusters Score -1.219399e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 99544 members Entering Unmasked Estep Score: -12194012.000000 Penalty: 5713.329102 Iteration 37Q: 3 clusters Score -1.219401e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 99550 members Entering Unmasked Estep Score: -12194016.000000 Penalty: 5713.329102 Iteration 38Q: 3 clusters Score -1.219402e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 99556 members Entering Unmasked Estep Score: -12194024.000000 Penalty: 5713.329102 Iteration 39Q: 3 clusters Score -1.219402e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 99561 members Entering Unmasked Estep Score: -12194025.000000 Penalty: 5713.329102 Iteration 40F: 3 clusters Score -1.219402e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 99566 members Entering Unmasked Estep Score: -12194030.000000 Penalty: 5713.329102 Iteration 41Q: 3 clusters Score -1.219403e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 99572 members Entering Unmasked Estep Score: -12194026.000000 Penalty: 5713.329102 Iteration 42Q: 3 clusters Score -1.219403e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 99578 members Entering Unmasked Estep Score: -12194024.000000 Penalty: 5713.329102 Iteration 43Q: 3 clusters Score -1.219402e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 99583 members Entering Unmasked Estep Score: -12194035.000000 Penalty: 5713.329102 Iteration 44Q: 3 clusters Score -1.219404e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 99588 members Entering Unmasked Estep Score: -12194031.000000 Penalty: 5713.329102 Iteration 45Q: 3 clusters Score -1.219403e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 99595 members Entering Unmasked Estep Score: -12194049.000000 Penalty: 5713.329102 Iteration 46Q: 3 clusters Score -1.219405e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 99601 members Entering Unmasked Estep Score: -12194050.000000 Penalty: 5713.329102 Iteration 47Q: 3 clusters Score -1.219405e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 99608 members Entering Unmasked Estep Score: -12194047.000000 Penalty: 5713.329102 Iteration 48Q: 3 clusters Score -1.219405e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 99617 members Entering Unmasked Estep Score: -12194048.000000 Penalty: 5713.329102 Iteration 49Q: 3 clusters Score -1.219405e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 99619 members Entering Unmasked Estep Score: -12194052.000000 Penalty: 5713.329102 Iteration 50Q: 3 clusters Score -1.219405e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 99620 members Entering Unmasked Estep Score: -12194051.000000 Penalty: 5713.329102 Iteration 51Q: 3 clusters Score -1.219405e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 99621 members Entering Unmasked Estep Score: -12194051.000000 Penalty: 5713.329102 Iteration 52Q: 3 clusters Score -1.219405e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 99622 members Entering Unmasked Estep Score: -12194049.000000 Penalty: 5713.329102 Iteration 53Q: 3 clusters Score -1.219405e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 99622 members Entering Unmasked Estep Score: -12194049.000000 Penalty: 5713.329102 Iteration 54F: 3 clusters Score -1.219405e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Entering Unmasked Estep Score: -664724.562500 Penalty: 2138.903809 Iteration 0F: 2 clusters Score -664724.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -659872.437500 Penalty: 4277.807617 Iteration 0F: 3 clusters Score -659872.4 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -661058.750000 Penalty: 4277.807617 Iteration 1F: 3 clusters Score -661058.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -661272.250000 Penalty: 4277.807617 Iteration 2F: 3 clusters Score -661272.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -661418.562500 Penalty: 4277.807617 Iteration 3Q: 3 clusters Score -661418.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -661562.062500 Penalty: 4277.807617 Iteration 4Q: 3 clusters Score -661562.1 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -661754.937500 Penalty: 4277.807617 Iteration 5Q: 3 clusters Score -661754.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -661992.062500 Penalty: 4277.807617 Iteration 6Q: 3 clusters Score -661992.1 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -662204.250000 Penalty: 4277.807617 Iteration 7F: 3 clusters Score -662204.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -662369.937500 Penalty: 4277.807617 Iteration 8Q: 3 clusters Score -662369.9 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -662518.000000 Penalty: 4277.807617 Iteration 9Q: 3 clusters Score -662518 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -662665.750000 Penalty: 4277.807617 Iteration 10Q: 3 clusters Score -662665.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -662781.937500 Penalty: 4277.807617 Iteration 11Q: 3 clusters Score -662781.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -662875.500000 Penalty: 4277.807617 Iteration 12Q: 3 clusters Score -662875.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -662948.875000 Penalty: 4277.807617 Iteration 13Q: 3 clusters Score -662948.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -663005.000000 Penalty: 4277.807617 Iteration 14Q: 3 clusters Score -663005 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -663050.187500 Penalty: 4277.807617 Iteration 15Q: 3 clusters Score -663050.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -663083.000000 Penalty: 4277.807617 Iteration 16Q: 3 clusters Score -663083 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -663108.687500 Penalty: 4277.807617 Iteration 17Q: 3 clusters Score -663108.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -663133.437500 Penalty: 4277.807617 Iteration 18Q: 3 clusters Score -663133.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -663148.812500 Penalty: 4277.807617 Iteration 19Q: 3 clusters Score -663148.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -663164.312500 Penalty: 4277.807617 Iteration 20F: 3 clusters Score -663164.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -663174.937500 Penalty: 4277.807617 Iteration 21Q: 3 clusters Score -663174.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -663185.125000 Penalty: 4277.807617 Iteration 22Q: 3 clusters Score -663185.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -663189.187500 Penalty: 4277.807617 Iteration 23Q: 3 clusters Score -663189.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -663197.937500 Penalty: 4277.807617 Iteration 24Q: 3 clusters Score -663197.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -663206.500000 Penalty: 4277.807617 Iteration 25Q: 3 clusters Score -663206.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -663210.625000 Penalty: 4277.807617 Iteration 26Q: 3 clusters Score -663210.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -663217.000000 Penalty: 4277.807617 Iteration 27Q: 3 clusters Score -663217 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -663221.250000 Penalty: 4277.807617 Iteration 28Q: 3 clusters Score -663221.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -663225.125000 Penalty: 4277.807617 Iteration 29Q: 3 clusters Score -663225.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -663226.625000 Penalty: 4277.807617 Iteration 30Q: 3 clusters Score -663226.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -663226.937500 Penalty: 4277.807617 Iteration 31Q: 3 clusters Score -663226.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -663229.250000 Penalty: 4277.807617 Iteration 32Q: 3 clusters Score -663229.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -663229.250000 Penalty: 4277.807617 Iteration 33Q: 3 clusters Score -663229.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -663229.250000 Penalty: 4277.807617 Iteration 34Q: 3 clusters Score -663229.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -663228.625000 Penalty: 4277.807617 Iteration 35Q: 3 clusters Score -663228.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -663232.375000 Penalty: 4277.807617 Iteration 36Q: 3 clusters Score -663232.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -663232.437500 Penalty: 4277.807617 Iteration 37Q: 3 clusters Score -663232.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -663232.437500 Penalty: 4277.807617 Iteration 38F: 3 clusters Score -663232.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Entering Unmasked Estep Score: -535225.125000 Penalty: 2087.124512 Iteration 0F: 2 clusters Score -535225.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -531081.437500 Penalty: 4174.249023 Iteration 0F: 3 clusters Score -531081.4 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -532148.437500 Penalty: 4174.249023 Iteration 1F: 3 clusters Score -532148.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -532464.312500 Penalty: 4174.249023 Iteration 2F: 3 clusters Score -532464.3 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -532711.062500 Penalty: 4174.249023 Iteration 3F: 3 clusters Score -532711.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -532914.000000 Penalty: 4174.249023 Iteration 4F: 3 clusters Score -532914 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -533081.750000 Penalty: 4174.249023 Iteration 5Q: 3 clusters Score -533081.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -533234.000000 Penalty: 4174.249023 Iteration 6Q: 3 clusters Score -533234 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -533359.562500 Penalty: 4174.249023 Iteration 7Q: 3 clusters Score -533359.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -533446.000000 Penalty: 4174.249023 Iteration 8Q: 3 clusters Score -533446 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -533500.187500 Penalty: 4174.249023 Iteration 9Q: 3 clusters Score -533500.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -533554.437500 Penalty: 4174.249023 Iteration 10Q: 3 clusters Score -533554.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -533591.062500 Penalty: 4174.249023 Iteration 11Q: 3 clusters Score -533591.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -533617.812500 Penalty: 4174.249023 Iteration 12Q: 3 clusters Score -533617.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -533648.312500 Penalty: 4174.249023 Iteration 13Q: 3 clusters Score -533648.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -533665.500000 Penalty: 4174.249023 Iteration 14Q: 3 clusters Score -533665.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -533684.125000 Penalty: 4174.249023 Iteration 15Q: 3 clusters Score -533684.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -533700.062500 Penalty: 4174.249023 Iteration 16Q: 3 clusters Score -533700.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -533711.250000 Penalty: 4174.249023 Iteration 17Q: 3 clusters Score -533711.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -533718.187500 Penalty: 4174.249023 Iteration 18Q: 3 clusters Score -533718.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -533724.062500 Penalty: 4174.249023 Iteration 19Q: 3 clusters Score -533724.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -533729.750000 Penalty: 4174.249023 Iteration 20F: 3 clusters Score -533729.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -533732.312500 Penalty: 4174.249023 Iteration 21Q: 3 clusters Score -533732.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -533733.625000 Penalty: 4174.249023 Iteration 22Q: 3 clusters Score -533733.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -533734.937500 Penalty: 4174.249023 Iteration 23Q: 3 clusters Score -533734.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -533736.187500 Penalty: 4174.249023 Iteration 24Q: 3 clusters Score -533736.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -533738.062500 Penalty: 4174.249023 Iteration 25Q: 3 clusters Score -533738.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -533738.937500 Penalty: 4174.249023 Iteration 26Q: 3 clusters Score -533738.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -533740.062500 Penalty: 4174.249023 Iteration 27Q: 3 clusters Score -533740.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -533740.562500 Penalty: 4174.249023 Iteration 28Q: 3 clusters Score -533740.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -533741.437500 Penalty: 4174.249023 Iteration 29Q: 3 clusters Score -533741.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -533742.937500 Penalty: 4174.249023 Iteration 30Q: 3 clusters Score -533742.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -533743.625000 Penalty: 4174.249023 Iteration 31Q: 3 clusters Score -533743.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -533744.312500 Penalty: 4174.249023 Iteration 32Q: 3 clusters Score -533744.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -533744.312500 Penalty: 4174.249023 Iteration 33F: 3 clusters Score -533744.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Entering Unmasked Estep Score: -406684.656250 Penalty: 2019.015015 Iteration 0F: 2 clusters Score -406684.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -403117.031250 Penalty: 4038.030029 Iteration 0F: 3 clusters Score -403117 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -403841.843750 Penalty: 4038.030029 Iteration 1F: 3 clusters Score -403841.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -404004.781250 Penalty: 4038.030029 Iteration 2F: 3 clusters Score -404004.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -404105.000000 Penalty: 4038.030029 Iteration 3Q: 3 clusters Score -404105 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -404168.750000 Penalty: 4038.030029 Iteration 4Q: 3 clusters Score -404168.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -404232.437500 Penalty: 4038.030029 Iteration 5Q: 3 clusters Score -404232.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -404278.562500 Penalty: 4038.030029 Iteration 6Q: 3 clusters Score -404278.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -404309.406250 Penalty: 4038.030029 Iteration 7Q: 3 clusters Score -404309.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -404336.781250 Penalty: 4038.030029 Iteration 8Q: 3 clusters Score -404336.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -404367.687500 Penalty: 4038.030029 Iteration 9Q: 3 clusters Score -404367.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -404398.343750 Penalty: 4038.030029 Iteration 10Q: 3 clusters Score -404398.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -404434.468750 Penalty: 4038.030029 Iteration 11Q: 3 clusters Score -404434.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -404467.937500 Penalty: 4038.030029 Iteration 12Q: 3 clusters Score -404467.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -404503.218750 Penalty: 4038.030029 Iteration 13Q: 3 clusters Score -404503.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -404534.531250 Penalty: 4038.030029 Iteration 14Q: 3 clusters Score -404534.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -404567.750000 Penalty: 4038.030029 Iteration 15Q: 3 clusters Score -404567.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -404598.031250 Penalty: 4038.030029 Iteration 16Q: 3 clusters Score -404598 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -404630.593750 Penalty: 4038.030029 Iteration 17Q: 3 clusters Score -404630.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -404672.125000 Penalty: 4038.030029 Iteration 18Q: 3 clusters Score -404672.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -404720.093750 Penalty: 4038.030029 Iteration 19Q: 3 clusters Score -404720.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -404766.625000 Penalty: 4038.030029 Iteration 20F: 3 clusters Score -404766.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -404825.062500 Penalty: 4038.030029 Iteration 21Q: 3 clusters Score -404825.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -404879.437500 Penalty: 4038.030029 Iteration 22Q: 3 clusters Score -404879.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -404940.500000 Penalty: 4038.030029 Iteration 23Q: 3 clusters Score -404940.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -404999.718750 Penalty: 4038.030029 Iteration 24Q: 3 clusters Score -404999.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -405043.812500 Penalty: 4038.030029 Iteration 25Q: 3 clusters Score -405043.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -405078.468750 Penalty: 4038.030029 Iteration 26Q: 3 clusters Score -405078.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -405100.437500 Penalty: 4038.030029 Iteration 27Q: 3 clusters Score -405100.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -405113.187500 Penalty: 4038.030029 Iteration 28Q: 3 clusters Score -405113.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -405125.750000 Penalty: 4038.030029 Iteration 29Q: 3 clusters Score -405125.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -405132.843750 Penalty: 4038.030029 Iteration 30Q: 3 clusters Score -405132.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -405136.593750 Penalty: 4038.030029 Iteration 31Q: 3 clusters Score -405136.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -405138.843750 Penalty: 4038.030029 Iteration 32Q: 3 clusters Score -405138.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -405140.406250 Penalty: 4038.030029 Iteration 33Q: 3 clusters Score -405140.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -405142.156250 Penalty: 4038.030029 Iteration 34Q: 3 clusters Score -405142.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -405145.343750 Penalty: 4038.030029 Iteration 35Q: 3 clusters Score -405145.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -405147.343750 Penalty: 4038.030029 Iteration 36Q: 3 clusters Score -405147.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -405149.406250 Penalty: 4038.030029 Iteration 37Q: 3 clusters Score -405149.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -405149.437500 Penalty: 4038.030029 Iteration 38Q: 3 clusters Score -405149.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -405149.437500 Penalty: 4038.030029 Iteration 39F: 3 clusters Score -405149.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15975 members Entering Unmasked Estep Score: -1930724.875000 Penalty: 2400.337646 Iteration 0F: 2 clusters Score -1930725 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -1919208.500000 Penalty: 4800.675293 Iteration 0F: 3 clusters Score -1919208 nChanged 6937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -1922883.625000 Penalty: 4800.675293 Iteration 1F: 3 clusters Score -1922884 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -1923283.500000 Penalty: 4800.675293 Iteration 2F: 3 clusters Score -1923284 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -1923646.875000 Penalty: 4800.675293 Iteration 3F: 3 clusters Score -1923647 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -1923997.125000 Penalty: 4800.675293 Iteration 4Q: 3 clusters Score -1923997 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -1924405.750000 Penalty: 4800.675293 Iteration 5Q: 3 clusters Score -1924406 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -1924949.875000 Penalty: 4800.675293 Iteration 6F: 3 clusters Score -1924950 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -1925684.125000 Penalty: 4800.675293 Iteration 7F: 3 clusters Score -1925684 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -1926772.125000 Penalty: 4800.675293 Iteration 8F: 3 clusters Score -1926772 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -1928128.125000 Penalty: 4800.675293 Iteration 9F: 3 clusters Score -1928128 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -1929202.125000 Penalty: 4800.675293 Iteration 10F: 3 clusters Score -1929202 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8427 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -1929857.750000 Penalty: 4800.675293 Iteration 11Q: 3 clusters Score -1929858 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -1930239.250000 Penalty: 4800.675293 Iteration 12Q: 3 clusters Score -1930239 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -1930471.000000 Penalty: 4800.675293 Iteration 13Q: 3 clusters Score -1930471 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -1930620.125000 Penalty: 4800.675293 Iteration 14Q: 3 clusters Score -1930620 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -1930755.625000 Penalty: 4800.675293 Iteration 15Q: 3 clusters Score -1930756 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9336 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -1930825.625000 Penalty: 4800.675293 Iteration 16Q: 3 clusters Score -1930826 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -1930901.500000 Penalty: 4800.675293 Iteration 17Q: 3 clusters Score -1930902 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -1930959.000000 Penalty: 4800.675293 Iteration 18Q: 3 clusters Score -1930959 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -1931016.000000 Penalty: 4800.675293 Iteration 19Q: 3 clusters Score -1931016 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9901 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -1931064.500000 Penalty: 4800.675293 Iteration 20F: 3 clusters Score -1931064 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10005 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -1931099.000000 Penalty: 4800.675293 Iteration 21Q: 3 clusters Score -1931099 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -1931128.500000 Penalty: 4800.675293 Iteration 22Q: 3 clusters Score -1931128 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -1931148.375000 Penalty: 4800.675293 Iteration 23Q: 3 clusters Score -1931148 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1931163.500000 Penalty: 4800.675293 Iteration 24Q: 3 clusters Score -1931164 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1931177.125000 Penalty: 4800.675293 Iteration 25Q: 3 clusters Score -1931177 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10345 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1931188.625000 Penalty: 4800.675293 Iteration 26Q: 3 clusters Score -1931189 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10392 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -1931205.125000 Penalty: 4800.675293 Iteration 27Q: 3 clusters Score -1931205 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10428 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1931206.125000 Penalty: 4800.675293 Iteration 28Q: 3 clusters Score -1931206 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -1931214.500000 Penalty: 4800.675293 Iteration 29Q: 3 clusters Score -1931214 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10475 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -1931216.625000 Penalty: 4800.675293 Iteration 30Q: 3 clusters Score -1931217 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1931219.125000 Penalty: 4800.675293 Iteration 31Q: 3 clusters Score -1931219 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1931222.750000 Penalty: 4800.675293 Iteration 32Q: 3 clusters Score -1931223 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10525 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1931228.875000 Penalty: 4800.675293 Iteration 33Q: 3 clusters Score -1931229 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10539 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -1931226.750000 Penalty: 4800.675293 Iteration 34Q: 3 clusters Score -1931227 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -1931229.000000 Penalty: 4800.675293 Iteration 35Q: 3 clusters Score -1931229 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10578 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1931231.375000 Penalty: 4800.675293 Iteration 36Q: 3 clusters Score -1931231 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -1931235.500000 Penalty: 4800.675293 Iteration 37Q: 3 clusters Score -1931236 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -1931246.375000 Penalty: 4800.675293 Iteration 38Q: 3 clusters Score -1931246 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -1931240.625000 Penalty: 4800.675293 Iteration 39Q: 3 clusters Score -1931241 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10623 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1931238.375000 Penalty: 4800.675293 Iteration 40F: 3 clusters Score -1931238 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10631 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -1931241.625000 Penalty: 4800.675293 Iteration 41Q: 3 clusters Score -1931242 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10639 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1931241.125000 Penalty: 4800.675293 Iteration 42Q: 3 clusters Score -1931241 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -1931243.125000 Penalty: 4800.675293 Iteration 43Q: 3 clusters Score -1931243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -1931242.000000 Penalty: 4800.675293 Iteration 44Q: 3 clusters Score -1931242 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -1931245.250000 Penalty: 4800.675293 Iteration 45Q: 3 clusters Score -1931245 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -1931246.000000 Penalty: 4800.675293 Iteration 46Q: 3 clusters Score -1931246 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10666 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -1931249.750000 Penalty: 4800.675293 Iteration 47Q: 3 clusters Score -1931250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -1931250.625000 Penalty: 4800.675293 Iteration 48Q: 3 clusters Score -1931251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1931248.750000 Penalty: 4800.675293 Iteration 49Q: 3 clusters Score -1931249 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10680 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -1931249.125000 Penalty: 4800.675293 Iteration 50Q: 3 clusters Score -1931249 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10682 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -1931250.000000 Penalty: 4800.675293 Iteration 51Q: 3 clusters Score -1931250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1931249.250000 Penalty: 4800.675293 Iteration 52Q: 3 clusters Score -1931249 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -1931245.000000 Penalty: 4800.675293 Iteration 53Q: 3 clusters Score -1931245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10688 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -1931246.250000 Penalty: 4800.675293 Iteration 54Q: 3 clusters Score -1931246 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10691 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -1931244.875000 Penalty: 4800.675293 Iteration 55Q: 3 clusters Score -1931245 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -1931247.625000 Penalty: 4800.675293 Iteration 56Q: 3 clusters Score -1931248 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10699 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -1931248.875000 Penalty: 4800.675293 Iteration 57Q: 3 clusters Score -1931249 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10704 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -1931247.125000 Penalty: 4800.675293 Iteration 58Q: 3 clusters Score -1931247 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -1931248.000000 Penalty: 4800.675293 Iteration 59Q: 3 clusters Score -1931248 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1931248.375000 Penalty: 4800.675293 Iteration 60F: 3 clusters Score -1931248 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1931249.000000 Penalty: 4800.675293 Iteration 61Q: 3 clusters Score -1931249 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10721 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1931249.750000 Penalty: 4800.675293 Iteration 62Q: 3 clusters Score -1931250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -1931248.875000 Penalty: 4800.675293 Iteration 63Q: 3 clusters Score -1931249 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -1931248.875000 Penalty: 4800.675293 Iteration 64F: 3 clusters Score -1931249 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53685 members Mstep: Class 2 contains 8903 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7316 members Mstep: Class 6 contains 100590 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 10722 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19920 members Mstep: Class 13 contains 5253 members Mstep: Class 14 contains 9447 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21215 members Mstep: Class 23 contains 14980 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep Score: -33505248.000000 Penalty: 62279.437500 Splitting cluster 10 changes total score from -33505540.000000 to -33505248.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Entering Unmasked Estep Score: -49343.574219 Penalty: 1536.718140 Iteration 0F: 2 clusters Score -49343.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -47896.554688 Penalty: 3073.436279 Iteration 0F: 3 clusters Score -47896.55 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -48064.984375 Penalty: 3073.436279 Iteration 1F: 3 clusters Score -48064.98 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -48127.722656 Penalty: 3073.436279 Iteration 2F: 3 clusters Score -48127.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -48165.894531 Penalty: 3073.436279 Iteration 3Q: 3 clusters Score -48165.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -48215.441406 Penalty: 3073.436279 Iteration 4Q: 3 clusters Score -48215.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -48245.917969 Penalty: 3073.436279 Iteration 5Q: 3 clusters Score -48245.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -48276.074219 Penalty: 3073.436279 Iteration 6Q: 3 clusters Score -48276.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -48307.179688 Penalty: 3073.436279 Iteration 7Q: 3 clusters Score -48307.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -48333.183594 Penalty: 3073.436279 Iteration 8Q: 3 clusters Score -48333.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -48345.875000 Penalty: 3073.436279 Iteration 9Q: 3 clusters Score -48345.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -48352.589844 Penalty: 3073.436279 Iteration 10Q: 3 clusters Score -48352.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -48354.132812 Penalty: 3073.436279 Iteration 11Q: 3 clusters Score -48354.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -48357.167969 Penalty: 3073.436279 Iteration 12Q: 3 clusters Score -48357.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -48357.167969 Penalty: 3073.436279 Iteration 13F: 3 clusters Score -48357.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (19920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19920 members Entering Unmasked Estep Score: -2428781.000000 Penalty: 2455.071045 Iteration 0F: 2 clusters Score -2428781 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -2414671.750000 Penalty: 4910.142090 Iteration 0F: 3 clusters Score -2414672 nChanged 8811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -2419381.000000 Penalty: 4910.142090 Iteration 1F: 3 clusters Score -2419381 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -2419790.250000 Penalty: 4910.142090 Iteration 2F: 3 clusters Score -2419790 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 10784 members Entering Unmasked Estep Score: -2420100.000000 Penalty: 4910.142090 Iteration 3Q: 3 clusters Score -2420100 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8781 members Mstep: Class 2 contains 11139 members Entering Unmasked Estep Score: -2420375.250000 Penalty: 4910.142090 Iteration 4Q: 3 clusters Score -2420375 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -2420721.500000 Penalty: 4910.142090 Iteration 5Q: 3 clusters Score -2420722 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -2421137.000000 Penalty: 4910.142090 Iteration 6Q: 3 clusters Score -2421137 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 13029 members Entering Unmasked Estep Score: -2421670.750000 Penalty: 4910.142090 Iteration 7Q: 3 clusters Score -2421671 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 14016 members Entering Unmasked Estep Score: -2422393.250000 Penalty: 4910.142090 Iteration 8F: 3 clusters Score -2422393 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 15118 members Entering Unmasked Estep Score: -2423240.250000 Penalty: 4910.142090 Iteration 9F: 3 clusters Score -2423240 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 16195 members Entering Unmasked Estep Score: -2424082.000000 Penalty: 4910.142090 Iteration 10F: 3 clusters Score -2424082 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 17113 members Entering Unmasked Estep Score: -2424808.750000 Penalty: 4910.142090 Iteration 11Q: 3 clusters Score -2424809 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 17858 members Entering Unmasked Estep Score: -2425381.750000 Penalty: 4910.142090 Iteration 12Q: 3 clusters Score -2425382 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 18388 members Entering Unmasked Estep Score: -2425779.250000 Penalty: 4910.142090 Iteration 13Q: 3 clusters Score -2425779 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 18722 members Entering Unmasked Estep Score: -2426021.500000 Penalty: 4910.142090 Iteration 14Q: 3 clusters Score -2426022 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 18959 members Entering Unmasked Estep Score: -2426200.250000 Penalty: 4910.142090 Iteration 15Q: 3 clusters Score -2426200 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 19113 members Entering Unmasked Estep Score: -2426328.000000 Penalty: 4910.142090 Iteration 16Q: 3 clusters Score -2426328 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 19235 members Entering Unmasked Estep Score: -2426429.250000 Penalty: 4910.142090 Iteration 17Q: 3 clusters Score -2426429 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 19325 members Entering Unmasked Estep Score: -2426517.500000 Penalty: 4910.142090 Iteration 18Q: 3 clusters Score -2426518 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 19379 members Entering Unmasked Estep Score: -2426572.750000 Penalty: 4910.142090 Iteration 19Q: 3 clusters Score -2426573 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 19415 members Entering Unmasked Estep Score: -2426601.750000 Penalty: 4910.142090 Iteration 20F: 3 clusters Score -2426602 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 19447 members Entering Unmasked Estep Score: -2426630.500000 Penalty: 4910.142090 Iteration 21Q: 3 clusters Score -2426630 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 19462 members Entering Unmasked Estep Score: -2426642.750000 Penalty: 4910.142090 Iteration 22Q: 3 clusters Score -2426643 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 19467 members Entering Unmasked Estep Score: -2426650.000000 Penalty: 4910.142090 Iteration 23Q: 3 clusters Score -2426650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -2426657.750000 Penalty: 4910.142090 Iteration 24Q: 3 clusters Score -2426658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 19473 members Entering Unmasked Estep Score: -2426661.500000 Penalty: 4910.142090 Iteration 25Q: 3 clusters Score -2426662 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 19474 members Entering Unmasked Estep Score: -2426663.000000 Penalty: 4910.142090 Iteration 26Q: 3 clusters Score -2426663 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 19474 members Entering Unmasked Estep Score: -2426663.000000 Penalty: 4910.142090 Iteration 27F: 3 clusters Score -2426663 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9447 members Entering Unmasked Estep Score: -1135443.375000 Penalty: 2270.056396 Iteration 0F: 2 clusters Score -1135443 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -1128143.875000 Penalty: 4540.112793 Iteration 0F: 3 clusters Score -1128144 nChanged 3903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1130209.625000 Penalty: 4540.112793 Iteration 1F: 3 clusters Score -1130210 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -1130536.625000 Penalty: 4540.112793 Iteration 2F: 3 clusters Score -1130537 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1130833.500000 Penalty: 4540.112793 Iteration 3F: 3 clusters Score -1130834 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -1131071.625000 Penalty: 4540.112793 Iteration 4Q: 3 clusters Score -1131072 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1131277.000000 Penalty: 4540.112793 Iteration 5Q: 3 clusters Score -1131277 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1131485.500000 Penalty: 4540.112793 Iteration 6Q: 3 clusters Score -1131486 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -1131716.375000 Penalty: 4540.112793 Iteration 7Q: 3 clusters Score -1131716 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1131950.750000 Penalty: 4540.112793 Iteration 8Q: 3 clusters Score -1131951 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1132200.000000 Penalty: 4540.112793 Iteration 9Q: 3 clusters Score -1132200 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -1132415.875000 Penalty: 4540.112793 Iteration 10Q: 3 clusters Score -1132416 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1132599.625000 Penalty: 4540.112793 Iteration 11Q: 3 clusters Score -1132600 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1132754.000000 Penalty: 4540.112793 Iteration 12Q: 3 clusters Score -1132754 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1132883.875000 Penalty: 4540.112793 Iteration 13Q: 3 clusters Score -1132884 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1132981.500000 Penalty: 4540.112793 Iteration 14Q: 3 clusters Score -1132982 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -1133061.250000 Penalty: 4540.112793 Iteration 15Q: 3 clusters Score -1133061 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6727 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1133107.500000 Penalty: 4540.112793 Iteration 16Q: 3 clusters Score -1133108 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -1133144.125000 Penalty: 4540.112793 Iteration 17Q: 3 clusters Score -1133144 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1133173.250000 Penalty: 4540.112793 Iteration 18Q: 3 clusters Score -1133173 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -1133199.500000 Penalty: 4540.112793 Iteration 19Q: 3 clusters Score -1133200 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -1133228.000000 Penalty: 4540.112793 Iteration 20F: 3 clusters Score -1133228 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -1133251.375000 Penalty: 4540.112793 Iteration 21Q: 3 clusters Score -1133251 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -1133273.250000 Penalty: 4540.112793 Iteration 22Q: 3 clusters Score -1133273 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7244 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1133296.875000 Penalty: 4540.112793 Iteration 23Q: 3 clusters Score -1133297 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1133319.625000 Penalty: 4540.112793 Iteration 24Q: 3 clusters Score -1133320 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1133332.500000 Penalty: 4540.112793 Iteration 25Q: 3 clusters Score -1133332 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1133350.250000 Penalty: 4540.112793 Iteration 26Q: 3 clusters Score -1133350 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -1133365.125000 Penalty: 4540.112793 Iteration 27Q: 3 clusters Score -1133365 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7484 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1133377.250000 Penalty: 4540.112793 Iteration 28Q: 3 clusters Score -1133377 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -1133389.250000 Penalty: 4540.112793 Iteration 29Q: 3 clusters Score -1133389 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -1133395.500000 Penalty: 4540.112793 Iteration 30Q: 3 clusters Score -1133396 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1133407.750000 Penalty: 4540.112793 Iteration 31Q: 3 clusters Score -1133408 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1133418.000000 Penalty: 4540.112793 Iteration 32Q: 3 clusters Score -1133418 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -1133431.750000 Penalty: 4540.112793 Iteration 33Q: 3 clusters Score -1133432 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1133439.750000 Penalty: 4540.112793 Iteration 34Q: 3 clusters Score -1133440 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -1133448.250000 Penalty: 4540.112793 Iteration 35Q: 3 clusters Score -1133448 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1133461.750000 Penalty: 4540.112793 Iteration 36Q: 3 clusters Score -1133462 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1133479.500000 Penalty: 4540.112793 Iteration 37Q: 3 clusters Score -1133480 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -1133496.125000 Penalty: 4540.112793 Iteration 38Q: 3 clusters Score -1133496 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -1133515.375000 Penalty: 4540.112793 Iteration 39Q: 3 clusters Score -1133515 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1133540.625000 Penalty: 4540.112793 Iteration 40F: 3 clusters Score -1133541 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1133556.375000 Penalty: 4540.112793 Iteration 41Q: 3 clusters Score -1133556 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1133576.625000 Penalty: 4540.112793 Iteration 42Q: 3 clusters Score -1133577 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8033 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -1133587.375000 Penalty: 4540.112793 Iteration 43Q: 3 clusters Score -1133587 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -1133602.500000 Penalty: 4540.112793 Iteration 44Q: 3 clusters Score -1133602 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8110 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1133619.875000 Penalty: 4540.112793 Iteration 45Q: 3 clusters Score -1133620 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1133640.000000 Penalty: 4540.112793 Iteration 46Q: 3 clusters Score -1133640 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1133651.500000 Penalty: 4540.112793 Iteration 47Q: 3 clusters Score -1133652 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8208 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1133672.250000 Penalty: 4540.112793 Iteration 48Q: 3 clusters Score -1133672 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1133707.000000 Penalty: 4540.112793 Iteration 49Q: 3 clusters Score -1133707 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1133730.750000 Penalty: 4540.112793 Iteration 50Q: 3 clusters Score -1133731 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8324 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1133761.125000 Penalty: 4540.112793 Iteration 51Q: 3 clusters Score -1133761 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1133790.875000 Penalty: 4540.112793 Iteration 52Q: 3 clusters Score -1133791 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -1133817.375000 Penalty: 4540.112793 Iteration 53Q: 3 clusters Score -1133817 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1133836.125000 Penalty: 4540.112793 Iteration 54Q: 3 clusters Score -1133836 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -1133848.250000 Penalty: 4540.112793 Iteration 55Q: 3 clusters Score -1133848 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1133859.750000 Penalty: 4540.112793 Iteration 56Q: 3 clusters Score -1133860 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1133871.375000 Penalty: 4540.112793 Iteration 57Q: 3 clusters Score -1133871 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -1133876.500000 Penalty: 4540.112793 Iteration 58Q: 3 clusters Score -1133876 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1133883.875000 Penalty: 4540.112793 Iteration 59Q: 3 clusters Score -1133884 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1133887.500000 Penalty: 4540.112793 Iteration 60F: 3 clusters Score -1133888 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -1133890.750000 Penalty: 4540.112793 Iteration 61Q: 3 clusters Score -1133891 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1133891.750000 Penalty: 4540.112793 Iteration 62Q: 3 clusters Score -1133892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1133896.000000 Penalty: 4540.112793 Iteration 63Q: 3 clusters Score -1133896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1133895.250000 Penalty: 4540.112793 Iteration 64Q: 3 clusters Score -1133895 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1133897.625000 Penalty: 4540.112793 Iteration 65Q: 3 clusters Score -1133898 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1133895.375000 Penalty: 4540.112793 Iteration 66Q: 3 clusters Score -1133895 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1133894.500000 Penalty: 4540.112793 Iteration 67Q: 3 clusters Score -1133894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1133895.625000 Penalty: 4540.112793 Iteration 68Q: 3 clusters Score -1133896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1133895.625000 Penalty: 4540.112793 Iteration 69F: 3 clusters Score -1133896 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Entering Unmasked Estep Score: -441881.218750 Penalty: 2037.187378 Iteration 0F: 2 clusters Score -441881.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -438212.031250 Penalty: 4074.374756 Iteration 0F: 3 clusters Score -438212 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -439042.468750 Penalty: 4074.374756 Iteration 1F: 3 clusters Score -439042.5 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -439293.750000 Penalty: 4074.374756 Iteration 2F: 3 clusters Score -439293.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -439425.718750 Penalty: 4074.374756 Iteration 3F: 3 clusters Score -439425.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -439520.312500 Penalty: 4074.374756 Iteration 4Q: 3 clusters Score -439520.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -439598.781250 Penalty: 4074.374756 Iteration 5Q: 3 clusters Score -439598.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -439662.718750 Penalty: 4074.374756 Iteration 6Q: 3 clusters Score -439662.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -439711.812500 Penalty: 4074.374756 Iteration 7Q: 3 clusters Score -439711.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -439767.937500 Penalty: 4074.374756 Iteration 8Q: 3 clusters Score -439767.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -439839.343750 Penalty: 4074.374756 Iteration 9Q: 3 clusters Score -439839.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -439923.312500 Penalty: 4074.374756 Iteration 10Q: 3 clusters Score -439923.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -440002.875000 Penalty: 4074.374756 Iteration 11Q: 3 clusters Score -440002.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -440053.687500 Penalty: 4074.374756 Iteration 12Q: 3 clusters Score -440053.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -440096.281250 Penalty: 4074.374756 Iteration 13Q: 3 clusters Score -440096.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -440136.468750 Penalty: 4074.374756 Iteration 14Q: 3 clusters Score -440136.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -440169.843750 Penalty: 4074.374756 Iteration 15Q: 3 clusters Score -440169.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -440199.375000 Penalty: 4074.374756 Iteration 16Q: 3 clusters Score -440199.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -440224.187500 Penalty: 4074.374756 Iteration 17Q: 3 clusters Score -440224.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -440249.562500 Penalty: 4074.374756 Iteration 18Q: 3 clusters Score -440249.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -440282.656250 Penalty: 4074.374756 Iteration 19Q: 3 clusters Score -440282.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -440316.437500 Penalty: 4074.374756 Iteration 20F: 3 clusters Score -440316.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -440357.593750 Penalty: 4074.374756 Iteration 21Q: 3 clusters Score -440357.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -440406.281250 Penalty: 4074.374756 Iteration 22Q: 3 clusters Score -440406.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -440460.968750 Penalty: 4074.374756 Iteration 23Q: 3 clusters Score -440461 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -440514.562500 Penalty: 4074.374756 Iteration 24Q: 3 clusters Score -440514.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -440553.843750 Penalty: 4074.374756 Iteration 25Q: 3 clusters Score -440553.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -440601.718750 Penalty: 4074.374756 Iteration 26Q: 3 clusters Score -440601.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -440636.125000 Penalty: 4074.374756 Iteration 27Q: 3 clusters Score -440636.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -440666.562500 Penalty: 4074.374756 Iteration 28Q: 3 clusters Score -440666.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -440689.875000 Penalty: 4074.374756 Iteration 29Q: 3 clusters Score -440689.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -440713.593750 Penalty: 4074.374756 Iteration 30Q: 3 clusters Score -440713.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -440729.562500 Penalty: 4074.374756 Iteration 31Q: 3 clusters Score -440729.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -440742.062500 Penalty: 4074.374756 Iteration 32Q: 3 clusters Score -440742.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -440752.000000 Penalty: 4074.374756 Iteration 33Q: 3 clusters Score -440752 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -440764.781250 Penalty: 4074.374756 Iteration 34Q: 3 clusters Score -440764.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -440768.187500 Penalty: 4074.374756 Iteration 35Q: 3 clusters Score -440768.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -440769.562500 Penalty: 4074.374756 Iteration 36Q: 3 clusters Score -440769.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -440770.312500 Penalty: 4074.374756 Iteration 37Q: 3 clusters Score -440770.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -440770.312500 Penalty: 4074.374756 Iteration 38F: 3 clusters Score -440770.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Entering Unmasked Estep Score: -402960.968750 Penalty: 2020.527466 Iteration 0F: 2 clusters Score -402961 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -399367.562500 Penalty: 4041.054932 Iteration 0F: 3 clusters Score -399367.6 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -400127.031250 Penalty: 4041.054932 Iteration 1F: 3 clusters Score -400127 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -400308.312500 Penalty: 4041.054932 Iteration 2F: 3 clusters Score -400308.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -400413.875000 Penalty: 4041.054932 Iteration 3Q: 3 clusters Score -400413.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -400498.656250 Penalty: 4041.054932 Iteration 4Q: 3 clusters Score -400498.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -400582.562500 Penalty: 4041.054932 Iteration 5Q: 3 clusters Score -400582.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -400651.781250 Penalty: 4041.054932 Iteration 6Q: 3 clusters Score -400651.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -400708.093750 Penalty: 4041.054932 Iteration 7Q: 3 clusters Score -400708.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -400765.718750 Penalty: 4041.054932 Iteration 8Q: 3 clusters Score -400765.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -400826.281250 Penalty: 4041.054932 Iteration 9Q: 3 clusters Score -400826.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -400882.125000 Penalty: 4041.054932 Iteration 10Q: 3 clusters Score -400882.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -400935.781250 Penalty: 4041.054932 Iteration 11Q: 3 clusters Score -400935.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -400991.843750 Penalty: 4041.054932 Iteration 12Q: 3 clusters Score -400991.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -401044.781250 Penalty: 4041.054932 Iteration 13Q: 3 clusters Score -401044.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -401087.937500 Penalty: 4041.054932 Iteration 14Q: 3 clusters Score -401087.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -401128.750000 Penalty: 4041.054932 Iteration 15Q: 3 clusters Score -401128.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -401154.875000 Penalty: 4041.054932 Iteration 16Q: 3 clusters Score -401154.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -401175.468750 Penalty: 4041.054932 Iteration 17Q: 3 clusters Score -401175.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -401195.687500 Penalty: 4041.054932 Iteration 18Q: 3 clusters Score -401195.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -401217.156250 Penalty: 4041.054932 Iteration 19Q: 3 clusters Score -401217.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -401237.281250 Penalty: 4041.054932 Iteration 20F: 3 clusters Score -401237.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -401249.937500 Penalty: 4041.054932 Iteration 21Q: 3 clusters Score -401249.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -401256.593750 Penalty: 4041.054932 Iteration 22Q: 3 clusters Score -401256.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -401264.437500 Penalty: 4041.054932 Iteration 23Q: 3 clusters Score -401264.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -401272.375000 Penalty: 4041.054932 Iteration 24Q: 3 clusters Score -401272.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -401278.062500 Penalty: 4041.054932 Iteration 25Q: 3 clusters Score -401278.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -401286.218750 Penalty: 4041.054932 Iteration 26Q: 3 clusters Score -401286.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -401288.375000 Penalty: 4041.054932 Iteration 27Q: 3 clusters Score -401288.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -401292.125000 Penalty: 4041.054932 Iteration 28Q: 3 clusters Score -401292.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -401292.156250 Penalty: 4041.054932 Iteration 29Q: 3 clusters Score -401292.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -401292.000000 Penalty: 4041.054932 Iteration 30Q: 3 clusters Score -401292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -401292.000000 Penalty: 4041.054932 Iteration 31F: 3 clusters Score -401292 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Entering Unmasked Estep Score: -195342.593750 Penalty: 1830.612427 Iteration 0F: 2 clusters Score -195342.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -192952.078125 Penalty: 3661.224854 Iteration 0F: 3 clusters Score -192952.1 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -193327.000000 Penalty: 3661.224854 Iteration 1F: 3 clusters Score -193327 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -193431.359375 Penalty: 3661.224854 Iteration 2F: 3 clusters Score -193431.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -193479.437500 Penalty: 3661.224854 Iteration 3Q: 3 clusters Score -193479.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -193507.531250 Penalty: 3661.224854 Iteration 4Q: 3 clusters Score -193507.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -193521.859375 Penalty: 3661.224854 Iteration 5Q: 3 clusters Score -193521.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -193532.046875 Penalty: 3661.224854 Iteration 6Q: 3 clusters Score -193532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -193540.484375 Penalty: 3661.224854 Iteration 7Q: 3 clusters Score -193540.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -193552.390625 Penalty: 3661.224854 Iteration 8Q: 3 clusters Score -193552.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -193564.015625 Penalty: 3661.224854 Iteration 9Q: 3 clusters Score -193564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -193571.640625 Penalty: 3661.224854 Iteration 10Q: 3 clusters Score -193571.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -193582.531250 Penalty: 3661.224854 Iteration 11Q: 3 clusters Score -193582.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -193592.531250 Penalty: 3661.224854 Iteration 12Q: 3 clusters Score -193592.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -193600.703125 Penalty: 3661.224854 Iteration 13Q: 3 clusters Score -193600.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -193607.312500 Penalty: 3661.224854 Iteration 14Q: 3 clusters Score -193607.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -193611.906250 Penalty: 3661.224854 Iteration 15Q: 3 clusters Score -193611.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -193617.000000 Penalty: 3661.224854 Iteration 16Q: 3 clusters Score -193617 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -193620.921875 Penalty: 3661.224854 Iteration 17Q: 3 clusters Score -193620.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -193627.046875 Penalty: 3661.224854 Iteration 18Q: 3 clusters Score -193627 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -193630.031250 Penalty: 3661.224854 Iteration 19Q: 3 clusters Score -193630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -193633.296875 Penalty: 3661.224854 Iteration 20F: 3 clusters Score -193633.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -193634.421875 Penalty: 3661.224854 Iteration 21Q: 3 clusters Score -193634.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -193634.421875 Penalty: 3661.224854 Iteration 22F: 3 clusters Score -193634.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (21215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21215 members Entering Unmasked Estep Score: -2553029.250000 Penalty: 2470.690918 Iteration 0F: 2 clusters Score -2553029 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10699 members Mstep: Class 2 contains 10516 members Entering Unmasked Estep Score: -2538181.750000 Penalty: 4941.381836 Iteration 0F: 3 clusters Score -2538182 nChanged 9351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 10293 members Entering Unmasked Estep Score: -2543309.250000 Penalty: 4941.381836 Iteration 1F: 3 clusters Score -2543309 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 10141 members Entering Unmasked Estep Score: -2543715.000000 Penalty: 4941.381836 Iteration 2F: 3 clusters Score -2543715 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -2544011.000000 Penalty: 4941.381836 Iteration 3Q: 3 clusters Score -2544011 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11456 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -2544277.750000 Penalty: 4941.381836 Iteration 4Q: 3 clusters Score -2544278 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 9462 members Entering Unmasked Estep Score: -2544567.750000 Penalty: 4941.381836 Iteration 5Q: 3 clusters Score -2544568 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12065 members Mstep: Class 2 contains 9150 members Entering Unmasked Estep Score: -2544872.750000 Penalty: 4941.381836 Iteration 6Q: 3 clusters Score -2544873 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -2545235.000000 Penalty: 4941.381836 Iteration 7Q: 3 clusters Score -2545235 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Mstep: Class 2 contains 8304 members Entering Unmasked Estep Score: -2545646.750000 Penalty: 4941.381836 Iteration 8Q: 3 clusters Score -2545647 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -2546177.250000 Penalty: 4941.381836 Iteration 9Q: 3 clusters Score -2546177 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -2546767.000000 Penalty: 4941.381836 Iteration 10Q: 3 clusters Score -2546767 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14905 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -2547457.500000 Penalty: 4941.381836 Iteration 11Q: 3 clusters Score -2547458 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15668 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -2548188.250000 Penalty: 4941.381836 Iteration 12Q: 3 clusters Score -2548188 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -2548837.250000 Penalty: 4941.381836 Iteration 13Q: 3 clusters Score -2548837 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16898 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -2549358.250000 Penalty: 4941.381836 Iteration 14Q: 3 clusters Score -2549358 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17351 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -2549751.000000 Penalty: 4941.381836 Iteration 15Q: 3 clusters Score -2549751 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17719 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -2550015.250000 Penalty: 4941.381836 Iteration 16Q: 3 clusters Score -2550015 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18025 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -2550180.750000 Penalty: 4941.381836 Iteration 17Q: 3 clusters Score -2550181 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18272 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -2550321.000000 Penalty: 4941.381836 Iteration 18Q: 3 clusters Score -2550321 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18499 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -2550430.750000 Penalty: 4941.381836 Iteration 19Q: 3 clusters Score -2550431 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18675 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -2550496.250000 Penalty: 4941.381836 Iteration 20F: 3 clusters Score -2550496 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18823 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -2550560.000000 Penalty: 4941.381836 Iteration 21Q: 3 clusters Score -2550560 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18961 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -2550610.000000 Penalty: 4941.381836 Iteration 22Q: 3 clusters Score -2550610 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19081 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -2550651.000000 Penalty: 4941.381836 Iteration 23Q: 3 clusters Score -2550651 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19203 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -2550713.750000 Penalty: 4941.381836 Iteration 24Q: 3 clusters Score -2550714 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19303 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -2550744.250000 Penalty: 4941.381836 Iteration 25Q: 3 clusters Score -2550744 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19393 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -2550781.500000 Penalty: 4941.381836 Iteration 26Q: 3 clusters Score -2550782 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19465 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -2550814.000000 Penalty: 4941.381836 Iteration 27Q: 3 clusters Score -2550814 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19546 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -2550844.750000 Penalty: 4941.381836 Iteration 28Q: 3 clusters Score -2550845 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19596 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -2550859.750000 Penalty: 4941.381836 Iteration 29Q: 3 clusters Score -2550860 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19638 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -2550872.750000 Penalty: 4941.381836 Iteration 30Q: 3 clusters Score -2550873 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19669 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -2550884.250000 Penalty: 4941.381836 Iteration 31Q: 3 clusters Score -2550884 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19703 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -2550893.000000 Penalty: 4941.381836 Iteration 32Q: 3 clusters Score -2550893 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19745 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -2550917.250000 Penalty: 4941.381836 Iteration 33Q: 3 clusters Score -2550917 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19771 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -2550927.500000 Penalty: 4941.381836 Iteration 34Q: 3 clusters Score -2550928 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19805 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -2550937.250000 Penalty: 4941.381836 Iteration 35Q: 3 clusters Score -2550937 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19834 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -2550948.750000 Penalty: 4941.381836 Iteration 36Q: 3 clusters Score -2550949 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19857 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -2550960.000000 Penalty: 4941.381836 Iteration 37Q: 3 clusters Score -2550960 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19877 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -2550966.500000 Penalty: 4941.381836 Iteration 38Q: 3 clusters Score -2550966 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19895 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -2550970.000000 Penalty: 4941.381836 Iteration 39Q: 3 clusters Score -2550970 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -2550979.500000 Penalty: 4941.381836 Iteration 40F: 3 clusters Score -2550980 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19928 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -2550985.000000 Penalty: 4941.381836 Iteration 41Q: 3 clusters Score -2550985 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19939 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -2550988.250000 Penalty: 4941.381836 Iteration 42Q: 3 clusters Score -2550988 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19953 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -2550986.500000 Penalty: 4941.381836 Iteration 43Q: 3 clusters Score -2550986 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19963 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -2550995.250000 Penalty: 4941.381836 Iteration 44Q: 3 clusters Score -2550995 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19974 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -2550993.250000 Penalty: 4941.381836 Iteration 45Q: 3 clusters Score -2550993 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19984 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -2551001.500000 Penalty: 4941.381836 Iteration 46Q: 3 clusters Score -2551002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19989 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -2550997.250000 Penalty: 4941.381836 Iteration 47Q: 3 clusters Score -2550997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19993 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -2550999.250000 Penalty: 4941.381836 Iteration 48Q: 3 clusters Score -2550999 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -2550998.000000 Penalty: 4941.381836 Iteration 49Q: 3 clusters Score -2550998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20002 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -2551002.500000 Penalty: 4941.381836 Iteration 50Q: 3 clusters Score -2551002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20006 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -2551002.000000 Penalty: 4941.381836 Iteration 51Q: 3 clusters Score -2551002 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20010 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -2551003.500000 Penalty: 4941.381836 Iteration 52Q: 3 clusters Score -2551004 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20012 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -2551006.250000 Penalty: 4941.381836 Iteration 53Q: 3 clusters Score -2551006 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20013 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -2551005.000000 Penalty: 4941.381836 Iteration 54Q: 3 clusters Score -2551005 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20013 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -2551005.000000 Penalty: 4941.381836 Iteration 55F: 3 clusters Score -2551005 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (14980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14980 members Entering Unmasked Estep Score: -1810989.375000 Penalty: 2384.388916 Iteration 0F: 2 clusters Score -1810989 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -1800189.625000 Penalty: 4768.777832 Iteration 0F: 3 clusters Score -1800190 nChanged 6410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -1803607.000000 Penalty: 4768.777832 Iteration 1F: 3 clusters Score -1803607 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -1804066.750000 Penalty: 4768.777832 Iteration 2F: 3 clusters Score -1804067 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -1804461.000000 Penalty: 4768.777832 Iteration 3F: 3 clusters Score -1804461 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8404 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -1804838.375000 Penalty: 4768.777832 Iteration 4F: 3 clusters Score -1804838 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -1805243.125000 Penalty: 4768.777832 Iteration 5F: 3 clusters Score -1805243 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -1805677.125000 Penalty: 4768.777832 Iteration 6F: 3 clusters Score -1805677 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9611 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -1806140.875000 Penalty: 4768.777832 Iteration 7F: 3 clusters Score -1806141 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10056 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1806623.625000 Penalty: 4768.777832 Iteration 8Q: 3 clusters Score -1806624 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1807122.750000 Penalty: 4768.777832 Iteration 9Q: 3 clusters Score -1807123 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1807625.625000 Penalty: 4768.777832 Iteration 10Q: 3 clusters Score -1807626 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -1808006.875000 Penalty: 4768.777832 Iteration 11Q: 3 clusters Score -1808007 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1808247.125000 Penalty: 4768.777832 Iteration 12Q: 3 clusters Score -1808247 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11590 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1808440.500000 Penalty: 4768.777832 Iteration 13Q: 3 clusters Score -1808440 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11731 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -1808568.250000 Penalty: 4768.777832 Iteration 14Q: 3 clusters Score -1808568 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1808675.375000 Penalty: 4768.777832 Iteration 15Q: 3 clusters Score -1808675 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -1808765.125000 Penalty: 4768.777832 Iteration 16Q: 3 clusters Score -1808765 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12052 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -1808849.500000 Penalty: 4768.777832 Iteration 17Q: 3 clusters Score -1808850 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12115 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1808918.500000 Penalty: 4768.777832 Iteration 18Q: 3 clusters Score -1808918 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -1808988.125000 Penalty: 4768.777832 Iteration 19Q: 3 clusters Score -1808988 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -1809037.375000 Penalty: 4768.777832 Iteration 20F: 3 clusters Score -1809037 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -1809102.000000 Penalty: 4768.777832 Iteration 21Q: 3 clusters Score -1809102 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12387 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -1809184.625000 Penalty: 4768.777832 Iteration 22Q: 3 clusters Score -1809185 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12449 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -1809296.125000 Penalty: 4768.777832 Iteration 23Q: 3 clusters Score -1809296 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -1809436.125000 Penalty: 4768.777832 Iteration 24Q: 3 clusters Score -1809436 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12552 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1809608.625000 Penalty: 4768.777832 Iteration 25Q: 3 clusters Score -1809609 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12573 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1809724.750000 Penalty: 4768.777832 Iteration 26Q: 3 clusters Score -1809725 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12573 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1809760.125000 Penalty: 4768.777832 Iteration 27Q: 3 clusters Score -1809760 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -1809767.750000 Penalty: 4768.777832 Iteration 28Q: 3 clusters Score -1809768 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1809772.750000 Penalty: 4768.777832 Iteration 29Q: 3 clusters Score -1809773 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12577 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1809776.000000 Penalty: 4768.777832 Iteration 30Q: 3 clusters Score -1809776 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12579 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1809777.750000 Penalty: 4768.777832 Iteration 31Q: 3 clusters Score -1809778 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1809780.375000 Penalty: 4768.777832 Iteration 32Q: 3 clusters Score -1809780 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1809785.500000 Penalty: 4768.777832 Iteration 33Q: 3 clusters Score -1809786 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12574 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -1809789.375000 Penalty: 4768.777832 Iteration 34Q: 3 clusters Score -1809789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12572 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -1809787.750000 Penalty: 4768.777832 Iteration 35Q: 3 clusters Score -1809788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12571 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -1809786.250000 Penalty: 4768.777832 Iteration 36Q: 3 clusters Score -1809786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12568 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -1809787.625000 Penalty: 4768.777832 Iteration 37Q: 3 clusters Score -1809788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12566 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -1809786.750000 Penalty: 4768.777832 Iteration 38Q: 3 clusters Score -1809787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12565 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -1809785.750000 Penalty: 4768.777832 Iteration 39Q: 3 clusters Score -1809786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12565 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -1809785.750000 Penalty: 4768.777832 Iteration 40F: 3 clusters Score -1809786 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Entering Unmasked Estep Score: -481112.500000 Penalty: 2057.976074 Iteration 0F: 2 clusters Score -481112.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -477263.593750 Penalty: 4115.952148 Iteration 0F: 3 clusters Score -477263.6 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -478102.625000 Penalty: 4115.952148 Iteration 1F: 3 clusters Score -478102.6 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -478309.781250 Penalty: 4115.952148 Iteration 2F: 3 clusters Score -478309.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -478492.906250 Penalty: 4115.952148 Iteration 3F: 3 clusters Score -478492.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -478688.625000 Penalty: 4115.952148 Iteration 4F: 3 clusters Score -478688.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -478870.562500 Penalty: 4115.952148 Iteration 5F: 3 clusters Score -478870.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -479041.687500 Penalty: 4115.952148 Iteration 6Q: 3 clusters Score -479041.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -479191.593750 Penalty: 4115.952148 Iteration 7Q: 3 clusters Score -479191.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -479313.593750 Penalty: 4115.952148 Iteration 8Q: 3 clusters Score -479313.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -479411.843750 Penalty: 4115.952148 Iteration 9Q: 3 clusters Score -479411.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -479479.968750 Penalty: 4115.952148 Iteration 10Q: 3 clusters Score -479480 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -479519.093750 Penalty: 4115.952148 Iteration 11Q: 3 clusters Score -479519.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -479549.125000 Penalty: 4115.952148 Iteration 12Q: 3 clusters Score -479549.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -479574.312500 Penalty: 4115.952148 Iteration 13Q: 3 clusters Score -479574.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -479599.843750 Penalty: 4115.952148 Iteration 14Q: 3 clusters Score -479599.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -479624.187500 Penalty: 4115.952148 Iteration 15Q: 3 clusters Score -479624.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -479640.750000 Penalty: 4115.952148 Iteration 16Q: 3 clusters Score -479640.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -479659.718750 Penalty: 4115.952148 Iteration 17Q: 3 clusters Score -479659.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -479682.656250 Penalty: 4115.952148 Iteration 18Q: 3 clusters Score -479682.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -479699.531250 Penalty: 4115.952148 Iteration 19Q: 3 clusters Score -479699.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -479708.750000 Penalty: 4115.952148 Iteration 20F: 3 clusters Score -479708.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -479714.812500 Penalty: 4115.952148 Iteration 21Q: 3 clusters Score -479714.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -479720.937500 Penalty: 4115.952148 Iteration 22Q: 3 clusters Score -479720.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -479722.312500 Penalty: 4115.952148 Iteration 23Q: 3 clusters Score -479722.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -479726.843750 Penalty: 4115.952148 Iteration 24Q: 3 clusters Score -479726.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -479729.125000 Penalty: 4115.952148 Iteration 25Q: 3 clusters Score -479729.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -479734.656250 Penalty: 4115.952148 Iteration 26Q: 3 clusters Score -479734.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -479738.312500 Penalty: 4115.952148 Iteration 27Q: 3 clusters Score -479738.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -479739.437500 Penalty: 4115.952148 Iteration 28Q: 3 clusters Score -479739.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -479740.968750 Penalty: 4115.952148 Iteration 29Q: 3 clusters Score -479741 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -479740.937500 Penalty: 4115.952148 Iteration 30Q: 3 clusters Score -479740.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -479742.281250 Penalty: 4115.952148 Iteration 31Q: 3 clusters Score -479742.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -479743.000000 Penalty: 4115.952148 Iteration 32Q: 3 clusters Score -479743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -479743.562500 Penalty: 4115.952148 Iteration 33Q: 3 clusters Score -479743.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -479743.562500 Penalty: 4115.952148 Iteration 34F: 3 clusters Score -479743.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53685 members Mstep: Class 2 contains 8903 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7316 members Mstep: Class 6 contains 100590 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 15975 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19920 members Mstep: Class 14 contains 9447 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21215 members Mstep: Class 23 contains 14980 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505520.000000 Penalty: 59165.464844 Iteration 159Q: 20 clusters Score -3.350552e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53691 members Mstep: Class 2 contains 8903 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7314 members Mstep: Class 6 contains 100594 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4518 members Mstep: Class 9 contains 3431 members Mstep: Class 10 contains 15975 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 19963 members Mstep: Class 14 contains 9446 members Mstep: Class 15 contains 3695 members Mstep: Class 16 contains 3454 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21164 members Mstep: Class 23 contains 14982 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505548.000000 Penalty: 59165.464844 Iteration 160F: 20 clusters Score -3.350555e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53694 members Mstep: Class 2 contains 8904 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7311 members Mstep: Class 6 contains 100600 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4519 members Mstep: Class 9 contains 3434 members Mstep: Class 10 contains 15974 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20004 members Mstep: Class 14 contains 9447 members Mstep: Class 15 contains 3695 members Mstep: Class 16 contains 3455 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21112 members Mstep: Class 23 contains 14981 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505510.000000 Penalty: 59165.464844 Iteration 161Q: 20 clusters Score -3.350551e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53694 members Mstep: Class 2 contains 8903 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7307 members Mstep: Class 6 contains 100605 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4520 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20041 members Mstep: Class 14 contains 9448 members Mstep: Class 15 contains 3694 members Mstep: Class 16 contains 3455 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21071 members Mstep: Class 23 contains 14984 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505496.000000 Penalty: 59165.464844 Iteration 162Q: 20 clusters Score -3.35055e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53696 members Mstep: Class 2 contains 8900 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7306 members Mstep: Class 6 contains 100612 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4520 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20088 members Mstep: Class 14 contains 9448 members Mstep: Class 15 contains 3692 members Mstep: Class 16 contains 3455 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 21021 members Mstep: Class 23 contains 14983 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505554.000000 Penalty: 59165.464844 Iteration 163Q: 20 clusters Score -3.350555e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53693 members Mstep: Class 2 contains 8901 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7304 members Mstep: Class 6 contains 100617 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4521 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15974 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20130 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3687 members Mstep: Class 16 contains 3455 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 20983 members Mstep: Class 23 contains 14979 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505552.000000 Penalty: 59165.464844 Iteration 164Q: 20 clusters Score -3.350555e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53696 members Mstep: Class 2 contains 8899 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7300 members Mstep: Class 6 contains 100620 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4520 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20174 members Mstep: Class 14 contains 9450 members Mstep: Class 15 contains 3686 members Mstep: Class 16 contains 3455 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20943 members Mstep: Class 23 contains 14976 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505548.000000 Penalty: 59165.464844 Iteration 165Q: 20 clusters Score -3.350555e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53696 members Mstep: Class 2 contains 8895 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7300 members Mstep: Class 6 contains 100621 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4521 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20221 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3682 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20903 members Mstep: Class 23 contains 14975 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505540.000000 Penalty: 59165.464844 Iteration 166Q: 20 clusters Score -3.350554e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53697 members Mstep: Class 2 contains 8895 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7299 members Mstep: Class 6 contains 100625 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4521 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20274 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3679 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20851 members Mstep: Class 23 contains 14973 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505526.000000 Penalty: 59165.464844 Iteration 167Q: 20 clusters Score -3.350553e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53700 members Mstep: Class 2 contains 8897 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7298 members Mstep: Class 6 contains 100626 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4524 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20322 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3678 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20794 members Mstep: Class 23 contains 14974 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505552.000000 Penalty: 59165.464844 Iteration 168Q: 20 clusters Score -3.350555e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53704 members Mstep: Class 2 contains 8899 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7296 members Mstep: Class 6 contains 100627 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4525 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20386 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3676 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20729 members Mstep: Class 23 contains 14972 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505596.000000 Penalty: 59165.464844 Iteration 169Q: 20 clusters Score -3.35056e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53709 members Mstep: Class 2 contains 8898 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7297 members Mstep: Class 6 contains 100630 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4524 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20446 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3674 members Mstep: Class 16 contains 3456 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20668 members Mstep: Class 23 contains 14969 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505580.000000 Penalty: 59165.464844 Iteration 170Q: 20 clusters Score -3.350558e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53709 members Mstep: Class 2 contains 8900 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7296 members Mstep: Class 6 contains 100627 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4523 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20501 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3674 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20614 members Mstep: Class 23 contains 14970 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505566.000000 Penalty: 59165.464844 Iteration 171Q: 20 clusters Score -3.350557e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53710 members Mstep: Class 2 contains 8910 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7295 members Mstep: Class 6 contains 100627 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4522 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20558 members Mstep: Class 14 contains 9449 members Mstep: Class 15 contains 3673 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20550 members Mstep: Class 23 contains 14968 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505554.000000 Penalty: 59165.464844 Iteration 172Q: 20 clusters Score -3.350555e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53710 members Mstep: Class 2 contains 8909 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7294 members Mstep: Class 6 contains 100631 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4523 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20625 members Mstep: Class 14 contains 9448 members Mstep: Class 15 contains 3672 members Mstep: Class 16 contains 3457 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20484 members Mstep: Class 23 contains 14965 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505560.000000 Penalty: 59165.464844 Iteration 173Q: 20 clusters Score -3.350556e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53716 members Mstep: Class 2 contains 8908 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7291 members Mstep: Class 6 contains 100640 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4524 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 491 members Mstep: Class 12 contains 20694 members Mstep: Class 14 contains 9447 members Mstep: Class 15 contains 3669 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20404 members Mstep: Class 23 contains 14967 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505578.000000 Penalty: 59165.464844 Iteration 174Q: 20 clusters Score -3.350558e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53719 members Mstep: Class 2 contains 8908 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7290 members Mstep: Class 6 contains 100649 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4525 members Mstep: Class 9 contains 3438 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 20769 members Mstep: Class 14 contains 9443 members Mstep: Class 15 contains 3669 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20319 members Mstep: Class 23 contains 14968 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505564.000000 Penalty: 59165.464844 Iteration 175Q: 20 clusters Score -3.350556e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53723 members Mstep: Class 2 contains 8911 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7290 members Mstep: Class 6 contains 100667 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4526 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 20835 members Mstep: Class 14 contains 9444 members Mstep: Class 15 contains 3668 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20227 members Mstep: Class 23 contains 14968 members Mstep: Class 24 contains 4017 members Entering Unmasked Estep ConsiderDeletion Score: -33505580.000000 Penalty: 59165.464844 Iteration 176Q: 20 clusters Score -3.350558e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53729 members Mstep: Class 2 contains 8913 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 7288 members Mstep: Class 6 contains 100684 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4526 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 20902 members Mstep: Class 14 contains 9444 members Mstep: Class 15 contains 3667 members Mstep: Class 16 contains 3459 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20134 members Mstep: Class 23 contains 14972 members Mstep: Class 24 contains 4018 members Entering Unmasked Estep ConsiderDeletion Score: -33505610.000000 Penalty: 59165.464844 Iteration 177Q: 20 clusters Score -3.350561e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53733 members Mstep: Class 2 contains 8915 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7286 members Mstep: Class 6 contains 100691 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4526 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 20970 members Mstep: Class 14 contains 9443 members Mstep: Class 15 contains 3666 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 20054 members Mstep: Class 23 contains 14975 members Mstep: Class 24 contains 4019 members Entering Unmasked Estep ConsiderDeletion Score: -33505624.000000 Penalty: 59165.464844 Iteration 178Q: 20 clusters Score -3.350562e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53733 members Mstep: Class 2 contains 8919 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 7286 members Mstep: Class 6 contains 100702 members Mstep: Class 7 contains 5567 members Mstep: Class 8 contains 4522 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15973 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21038 members Mstep: Class 14 contains 9444 members Mstep: Class 15 contains 3665 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19970 members Mstep: Class 23 contains 14979 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505650.000000 Penalty: 59165.464844 Iteration 179Q: 20 clusters Score -3.350565e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53734 members Mstep: Class 2 contains 8922 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 7287 members Mstep: Class 6 contains 100713 members Mstep: Class 7 contains 5568 members Mstep: Class 8 contains 4521 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 15972 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21104 members Mstep: Class 14 contains 9443 members Mstep: Class 15 contains 3665 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19891 members Mstep: Class 23 contains 14981 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505624.000000 Penalty: 59165.464844 Iteration 180F: 20 clusters Score -3.350562e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53732 members Mstep: Class 2 contains 8928 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 7286 members Mstep: Class 6 contains 100718 members Mstep: Class 7 contains 5571 members Mstep: Class 8 contains 4520 members Mstep: Class 9 contains 3433 members Mstep: Class 10 contains 15972 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21179 members Mstep: Class 14 contains 9443 members Mstep: Class 15 contains 3665 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19801 members Mstep: Class 23 contains 14985 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505640.000000 Penalty: 59165.464844 Iteration 181Q: 20 clusters Score -3.350564e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53731 members Mstep: Class 2 contains 8924 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 7285 members Mstep: Class 6 contains 100729 members Mstep: Class 7 contains 5572 members Mstep: Class 8 contains 4520 members Mstep: Class 9 contains 3432 members Mstep: Class 10 contains 15972 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21254 members Mstep: Class 14 contains 9444 members Mstep: Class 15 contains 3663 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19716 members Mstep: Class 23 contains 14991 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505708.000000 Penalty: 59165.464844 Iteration 182Q: 20 clusters Score -3.350571e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53730 members Mstep: Class 2 contains 8928 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 7285 members Mstep: Class 6 contains 100742 members Mstep: Class 7 contains 5575 members Mstep: Class 8 contains 4520 members Mstep: Class 9 contains 3434 members Mstep: Class 10 contains 15971 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21338 members Mstep: Class 14 contains 9443 members Mstep: Class 15 contains 3661 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19610 members Mstep: Class 23 contains 14996 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505656.000000 Penalty: 59165.464844 Iteration 183Q: 20 clusters Score -3.350566e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53730 members Mstep: Class 2 contains 8934 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 7283 members Mstep: Class 6 contains 100754 members Mstep: Class 7 contains 5575 members Mstep: Class 8 contains 4521 members Mstep: Class 9 contains 3432 members Mstep: Class 10 contains 15970 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21419 members Mstep: Class 14 contains 9441 members Mstep: Class 15 contains 3655 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19519 members Mstep: Class 23 contains 15000 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505662.000000 Penalty: 59165.464844 Iteration 184Q: 20 clusters Score -3.350566e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53729 members Mstep: Class 2 contains 8936 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 7279 members Mstep: Class 6 contains 100766 members Mstep: Class 7 contains 5577 members Mstep: Class 8 contains 4522 members Mstep: Class 9 contains 3434 members Mstep: Class 10 contains 15970 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21497 members Mstep: Class 14 contains 9438 members Mstep: Class 15 contains 3647 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19443 members Mstep: Class 23 contains 14998 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505682.000000 Penalty: 59165.464844 Iteration 185Q: 20 clusters Score -3.350568e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53730 members Mstep: Class 2 contains 8939 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7274 members Mstep: Class 6 contains 100781 members Mstep: Class 7 contains 5580 members Mstep: Class 8 contains 4522 members Mstep: Class 9 contains 3435 members Mstep: Class 10 contains 15970 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21584 members Mstep: Class 14 contains 9433 members Mstep: Class 15 contains 3643 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19350 members Mstep: Class 23 contains 14994 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505716.000000 Penalty: 59165.464844 Iteration 186Q: 20 clusters Score -3.350572e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53731 members Mstep: Class 2 contains 8939 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7271 members Mstep: Class 6 contains 100795 members Mstep: Class 7 contains 5582 members Mstep: Class 8 contains 4520 members Mstep: Class 9 contains 3436 members Mstep: Class 10 contains 15970 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21661 members Mstep: Class 14 contains 9429 members Mstep: Class 15 contains 3642 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19268 members Mstep: Class 23 contains 14991 members Mstep: Class 24 contains 4020 members Entering Unmasked Estep ConsiderDeletion Score: -33505732.000000 Penalty: 59165.464844 Iteration 187Q: 20 clusters Score -3.350573e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53733 members Mstep: Class 2 contains 8941 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7272 members Mstep: Class 6 contains 100805 members Mstep: Class 7 contains 5583 members Mstep: Class 8 contains 4519 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 15970 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21740 members Mstep: Class 14 contains 9426 members Mstep: Class 15 contains 3641 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19179 members Mstep: Class 23 contains 14988 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505778.000000 Penalty: 59165.464844 Iteration 188Q: 20 clusters Score -3.350578e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53733 members Mstep: Class 2 contains 8948 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7266 members Mstep: Class 6 contains 100811 members Mstep: Class 7 contains 5585 members Mstep: Class 8 contains 4517 members Mstep: Class 9 contains 3438 members Mstep: Class 10 contains 15969 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21814 members Mstep: Class 14 contains 9429 members Mstep: Class 15 contains 3639 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 19086 members Mstep: Class 23 contains 14999 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505796.000000 Penalty: 59165.464844 Iteration 189Q: 20 clusters Score -3.35058e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53736 members Mstep: Class 2 contains 8946 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7265 members Mstep: Class 6 contains 100814 members Mstep: Class 7 contains 5586 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 3438 members Mstep: Class 10 contains 15969 members Mstep: Class 11 contains 490 members Mstep: Class 12 contains 21898 members Mstep: Class 14 contains 9430 members Mstep: Class 15 contains 3638 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18993 members Mstep: Class 23 contains 15004 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505684.000000 Penalty: 59165.464844 Iteration 190Q: 20 clusters Score -3.350568e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53737 members Mstep: Class 2 contains 8948 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7265 members Mstep: Class 6 contains 100822 members Mstep: Class 7 contains 5587 members Mstep: Class 8 contains 4516 members Mstep: Class 9 contains 3440 members Mstep: Class 10 contains 15969 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 21990 members Mstep: Class 14 contains 9428 members Mstep: Class 15 contains 3636 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18892 members Mstep: Class 23 contains 15006 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505688.000000 Penalty: 59165.464844 Iteration 191Q: 20 clusters Score -3.350569e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53740 members Mstep: Class 2 contains 8954 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7266 members Mstep: Class 6 contains 100825 members Mstep: Class 7 contains 5587 members Mstep: Class 8 contains 4515 members Mstep: Class 9 contains 3440 members Mstep: Class 10 contains 15968 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 22072 members Mstep: Class 14 contains 9429 members Mstep: Class 15 contains 3633 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18803 members Mstep: Class 23 contains 15005 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505668.000000 Penalty: 59165.464844 Iteration 192Q: 20 clusters Score -3.350567e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53740 members Mstep: Class 2 contains 8960 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7262 members Mstep: Class 6 contains 100834 members Mstep: Class 7 contains 5587 members Mstep: Class 8 contains 4514 members Mstep: Class 9 contains 3439 members Mstep: Class 10 contains 15966 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 22168 members Mstep: Class 14 contains 9431 members Mstep: Class 15 contains 3630 members Mstep: Class 16 contains 3461 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18701 members Mstep: Class 23 contains 15006 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505656.000000 Penalty: 59165.464844 Iteration 193Q: 20 clusters Score -3.350566e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53740 members Mstep: Class 2 contains 8966 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7256 members Mstep: Class 6 contains 100841 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4513 members Mstep: Class 9 contains 3438 members Mstep: Class 10 contains 15966 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 22239 members Mstep: Class 14 contains 9430 members Mstep: Class 15 contains 3627 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18629 members Mstep: Class 23 contains 15004 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505680.000000 Penalty: 59165.464844 Iteration 194Q: 20 clusters Score -3.350568e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53744 members Mstep: Class 2 contains 8966 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7252 members Mstep: Class 6 contains 100849 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4511 members Mstep: Class 9 contains 3439 members Mstep: Class 10 contains 15965 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 22303 members Mstep: Class 14 contains 9433 members Mstep: Class 15 contains 3627 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18555 members Mstep: Class 23 contains 15005 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505708.000000 Penalty: 59165.464844 Iteration 195Q: 20 clusters Score -3.350571e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53743 members Mstep: Class 2 contains 8966 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 7248 members Mstep: Class 6 contains 100850 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4510 members Mstep: Class 9 contains 3438 members Mstep: Class 10 contains 15964 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 22365 members Mstep: Class 14 contains 9434 members Mstep: Class 15 contains 3626 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18495 members Mstep: Class 23 contains 15008 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505746.000000 Penalty: 59165.464844 Iteration 196Q: 20 clusters Score -3.350575e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53743 members Mstep: Class 2 contains 8969 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 7245 members Mstep: Class 6 contains 100855 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4506 members Mstep: Class 9 contains 3439 members Mstep: Class 10 contains 15961 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 22424 members Mstep: Class 14 contains 9437 members Mstep: Class 15 contains 3625 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18428 members Mstep: Class 23 contains 15015 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505792.000000 Penalty: 59165.464844 Iteration 197Q: 20 clusters Score -3.350579e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53742 members Mstep: Class 2 contains 8968 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 7242 members Mstep: Class 6 contains 100866 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4506 members Mstep: Class 9 contains 3438 members Mstep: Class 10 contains 15959 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 22484 members Mstep: Class 14 contains 9435 members Mstep: Class 15 contains 3625 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18365 members Mstep: Class 23 contains 15017 members Mstep: Class 24 contains 4021 members Entering Unmasked Estep ConsiderDeletion Score: -33505830.000000 Penalty: 59165.464844 Iteration 198Q: 20 clusters Score -3.350583e+07 nChanged 96 Entering ConstructFrom: Score: -33505830.000000 Penalty: 59165.464844 Entering ConstructFrom: Trying to split cluster 1 (53745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53745 members Entering Unmasked Estep Score: -6543301.500000 Penalty: 2701.217529 Iteration 0F: 2 clusters Score -6543302 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26884 members Mstep: Class 2 contains 26861 members Entering Unmasked Estep Score: -6507106.000000 Penalty: 5402.435059 Iteration 0F: 3 clusters Score -6507106 nChanged 24812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26518 members Mstep: Class 2 contains 27227 members Entering Unmasked Estep Score: -6520844.500000 Penalty: 5402.435059 Iteration 1F: 3 clusters Score -6520844 nChanged 2157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26213 members Mstep: Class 2 contains 27532 members Entering Unmasked Estep Score: -6521437.000000 Penalty: 5402.435059 Iteration 2Q: 3 clusters Score -6521437 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25838 members Mstep: Class 2 contains 27907 members Entering Unmasked Estep Score: -6522021.000000 Penalty: 5402.435059 Iteration 3Q: 3 clusters Score -6522021 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25221 members Mstep: Class 2 contains 28524 members Entering Unmasked Estep Score: -6522772.000000 Penalty: 5402.435059 Iteration 4Q: 3 clusters Score -6522772 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24262 members Mstep: Class 2 contains 29483 members Entering Unmasked Estep Score: -6523706.000000 Penalty: 5402.435059 Iteration 5Q: 3 clusters Score -6523706 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22923 members Mstep: Class 2 contains 30822 members Entering Unmasked Estep Score: -6524923.500000 Penalty: 5402.435059 Iteration 6F: 3 clusters Score -6524924 nChanged 2996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21213 members Mstep: Class 2 contains 32532 members Entering Unmasked Estep Score: -6526447.000000 Penalty: 5402.435059 Iteration 7F: 3 clusters Score -6526447 nChanged 3176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19187 members Mstep: Class 2 contains 34558 members Entering Unmasked Estep Score: -6528099.500000 Penalty: 5402.435059 Iteration 8F: 3 clusters Score -6528100 nChanged 3112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17031 members Mstep: Class 2 contains 36714 members Entering Unmasked Estep Score: -6529732.500000 Penalty: 5402.435059 Iteration 9F: 3 clusters Score -6529732 nChanged 2755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14906 members Mstep: Class 2 contains 38839 members Entering Unmasked Estep Score: -6531216.000000 Penalty: 5402.435059 Iteration 10F: 3 clusters Score -6531216 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 40994 members Entering Unmasked Estep Score: -6532425.500000 Penalty: 5402.435059 Iteration 11Q: 3 clusters Score -6532426 nChanged 2263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 43129 members Entering Unmasked Estep Score: -6533692.000000 Penalty: 5402.435059 Iteration 12Q: 3 clusters Score -6533692 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8569 members Mstep: Class 2 contains 45176 members Entering Unmasked Estep Score: -6534872.500000 Penalty: 5402.435059 Iteration 13Q: 3 clusters Score -6534872 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 47137 members Entering Unmasked Estep Score: -6536057.500000 Penalty: 5402.435059 Iteration 14Q: 3 clusters Score -6536058 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 48887 members Entering Unmasked Estep Score: -6537351.000000 Penalty: 5402.435059 Iteration 15Q: 3 clusters Score -6537351 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 50445 members Entering Unmasked Estep Score: -6538554.000000 Penalty: 5402.435059 Iteration 16Q: 3 clusters Score -6538554 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 51598 members Entering Unmasked Estep Score: -6539472.500000 Penalty: 5402.435059 Iteration 17Q: 3 clusters Score -6539472 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 52345 members Entering Unmasked Estep Score: -6540082.500000 Penalty: 5402.435059 Iteration 18Q: 3 clusters Score -6540082 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 52788 members Entering Unmasked Estep Score: -6540397.000000 Penalty: 5402.435059 Iteration 19Q: 3 clusters Score -6540397 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 53021 members Entering Unmasked Estep Score: -6540602.500000 Penalty: 5402.435059 Iteration 20F: 3 clusters Score -6540602 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 53157 members Entering Unmasked Estep Score: -6540732.000000 Penalty: 5402.435059 Iteration 21Q: 3 clusters Score -6540732 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 53222 members Entering Unmasked Estep Score: -6540812.500000 Penalty: 5402.435059 Iteration 22Q: 3 clusters Score -6540812 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 53252 members Entering Unmasked Estep Score: -6540831.500000 Penalty: 5402.435059 Iteration 23Q: 3 clusters Score -6540832 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 53273 members Entering Unmasked Estep Score: -6540867.000000 Penalty: 5402.435059 Iteration 24Q: 3 clusters Score -6540867 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 53292 members Entering Unmasked Estep Score: -6540879.500000 Penalty: 5402.435059 Iteration 25Q: 3 clusters Score -6540880 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 53313 members Entering Unmasked Estep Score: -6540911.000000 Penalty: 5402.435059 Iteration 26Q: 3 clusters Score -6540911 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 53324 members Entering Unmasked Estep Score: -6540923.000000 Penalty: 5402.435059 Iteration 27Q: 3 clusters Score -6540923 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 53331 members Entering Unmasked Estep Score: -6540934.500000 Penalty: 5402.435059 Iteration 28Q: 3 clusters Score -6540934 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 53337 members Entering Unmasked Estep Score: -6540933.000000 Penalty: 5402.435059 Iteration 29Q: 3 clusters Score -6540933 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 53342 members Entering Unmasked Estep Score: -6540939.000000 Penalty: 5402.435059 Iteration 30Q: 3 clusters Score -6540939 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 53347 members Entering Unmasked Estep Score: -6540938.500000 Penalty: 5402.435059 Iteration 31Q: 3 clusters Score -6540938 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 53347 members Entering Unmasked Estep Score: -6540938.500000 Penalty: 5402.435059 Iteration 32F: 3 clusters Score -6540938 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Entering Unmasked Estep Score: -1002315.062500 Penalty: 2257.206787 Iteration 0F: 2 clusters Score -1002315 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -995275.187500 Penalty: 4514.413574 Iteration 0F: 3 clusters Score -995275.2 nChanged 3711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -997358.312500 Penalty: 4514.413574 Iteration 1F: 3 clusters Score -997358.3 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -997769.000000 Penalty: 4514.413574 Iteration 2F: 3 clusters Score -997769 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -998110.062500 Penalty: 4514.413574 Iteration 3F: 3 clusters Score -998110.1 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -998382.375000 Penalty: 4514.413574 Iteration 4F: 3 clusters Score -998382.4 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -998606.250000 Penalty: 4514.413574 Iteration 5Q: 3 clusters Score -998606.2 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -998830.937500 Penalty: 4514.413574 Iteration 6Q: 3 clusters Score -998830.9 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -999028.562500 Penalty: 4514.413574 Iteration 7Q: 3 clusters Score -999028.6 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -999199.500000 Penalty: 4514.413574 Iteration 8Q: 3 clusters Score -999199.5 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -999349.625000 Penalty: 4514.413574 Iteration 9Q: 3 clusters Score -999349.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -999497.812500 Penalty: 4514.413574 Iteration 10Q: 3 clusters Score -999497.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -999647.375000 Penalty: 4514.413574 Iteration 11Q: 3 clusters Score -999647.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -999793.187500 Penalty: 4514.413574 Iteration 12Q: 3 clusters Score -999793.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -999949.687500 Penalty: 4514.413574 Iteration 13Q: 3 clusters Score -999949.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7487 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -1000104.812500 Penalty: 4514.413574 Iteration 14Q: 3 clusters Score -1000105 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -1000236.937500 Penalty: 4514.413574 Iteration 15Q: 3 clusters Score -1000237 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -1000366.500000 Penalty: 4514.413574 Iteration 16Q: 3 clusters Score -1000366 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1000452.875000 Penalty: 4514.413574 Iteration 17Q: 3 clusters Score -1000453 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -1000522.250000 Penalty: 4514.413574 Iteration 18Q: 3 clusters Score -1000522 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -1000562.500000 Penalty: 4514.413574 Iteration 19Q: 3 clusters Score -1000562 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1000597.437500 Penalty: 4514.413574 Iteration 20F: 3 clusters Score -1000597 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1000634.687500 Penalty: 4514.413574 Iteration 21Q: 3 clusters Score -1000635 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1000672.562500 Penalty: 4514.413574 Iteration 22Q: 3 clusters Score -1000673 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -1000697.562500 Penalty: 4514.413574 Iteration 23Q: 3 clusters Score -1000698 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1000723.062500 Penalty: 4514.413574 Iteration 24Q: 3 clusters Score -1000723 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1000744.125000 Penalty: 4514.413574 Iteration 25Q: 3 clusters Score -1000744 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -1000756.187500 Penalty: 4514.413574 Iteration 26Q: 3 clusters Score -1000756 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -1000767.812500 Penalty: 4514.413574 Iteration 27Q: 3 clusters Score -1000768 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -1000776.562500 Penalty: 4514.413574 Iteration 28Q: 3 clusters Score -1000777 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1000784.562500 Penalty: 4514.413574 Iteration 29Q: 3 clusters Score -1000785 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1000791.062500 Penalty: 4514.413574 Iteration 30Q: 3 clusters Score -1000791 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8110 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1000795.812500 Penalty: 4514.413574 Iteration 31Q: 3 clusters Score -1000796 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1000801.500000 Penalty: 4514.413574 Iteration 32Q: 3 clusters Score -1000802 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1000805.500000 Penalty: 4514.413574 Iteration 33Q: 3 clusters Score -1000806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1000808.750000 Penalty: 4514.413574 Iteration 34Q: 3 clusters Score -1000809 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8115 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1000810.250000 Penalty: 4514.413574 Iteration 35Q: 3 clusters Score -1000810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8120 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1000816.500000 Penalty: 4514.413574 Iteration 36Q: 3 clusters Score -1000816 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1000825.875000 Penalty: 4514.413574 Iteration 37Q: 3 clusters Score -1000826 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1000839.250000 Penalty: 4514.413574 Iteration 38Q: 3 clusters Score -1000839 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1000850.000000 Penalty: 4514.413574 Iteration 39Q: 3 clusters Score -1000850 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8130 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1000858.500000 Penalty: 4514.413574 Iteration 40F: 3 clusters Score -1000858 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1000861.187500 Penalty: 4514.413574 Iteration 41Q: 3 clusters Score -1000861 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8136 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1000866.312500 Penalty: 4514.413574 Iteration 42Q: 3 clusters Score -1000866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1000866.062500 Penalty: 4514.413574 Iteration 43Q: 3 clusters Score -1000866 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1000865.187500 Penalty: 4514.413574 Iteration 44Q: 3 clusters Score -1000865 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1000864.437500 Penalty: 4514.413574 Iteration 45Q: 3 clusters Score -1000864 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1000864.437500 Penalty: 4514.413574 Iteration 46F: 3 clusters Score -1000864 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2634 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Entering Unmasked Estep Score: -290707.250000 Penalty: 1953.312256 Iteration 0F: 2 clusters Score -290707.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -287656.125000 Penalty: 3906.624512 Iteration 0F: 3 clusters Score -287656.1 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -288265.125000 Penalty: 3906.624512 Iteration 1F: 3 clusters Score -288265.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -288442.718750 Penalty: 3906.624512 Iteration 2F: 3 clusters Score -288442.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -288547.750000 Penalty: 3906.624512 Iteration 3F: 3 clusters Score -288547.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -288627.031250 Penalty: 3906.624512 Iteration 4Q: 3 clusters Score -288627 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -288680.125000 Penalty: 3906.624512 Iteration 5Q: 3 clusters Score -288680.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -288719.750000 Penalty: 3906.624512 Iteration 6Q: 3 clusters Score -288719.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -288751.781250 Penalty: 3906.624512 Iteration 7Q: 3 clusters Score -288751.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -288778.718750 Penalty: 3906.624512 Iteration 8Q: 3 clusters Score -288778.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -288808.125000 Penalty: 3906.624512 Iteration 9Q: 3 clusters Score -288808.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -288841.875000 Penalty: 3906.624512 Iteration 10Q: 3 clusters Score -288841.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -288868.125000 Penalty: 3906.624512 Iteration 11Q: 3 clusters Score -288868.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -288886.593750 Penalty: 3906.624512 Iteration 12Q: 3 clusters Score -288886.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -288911.593750 Penalty: 3906.624512 Iteration 13Q: 3 clusters Score -288911.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -288945.531250 Penalty: 3906.624512 Iteration 14Q: 3 clusters Score -288945.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -288971.000000 Penalty: 3906.624512 Iteration 15Q: 3 clusters Score -288971 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -288984.906250 Penalty: 3906.624512 Iteration 16Q: 3 clusters Score -288984.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -288990.093750 Penalty: 3906.624512 Iteration 17Q: 3 clusters Score -288990.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -288995.437500 Penalty: 3906.624512 Iteration 18Q: 3 clusters Score -288995.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -288999.406250 Penalty: 3906.624512 Iteration 19Q: 3 clusters Score -288999.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -289002.187500 Penalty: 3906.624512 Iteration 20F: 3 clusters Score -289002.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -289004.125000 Penalty: 3906.624512 Iteration 21Q: 3 clusters Score -289004.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -289006.468750 Penalty: 3906.624512 Iteration 22Q: 3 clusters Score -289006.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -289009.312500 Penalty: 3906.624512 Iteration 23Q: 3 clusters Score -289009.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -289011.968750 Penalty: 3906.624512 Iteration 24Q: 3 clusters Score -289012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -289014.125000 Penalty: 3906.624512 Iteration 25Q: 3 clusters Score -289014.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -289018.093750 Penalty: 3906.624512 Iteration 26Q: 3 clusters Score -289018.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -289022.250000 Penalty: 3906.624512 Iteration 27Q: 3 clusters Score -289022.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -289025.156250 Penalty: 3906.624512 Iteration 28Q: 3 clusters Score -289025.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -289027.625000 Penalty: 3906.624512 Iteration 29Q: 3 clusters Score -289027.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -289030.656250 Penalty: 3906.624512 Iteration 30Q: 3 clusters Score -289030.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -289035.781250 Penalty: 3906.624512 Iteration 31Q: 3 clusters Score -289035.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -289036.468750 Penalty: 3906.624512 Iteration 32Q: 3 clusters Score -289036.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -289037.625000 Penalty: 3906.624512 Iteration 33Q: 3 clusters Score -289037.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -289037.625000 Penalty: 3906.624512 Iteration 34F: 3 clusters Score -289037.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Entering Unmasked Estep Score: -280648.781250 Penalty: 1931.579346 Iteration 0F: 2 clusters Score -280648.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -277790.625000 Penalty: 3863.158691 Iteration 0F: 3 clusters Score -277790.6 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -278431.281250 Penalty: 3863.158691 Iteration 1F: 3 clusters Score -278431.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -278630.375000 Penalty: 3863.158691 Iteration 2F: 3 clusters Score -278630.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -278763.312500 Penalty: 3863.158691 Iteration 3F: 3 clusters Score -278763.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -278860.750000 Penalty: 3863.158691 Iteration 4Q: 3 clusters Score -278860.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -278985.000000 Penalty: 3863.158691 Iteration 5Q: 3 clusters Score -278985 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -279091.062500 Penalty: 3863.158691 Iteration 6Q: 3 clusters Score -279091.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -279171.843750 Penalty: 3863.158691 Iteration 7Q: 3 clusters Score -279171.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -279251.750000 Penalty: 3863.158691 Iteration 8Q: 3 clusters Score -279251.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -279319.062500 Penalty: 3863.158691 Iteration 9Q: 3 clusters Score -279319.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -279372.843750 Penalty: 3863.158691 Iteration 10Q: 3 clusters Score -279372.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -279439.937500 Penalty: 3863.158691 Iteration 11Q: 3 clusters Score -279439.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -279499.062500 Penalty: 3863.158691 Iteration 12Q: 3 clusters Score -279499.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -279537.593750 Penalty: 3863.158691 Iteration 13Q: 3 clusters Score -279537.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -279566.656250 Penalty: 3863.158691 Iteration 14Q: 3 clusters Score -279566.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -279581.531250 Penalty: 3863.158691 Iteration 15Q: 3 clusters Score -279581.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -279588.312500 Penalty: 3863.158691 Iteration 16Q: 3 clusters Score -279588.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -279591.625000 Penalty: 3863.158691 Iteration 17Q: 3 clusters Score -279591.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -279593.500000 Penalty: 3863.158691 Iteration 18Q: 3 clusters Score -279593.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -279594.875000 Penalty: 3863.158691 Iteration 19Q: 3 clusters Score -279594.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -279596.468750 Penalty: 3863.158691 Iteration 20F: 3 clusters Score -279596.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -279597.156250 Penalty: 3863.158691 Iteration 21Q: 3 clusters Score -279597.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -279597.437500 Penalty: 3863.158691 Iteration 22Q: 3 clusters Score -279597.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -279598.093750 Penalty: 3863.158691 Iteration 23Q: 3 clusters Score -279598.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -279598.093750 Penalty: 3863.158691 Iteration 24F: 3 clusters Score -279598.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Entering Unmasked Estep Score: -800124.625000 Penalty: 2204.035156 Iteration 0F: 2 clusters Score -800124.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -794234.625000 Penalty: 4408.070312 Iteration 0F: 3 clusters Score -794234.6 nChanged 2858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -795830.937500 Penalty: 4408.070312 Iteration 1F: 3 clusters Score -795830.9 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -796189.750000 Penalty: 4408.070312 Iteration 2F: 3 clusters Score -796189.8 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -796495.000000 Penalty: 4408.070312 Iteration 3F: 3 clusters Score -796495 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -796808.562500 Penalty: 4408.070312 Iteration 4F: 3 clusters Score -796808.6 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -797111.062500 Penalty: 4408.070312 Iteration 5F: 3 clusters Score -797111.1 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -797345.187500 Penalty: 4408.070312 Iteration 6Q: 3 clusters Score -797345.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -797554.187500 Penalty: 4408.070312 Iteration 7Q: 3 clusters Score -797554.2 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -797753.500000 Penalty: 4408.070312 Iteration 8Q: 3 clusters Score -797753.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -797904.625000 Penalty: 4408.070312 Iteration 9Q: 3 clusters Score -797904.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -798024.187500 Penalty: 4408.070312 Iteration 10Q: 3 clusters Score -798024.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -798111.562500 Penalty: 4408.070312 Iteration 11Q: 3 clusters Score -798111.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -798168.125000 Penalty: 4408.070312 Iteration 12Q: 3 clusters Score -798168.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -798211.687500 Penalty: 4408.070312 Iteration 13Q: 3 clusters Score -798211.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -798244.687500 Penalty: 4408.070312 Iteration 14Q: 3 clusters Score -798244.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -798275.562500 Penalty: 4408.070312 Iteration 15Q: 3 clusters Score -798275.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -798302.187500 Penalty: 4408.070312 Iteration 16Q: 3 clusters Score -798302.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -798330.625000 Penalty: 4408.070312 Iteration 17Q: 3 clusters Score -798330.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -798349.625000 Penalty: 4408.070312 Iteration 18Q: 3 clusters Score -798349.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -798365.812500 Penalty: 4408.070312 Iteration 19Q: 3 clusters Score -798365.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -798384.250000 Penalty: 4408.070312 Iteration 20F: 3 clusters Score -798384.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -798398.062500 Penalty: 4408.070312 Iteration 21Q: 3 clusters Score -798398.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -798414.375000 Penalty: 4408.070312 Iteration 22Q: 3 clusters Score -798414.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -798425.687500 Penalty: 4408.070312 Iteration 23Q: 3 clusters Score -798425.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -798431.562500 Penalty: 4408.070312 Iteration 24Q: 3 clusters Score -798431.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -798441.500000 Penalty: 4408.070312 Iteration 25Q: 3 clusters Score -798441.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -798446.562500 Penalty: 4408.070312 Iteration 26Q: 3 clusters Score -798446.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -798452.562500 Penalty: 4408.070312 Iteration 27Q: 3 clusters Score -798452.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -798457.750000 Penalty: 4408.070312 Iteration 28Q: 3 clusters Score -798457.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -798462.750000 Penalty: 4408.070312 Iteration 29Q: 3 clusters Score -798462.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -798465.125000 Penalty: 4408.070312 Iteration 30Q: 3 clusters Score -798465.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -798468.375000 Penalty: 4408.070312 Iteration 31Q: 3 clusters Score -798468.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -798470.062500 Penalty: 4408.070312 Iteration 32Q: 3 clusters Score -798470.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -798469.125000 Penalty: 4408.070312 Iteration 33Q: 3 clusters Score -798469.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -798468.625000 Penalty: 4408.070312 Iteration 34Q: 3 clusters Score -798468.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -798470.937500 Penalty: 4408.070312 Iteration 35Q: 3 clusters Score -798470.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -798470.000000 Penalty: 4408.070312 Iteration 36Q: 3 clusters Score -798470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -798471.312500 Penalty: 4408.070312 Iteration 37Q: 3 clusters Score -798471.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -798471.250000 Penalty: 4408.070312 Iteration 38Q: 3 clusters Score -798471.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -798472.750000 Penalty: 4408.070312 Iteration 39Q: 3 clusters Score -798472.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -798472.062500 Penalty: 4408.070312 Iteration 40F: 3 clusters Score -798472.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (100879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100879 members Entering Unmasked Estep Score: -12230479.000000 Penalty: 2857.375977 Iteration 0F: 2 clusters Score -1.223048e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50323 members Mstep: Class 2 contains 50556 members Entering Unmasked Estep Score: -12162822.000000 Penalty: 5714.751953 Iteration 0F: 3 clusters Score -1.216282e+07 nChanged 47722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49255 members Mstep: Class 2 contains 51624 members Entering Unmasked Estep Score: -12190560.000000 Penalty: 5714.751953 Iteration 1F: 3 clusters Score -1.219056e+07 nChanged 3651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48440 members Mstep: Class 2 contains 52439 members Entering Unmasked Estep Score: -12191600.000000 Penalty: 5714.751953 Iteration 2Q: 3 clusters Score -1.21916e+07 nChanged 4007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47055 members Mstep: Class 2 contains 53824 members Entering Unmasked Estep Score: -12192952.000000 Penalty: 5714.751953 Iteration 3Q: 3 clusters Score -1.219295e+07 nChanged 4505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44994 members Mstep: Class 2 contains 55885 members Entering Unmasked Estep Score: -12194667.000000 Penalty: 5714.751953 Iteration 4Q: 3 clusters Score -1.219467e+07 nChanged 5315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42049 members Mstep: Class 2 contains 58830 members Entering Unmasked Estep Score: -12197330.000000 Penalty: 5714.751953 Iteration 5F: 3 clusters Score -1.219733e+07 nChanged 6004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38169 members Mstep: Class 2 contains 62710 members Entering Unmasked Estep Score: -12200685.000000 Penalty: 5714.751953 Iteration 6F: 3 clusters Score -1.220068e+07 nChanged 6428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33425 members Mstep: Class 2 contains 67454 members Entering Unmasked Estep Score: -12204681.000000 Penalty: 5714.751953 Iteration 7F: 3 clusters Score -1.220468e+07 nChanged 6224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28423 members Mstep: Class 2 contains 72456 members Entering Unmasked Estep Score: -12208682.000000 Penalty: 5714.751953 Iteration 8F: 3 clusters Score -1.220868e+07 nChanged 5557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23584 members Mstep: Class 2 contains 77295 members Entering Unmasked Estep Score: -12212555.000000 Penalty: 5714.751953 Iteration 9F: 3 clusters Score -1.221256e+07 nChanged 4879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19047 members Mstep: Class 2 contains 81832 members Entering Unmasked Estep Score: -12216000.000000 Penalty: 5714.751953 Iteration 10Q: 3 clusters Score -1.2216e+07 nChanged 4098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 85756 members Entering Unmasked Estep Score: -12218951.000000 Penalty: 5714.751953 Iteration 11Q: 3 clusters Score -1.221895e+07 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11874 members Mstep: Class 2 contains 89005 members Entering Unmasked Estep Score: -12221059.000000 Penalty: 5714.751953 Iteration 12Q: 3 clusters Score -1.222106e+07 nChanged 2653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 91630 members Entering Unmasked Estep Score: -12222799.000000 Penalty: 5714.751953 Iteration 13Q: 3 clusters Score -1.22228e+07 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 93695 members Entering Unmasked Estep Score: -12224071.000000 Penalty: 5714.751953 Iteration 14Q: 3 clusters Score -1.222407e+07 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 95355 members Entering Unmasked Estep Score: -12225105.000000 Penalty: 5714.751953 Iteration 15Q: 3 clusters Score -1.22251e+07 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 96692 members Entering Unmasked Estep Score: -12225919.000000 Penalty: 5714.751953 Iteration 16Q: 3 clusters Score -1.222592e+07 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 97684 members Entering Unmasked Estep Score: -12226567.000000 Penalty: 5714.751953 Iteration 17Q: 3 clusters Score -1.222657e+07 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 98437 members Entering Unmasked Estep Score: -12227031.000000 Penalty: 5714.751953 Iteration 18Q: 3 clusters Score -1.222703e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 98945 members Entering Unmasked Estep Score: -12227370.000000 Penalty: 5714.751953 Iteration 19Q: 3 clusters Score -1.222737e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 99266 members Entering Unmasked Estep Score: -12227560.000000 Penalty: 5714.751953 Iteration 20F: 3 clusters Score -1.222756e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 99481 members Entering Unmasked Estep Score: -12227670.000000 Penalty: 5714.751953 Iteration 21Q: 3 clusters Score -1.222767e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 99643 members Entering Unmasked Estep Score: -12227772.000000 Penalty: 5714.751953 Iteration 22Q: 3 clusters Score -1.222777e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 99752 members Entering Unmasked Estep Score: -12227820.000000 Penalty: 5714.751953 Iteration 23Q: 3 clusters Score -1.222782e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 99829 members Entering Unmasked Estep Score: -12227870.000000 Penalty: 5714.751953 Iteration 24Q: 3 clusters Score -1.222787e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 99883 members Entering Unmasked Estep Score: -12227910.000000 Penalty: 5714.751953 Iteration 25Q: 3 clusters Score -1.222791e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 99931 members Entering Unmasked Estep Score: -12227951.000000 Penalty: 5714.751953 Iteration 26Q: 3 clusters Score -1.222795e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 99967 members Entering Unmasked Estep Score: -12227976.000000 Penalty: 5714.751953 Iteration 27Q: 3 clusters Score -1.222798e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 99995 members Entering Unmasked Estep Score: -12227989.000000 Penalty: 5714.751953 Iteration 28Q: 3 clusters Score -1.222799e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 100022 members Entering Unmasked Estep Score: -12228019.000000 Penalty: 5714.751953 Iteration 29Q: 3 clusters Score -1.222802e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 100039 members Entering Unmasked Estep Score: -12228030.000000 Penalty: 5714.751953 Iteration 30Q: 3 clusters Score -1.222803e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 100052 members Entering Unmasked Estep Score: -12228036.000000 Penalty: 5714.751953 Iteration 31Q: 3 clusters Score -1.222804e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 100064 members Entering Unmasked Estep Score: -12228049.000000 Penalty: 5714.751953 Iteration 32Q: 3 clusters Score -1.222805e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 100075 members Entering Unmasked Estep Score: -12228046.000000 Penalty: 5714.751953 Iteration 33Q: 3 clusters Score -1.222805e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 100080 members Entering Unmasked Estep Score: -12228062.000000 Penalty: 5714.751953 Iteration 34Q: 3 clusters Score -1.222806e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 100086 members Entering Unmasked Estep Score: -12228066.000000 Penalty: 5714.751953 Iteration 35Q: 3 clusters Score -1.222807e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 100092 members Entering Unmasked Estep Score: -12228064.000000 Penalty: 5714.751953 Iteration 36Q: 3 clusters Score -1.222806e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 100098 members Entering Unmasked Estep Score: -12228067.000000 Penalty: 5714.751953 Iteration 37Q: 3 clusters Score -1.222807e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 100102 members Entering Unmasked Estep Score: -12228080.000000 Penalty: 5714.751953 Iteration 38Q: 3 clusters Score -1.222808e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 100108 members Entering Unmasked Estep Score: -12228087.000000 Penalty: 5714.751953 Iteration 39Q: 3 clusters Score -1.222809e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 100110 members Entering Unmasked Estep Score: -12228078.000000 Penalty: 5714.751953 Iteration 40F: 3 clusters Score -1.222808e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 100111 members Entering Unmasked Estep Score: -12228078.000000 Penalty: 5714.751953 Iteration 41Q: 3 clusters Score -1.222808e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 100114 members Entering Unmasked Estep Score: -12228081.000000 Penalty: 5714.751953 Iteration 42Q: 3 clusters Score -1.222808e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 100115 members Entering Unmasked Estep Score: -12228082.000000 Penalty: 5714.751953 Iteration 43Q: 3 clusters Score -1.222808e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 100116 members Entering Unmasked Estep Score: -12228089.000000 Penalty: 5714.751953 Iteration 44Q: 3 clusters Score -1.222809e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 100117 members Entering Unmasked Estep Score: -12228092.000000 Penalty: 5714.751953 Iteration 45Q: 3 clusters Score -1.222809e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 100118 members Entering Unmasked Estep Score: -12228091.000000 Penalty: 5714.751953 Iteration 46Q: 3 clusters Score -1.222809e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 100119 members Entering Unmasked Estep Score: -12228087.000000 Penalty: 5714.751953 Iteration 47Q: 3 clusters Score -1.222809e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 100120 members Entering Unmasked Estep Score: -12228096.000000 Penalty: 5714.751953 Iteration 48Q: 3 clusters Score -1.22281e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 100121 members Entering Unmasked Estep Score: -12228096.000000 Penalty: 5714.751953 Iteration 49Q: 3 clusters Score -1.22281e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 100121 members Entering Unmasked Estep Score: -12228096.000000 Penalty: 5714.751953 Iteration 50F: 3 clusters Score -1.22281e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Entering Unmasked Estep Score: -667257.062500 Penalty: 2139.837402 Iteration 0F: 2 clusters Score -667257.1 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 2809 members Entering Unmasked Estep Score: -662429.062500 Penalty: 4279.674805 Iteration 0F: 3 clusters Score -662429.1 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -663558.250000 Penalty: 4279.674805 Iteration 1F: 3 clusters Score -663558.2 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -663791.562500 Penalty: 4279.674805 Iteration 2F: 3 clusters Score -663791.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -663912.062500 Penalty: 4279.674805 Iteration 3Q: 3 clusters Score -663912.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -664004.500000 Penalty: 4279.674805 Iteration 4Q: 3 clusters Score -664004.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -664092.937500 Penalty: 4279.674805 Iteration 5Q: 3 clusters Score -664092.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -664162.937500 Penalty: 4279.674805 Iteration 6Q: 3 clusters Score -664162.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -664224.187500 Penalty: 4279.674805 Iteration 7Q: 3 clusters Score -664224.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -664278.187500 Penalty: 4279.674805 Iteration 8Q: 3 clusters Score -664278.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -664331.562500 Penalty: 4279.674805 Iteration 9Q: 3 clusters Score -664331.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -664378.687500 Penalty: 4279.674805 Iteration 10Q: 3 clusters Score -664378.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -664415.500000 Penalty: 4279.674805 Iteration 11Q: 3 clusters Score -664415.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -664452.125000 Penalty: 4279.674805 Iteration 12Q: 3 clusters Score -664452.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -664499.562500 Penalty: 4279.674805 Iteration 13Q: 3 clusters Score -664499.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -664562.000000 Penalty: 4279.674805 Iteration 14Q: 3 clusters Score -664562 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -664644.062500 Penalty: 4279.674805 Iteration 15Q: 3 clusters Score -664644.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -664740.500000 Penalty: 4279.674805 Iteration 16Q: 3 clusters Score -664740.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -664830.937500 Penalty: 4279.674805 Iteration 17Q: 3 clusters Score -664830.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -664946.437500 Penalty: 4279.674805 Iteration 18Q: 3 clusters Score -664946.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -665065.125000 Penalty: 4279.674805 Iteration 19Q: 3 clusters Score -665065.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -665203.312500 Penalty: 4279.674805 Iteration 20F: 3 clusters Score -665203.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -665315.375000 Penalty: 4279.674805 Iteration 21Q: 3 clusters Score -665315.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -665428.875000 Penalty: 4279.674805 Iteration 22Q: 3 clusters Score -665428.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -665515.062500 Penalty: 4279.674805 Iteration 23Q: 3 clusters Score -665515.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -665583.125000 Penalty: 4279.674805 Iteration 24Q: 3 clusters Score -665583.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -665637.812500 Penalty: 4279.674805 Iteration 25Q: 3 clusters Score -665637.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -665669.250000 Penalty: 4279.674805 Iteration 26Q: 3 clusters Score -665669.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -665696.812500 Penalty: 4279.674805 Iteration 27Q: 3 clusters Score -665696.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -665718.125000 Penalty: 4279.674805 Iteration 28Q: 3 clusters Score -665718.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -665743.062500 Penalty: 4279.674805 Iteration 29Q: 3 clusters Score -665743.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -665754.125000 Penalty: 4279.674805 Iteration 30Q: 3 clusters Score -665754.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -665762.000000 Penalty: 4279.674805 Iteration 31Q: 3 clusters Score -665762 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -665772.125000 Penalty: 4279.674805 Iteration 32Q: 3 clusters Score -665772.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -665782.437500 Penalty: 4279.674805 Iteration 33Q: 3 clusters Score -665782.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -665790.937500 Penalty: 4279.674805 Iteration 34Q: 3 clusters Score -665790.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -665802.000000 Penalty: 4279.674805 Iteration 35Q: 3 clusters Score -665802 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -665811.312500 Penalty: 4279.674805 Iteration 36Q: 3 clusters Score -665811.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -665817.625000 Penalty: 4279.674805 Iteration 37Q: 3 clusters Score -665817.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -665823.187500 Penalty: 4279.674805 Iteration 38Q: 3 clusters Score -665823.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -665826.500000 Penalty: 4279.674805 Iteration 39Q: 3 clusters Score -665826.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -665829.562500 Penalty: 4279.674805 Iteration 40F: 3 clusters Score -665829.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -665832.750000 Penalty: 4279.674805 Iteration 41Q: 3 clusters Score -665832.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -665838.000000 Penalty: 4279.674805 Iteration 42Q: 3 clusters Score -665838 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -665843.875000 Penalty: 4279.674805 Iteration 43Q: 3 clusters Score -665843.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -665844.250000 Penalty: 4279.674805 Iteration 44Q: 3 clusters Score -665844.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -665845.687500 Penalty: 4279.674805 Iteration 45Q: 3 clusters Score -665845.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -665846.687500 Penalty: 4279.674805 Iteration 46Q: 3 clusters Score -665846.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -665846.437500 Penalty: 4279.674805 Iteration 47Q: 3 clusters Score -665846.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -665846.437500 Penalty: 4279.674805 Iteration 48F: 3 clusters Score -665846.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Entering Unmasked Estep Score: -533726.875000 Penalty: 2086.464844 Iteration 0F: 2 clusters Score -533726.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -529504.687500 Penalty: 4172.929688 Iteration 0F: 3 clusters Score -529504.7 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -530526.687500 Penalty: 4172.929688 Iteration 1F: 3 clusters Score -530526.7 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -530757.500000 Penalty: 4172.929688 Iteration 2F: 3 clusters Score -530757.5 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -530916.437500 Penalty: 4172.929688 Iteration 3F: 3 clusters Score -530916.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -531038.562500 Penalty: 4172.929688 Iteration 4Q: 3 clusters Score -531038.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -531164.250000 Penalty: 4172.929688 Iteration 5Q: 3 clusters Score -531164.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -531286.250000 Penalty: 4172.929688 Iteration 6Q: 3 clusters Score -531286.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -531432.125000 Penalty: 4172.929688 Iteration 7Q: 3 clusters Score -531432.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -531577.000000 Penalty: 4172.929688 Iteration 8Q: 3 clusters Score -531577 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -531722.812500 Penalty: 4172.929688 Iteration 9Q: 3 clusters Score -531722.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -531846.562500 Penalty: 4172.929688 Iteration 10Q: 3 clusters Score -531846.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -531946.687500 Penalty: 4172.929688 Iteration 11Q: 3 clusters Score -531946.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -532034.437500 Penalty: 4172.929688 Iteration 12Q: 3 clusters Score -532034.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -532104.937500 Penalty: 4172.929688 Iteration 13Q: 3 clusters Score -532104.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -532152.875000 Penalty: 4172.929688 Iteration 14Q: 3 clusters Score -532152.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -532182.687500 Penalty: 4172.929688 Iteration 15Q: 3 clusters Score -532182.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -532211.000000 Penalty: 4172.929688 Iteration 16Q: 3 clusters Score -532211 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -532229.500000 Penalty: 4172.929688 Iteration 17Q: 3 clusters Score -532229.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -532248.062500 Penalty: 4172.929688 Iteration 18Q: 3 clusters Score -532248.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -532261.812500 Penalty: 4172.929688 Iteration 19Q: 3 clusters Score -532261.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -532283.562500 Penalty: 4172.929688 Iteration 20F: 3 clusters Score -532283.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -532303.000000 Penalty: 4172.929688 Iteration 21Q: 3 clusters Score -532303 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -532315.000000 Penalty: 4172.929688 Iteration 22Q: 3 clusters Score -532315 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -532320.937500 Penalty: 4172.929688 Iteration 23Q: 3 clusters Score -532320.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -532328.625000 Penalty: 4172.929688 Iteration 24Q: 3 clusters Score -532328.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -532333.250000 Penalty: 4172.929688 Iteration 25Q: 3 clusters Score -532333.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -532333.750000 Penalty: 4172.929688 Iteration 26Q: 3 clusters Score -532333.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -532334.875000 Penalty: 4172.929688 Iteration 27Q: 3 clusters Score -532334.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -532336.750000 Penalty: 4172.929688 Iteration 28Q: 3 clusters Score -532336.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -532339.187500 Penalty: 4172.929688 Iteration 29Q: 3 clusters Score -532339.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -532339.187500 Penalty: 4172.929688 Iteration 30F: 3 clusters Score -532339.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Entering Unmasked Estep Score: -407190.343750 Penalty: 2019.303833 Iteration 0F: 2 clusters Score -407190.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -403718.093750 Penalty: 4038.607666 Iteration 0F: 3 clusters Score -403718.1 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -404502.218750 Penalty: 4038.607666 Iteration 1F: 3 clusters Score -404502.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -404690.125000 Penalty: 4038.607666 Iteration 2F: 3 clusters Score -404690.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -404817.656250 Penalty: 4038.607666 Iteration 3F: 3 clusters Score -404817.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -404900.250000 Penalty: 4038.607666 Iteration 4Q: 3 clusters Score -404900.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -404979.281250 Penalty: 4038.607666 Iteration 5Q: 3 clusters Score -404979.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -405044.906250 Penalty: 4038.607666 Iteration 6Q: 3 clusters Score -405044.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -405102.531250 Penalty: 4038.607666 Iteration 7Q: 3 clusters Score -405102.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -405161.281250 Penalty: 4038.607666 Iteration 8Q: 3 clusters Score -405161.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -405219.937500 Penalty: 4038.607666 Iteration 9Q: 3 clusters Score -405219.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -405274.937500 Penalty: 4038.607666 Iteration 10Q: 3 clusters Score -405274.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -405326.375000 Penalty: 4038.607666 Iteration 11Q: 3 clusters Score -405326.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -405374.125000 Penalty: 4038.607666 Iteration 12Q: 3 clusters Score -405374.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -405409.187500 Penalty: 4038.607666 Iteration 13Q: 3 clusters Score -405409.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -405439.562500 Penalty: 4038.607666 Iteration 14Q: 3 clusters Score -405439.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -405467.375000 Penalty: 4038.607666 Iteration 15Q: 3 clusters Score -405467.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -405485.281250 Penalty: 4038.607666 Iteration 16Q: 3 clusters Score -405485.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -405500.843750 Penalty: 4038.607666 Iteration 17Q: 3 clusters Score -405500.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -405517.718750 Penalty: 4038.607666 Iteration 18Q: 3 clusters Score -405517.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -405537.375000 Penalty: 4038.607666 Iteration 19Q: 3 clusters Score -405537.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -405554.000000 Penalty: 4038.607666 Iteration 20F: 3 clusters Score -405554 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -405571.562500 Penalty: 4038.607666 Iteration 21Q: 3 clusters Score -405571.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -405587.562500 Penalty: 4038.607666 Iteration 22Q: 3 clusters Score -405587.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -405599.843750 Penalty: 4038.607666 Iteration 23Q: 3 clusters Score -405599.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -405606.187500 Penalty: 4038.607666 Iteration 24Q: 3 clusters Score -405606.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -405609.156250 Penalty: 4038.607666 Iteration 25Q: 3 clusters Score -405609.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -405610.343750 Penalty: 4038.607666 Iteration 26Q: 3 clusters Score -405610.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -405612.281250 Penalty: 4038.607666 Iteration 27Q: 3 clusters Score -405612.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -405613.875000 Penalty: 4038.607666 Iteration 28Q: 3 clusters Score -405613.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -405615.437500 Penalty: 4038.607666 Iteration 29Q: 3 clusters Score -405615.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -405616.125000 Penalty: 4038.607666 Iteration 30Q: 3 clusters Score -405616.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -405616.843750 Penalty: 4038.607666 Iteration 31Q: 3 clusters Score -405616.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -405616.843750 Penalty: 4038.607666 Iteration 32F: 3 clusters Score -405616.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15956 members Entering Unmasked Estep Score: -1928462.500000 Penalty: 2400.042480 Iteration 0F: 2 clusters Score -1928462 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8059 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -1916925.375000 Penalty: 4800.084961 Iteration 0F: 3 clusters Score -1916925 nChanged 6873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -1920501.250000 Penalty: 4800.084961 Iteration 1F: 3 clusters Score -1920501 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -1920821.000000 Penalty: 4800.084961 Iteration 2F: 3 clusters Score -1920821 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -1921053.125000 Penalty: 4800.084961 Iteration 3Q: 3 clusters Score -1921053 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -1921257.875000 Penalty: 4800.084961 Iteration 4Q: 3 clusters Score -1921258 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -1921460.625000 Penalty: 4800.084961 Iteration 5Q: 3 clusters Score -1921461 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -1921684.250000 Penalty: 4800.084961 Iteration 6Q: 3 clusters Score -1921684 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1921917.000000 Penalty: 4800.084961 Iteration 7Q: 3 clusters Score -1921917 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1922231.875000 Penalty: 4800.084961 Iteration 8Q: 3 clusters Score -1922232 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1922613.625000 Penalty: 4800.084961 Iteration 9Q: 3 clusters Score -1922614 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1923132.750000 Penalty: 4800.084961 Iteration 10Q: 3 clusters Score -1923133 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11060 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -1923742.125000 Penalty: 4800.084961 Iteration 11F: 3 clusters Score -1923742 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11477 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1924399.250000 Penalty: 4800.084961 Iteration 12Q: 3 clusters Score -1924399 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11763 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1925235.375000 Penalty: 4800.084961 Iteration 13Q: 3 clusters Score -1925235 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11909 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1926255.625000 Penalty: 4800.084961 Iteration 14Q: 3 clusters Score -1926256 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1927300.000000 Penalty: 4800.084961 Iteration 15Q: 3 clusters Score -1927300 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -1928135.875000 Penalty: 4800.084961 Iteration 16Q: 3 clusters Score -1928136 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1928543.875000 Penalty: 4800.084961 Iteration 17Q: 3 clusters Score -1928544 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1928741.625000 Penalty: 4800.084961 Iteration 18Q: 3 clusters Score -1928742 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11348 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1928844.750000 Penalty: 4800.084961 Iteration 19Q: 3 clusters Score -1928845 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -1928905.625000 Penalty: 4800.084961 Iteration 20F: 3 clusters Score -1928906 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -1928944.625000 Penalty: 4800.084961 Iteration 21Q: 3 clusters Score -1928945 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1928962.500000 Penalty: 4800.084961 Iteration 22Q: 3 clusters Score -1928962 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11045 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -1928971.125000 Penalty: 4800.084961 Iteration 23Q: 3 clusters Score -1928971 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -1928980.250000 Penalty: 4800.084961 Iteration 24Q: 3 clusters Score -1928980 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -1928985.875000 Penalty: 4800.084961 Iteration 25Q: 3 clusters Score -1928986 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -1928983.250000 Penalty: 4800.084961 Iteration 26Q: 3 clusters Score -1928983 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1928988.625000 Penalty: 4800.084961 Iteration 27Q: 3 clusters Score -1928989 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10945 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -1928991.375000 Penalty: 4800.084961 Iteration 28Q: 3 clusters Score -1928991 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1928987.625000 Penalty: 4800.084961 Iteration 29Q: 3 clusters Score -1928988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -1928992.875000 Penalty: 4800.084961 Iteration 30Q: 3 clusters Score -1928993 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1928989.875000 Penalty: 4800.084961 Iteration 31Q: 3 clusters Score -1928990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -1928990.875000 Penalty: 4800.084961 Iteration 32Q: 3 clusters Score -1928991 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10925 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -1928994.000000 Penalty: 4800.084961 Iteration 33Q: 3 clusters Score -1928994 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10921 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -1928995.000000 Penalty: 4800.084961 Iteration 34Q: 3 clusters Score -1928995 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1928994.125000 Penalty: 4800.084961 Iteration 35Q: 3 clusters Score -1928994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1928996.000000 Penalty: 4800.084961 Iteration 36Q: 3 clusters Score -1928996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1928995.500000 Penalty: 4800.084961 Iteration 37Q: 3 clusters Score -1928996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1928995.500000 Penalty: 4800.084961 Iteration 38F: 3 clusters Score -1928996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53745 members Mstep: Class 2 contains 8970 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 7239 members Mstep: Class 6 contains 100879 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4506 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 10915 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 22538 members Mstep: Class 13 contains 5041 members Mstep: Class 14 contains 9438 members Mstep: Class 15 contains 3623 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18302 members Mstep: Class 23 contains 15012 members Mstep: Class 24 contains 4022 members Entering Unmasked Estep Score: -33505498.000000 Penalty: 62279.437500 Splitting cluster 10 changes total score from -33505830.000000 to -33505498.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (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: -49038.789062 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -49038.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -47596.050781 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -47596.05 nChanged 102 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: -47832.519531 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -47832.52 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -48002.472656 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -48002.47 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48120.183594 Penalty: 3070.396484 Iteration 3F: 3 clusters Score -48120.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -48170.628906 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -48170.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -48208.464844 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -48208.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -48242.750000 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -48242.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -48286.871094 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -48286.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -48305.027344 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -48305.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -48307.558594 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -48307.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -48310.859375 Penalty: 3070.396484 Iteration 10Q: 3 clusters Score -48310.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -48310.859375 Penalty: 3070.396484 Iteration 11F: 3 clusters Score -48310.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22538 members Entering Unmasked Estep Score: -2743997.500000 Penalty: 2485.693604 Iteration 0F: 2 clusters Score -2743998 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11319 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -2728331.250000 Penalty: 4971.387207 Iteration 0F: 3 clusters Score -2728331 nChanged 9901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 11136 members Entering Unmasked Estep Score: -2733907.250000 Penalty: 4971.387207 Iteration 1F: 3 clusters Score -2733907 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -2734693.250000 Penalty: 4971.387207 Iteration 2F: 3 clusters Score -2734693 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 10696 members Entering Unmasked Estep Score: -2735803.000000 Penalty: 4971.387207 Iteration 3F: 3 clusters Score -2735803 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -2737350.500000 Penalty: 4971.387207 Iteration 4F: 3 clusters Score -2737350 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13497 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -2739083.750000 Penalty: 4971.387207 Iteration 5F: 3 clusters Score -2739084 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14725 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -2740766.500000 Penalty: 4971.387207 Iteration 6F: 3 clusters Score -2740766 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15739 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -2742169.500000 Penalty: 4971.387207 Iteration 7F: 3 clusters Score -2742170 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16459 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -2743188.500000 Penalty: 4971.387207 Iteration 8Q: 3 clusters Score -2743188 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16954 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -2743888.750000 Penalty: 4971.387207 Iteration 9Q: 3 clusters Score -2743889 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17309 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -2744220.500000 Penalty: 4971.387207 Iteration 10Q: 3 clusters Score -2744220 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17592 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -2744425.250000 Penalty: 4971.387207 Iteration 11Q: 3 clusters Score -2744425 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17794 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -2744539.250000 Penalty: 4971.387207 Iteration 12Q: 3 clusters Score -2744539 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17972 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -2744640.000000 Penalty: 4971.387207 Iteration 13Q: 3 clusters Score -2744640 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18125 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -2744707.500000 Penalty: 4971.387207 Iteration 14Q: 3 clusters Score -2744708 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18257 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -2744777.250000 Penalty: 4971.387207 Iteration 15Q: 3 clusters Score -2744777 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18359 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -2744822.500000 Penalty: 4971.387207 Iteration 16Q: 3 clusters Score -2744822 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18446 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -2744862.250000 Penalty: 4971.387207 Iteration 17Q: 3 clusters Score -2744862 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18526 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -2744899.750000 Penalty: 4971.387207 Iteration 18Q: 3 clusters Score -2744900 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18581 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -2744914.750000 Penalty: 4971.387207 Iteration 19Q: 3 clusters Score -2744915 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18639 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -2744926.250000 Penalty: 4971.387207 Iteration 20F: 3 clusters Score -2744926 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18683 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -2744936.000000 Penalty: 4971.387207 Iteration 21Q: 3 clusters Score -2744936 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18719 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -2744958.250000 Penalty: 4971.387207 Iteration 22Q: 3 clusters Score -2744958 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18743 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -2744963.750000 Penalty: 4971.387207 Iteration 23Q: 3 clusters Score -2744964 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18766 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -2744965.250000 Penalty: 4971.387207 Iteration 24Q: 3 clusters Score -2744965 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18778 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -2744972.000000 Penalty: 4971.387207 Iteration 25Q: 3 clusters Score -2744972 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18786 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -2744974.750000 Penalty: 4971.387207 Iteration 26Q: 3 clusters Score -2744975 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18793 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -2744970.750000 Penalty: 4971.387207 Iteration 27Q: 3 clusters Score -2744971 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18808 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -2744973.750000 Penalty: 4971.387207 Iteration 28Q: 3 clusters Score -2744974 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18826 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -2744983.250000 Penalty: 4971.387207 Iteration 29Q: 3 clusters Score -2744983 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18845 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -2744990.500000 Penalty: 4971.387207 Iteration 30Q: 3 clusters Score -2744990 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18858 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -2744992.500000 Penalty: 4971.387207 Iteration 31Q: 3 clusters Score -2744992 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18867 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -2744996.750000 Penalty: 4971.387207 Iteration 32Q: 3 clusters Score -2744997 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18870 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -2744993.000000 Penalty: 4971.387207 Iteration 33Q: 3 clusters Score -2744993 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18870 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -2744993.000000 Penalty: 4971.387207 Iteration 34F: 3 clusters Score -2744993 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53745 members Mstep: Class 2 contains 8970 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 7239 members Mstep: Class 6 contains 100879 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4506 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 15956 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 18870 members Mstep: Class 13 contains 3668 members Mstep: Class 14 contains 9438 members Mstep: Class 15 contains 3623 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18302 members Mstep: Class 23 contains 15012 members Mstep: Class 24 contains 4022 members Entering Unmasked Estep Score: -33506304.000000 Penalty: 62279.437500 Splitting cluster 12 changes total score from -33505830.000000 to -33506304.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 14 (9438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9438 members Entering Unmasked Estep Score: -1134439.125000 Penalty: 2269.819824 Iteration 0F: 2 clusters Score -1134439 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -1127100.125000 Penalty: 4539.639648 Iteration 0F: 3 clusters Score -1127100 nChanged 3916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1129222.875000 Penalty: 4539.639648 Iteration 1F: 3 clusters Score -1129223 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -1129520.500000 Penalty: 4539.639648 Iteration 2F: 3 clusters Score -1129520 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1129747.500000 Penalty: 4539.639648 Iteration 3F: 3 clusters Score -1129748 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1129914.500000 Penalty: 4539.639648 Iteration 4Q: 3 clusters Score -1129914 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1130075.750000 Penalty: 4539.639648 Iteration 5Q: 3 clusters Score -1130076 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -1130255.750000 Penalty: 4539.639648 Iteration 6Q: 3 clusters Score -1130256 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -1130462.000000 Penalty: 4539.639648 Iteration 7Q: 3 clusters Score -1130462 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -1130671.250000 Penalty: 4539.639648 Iteration 8Q: 3 clusters Score -1130671 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -1130879.500000 Penalty: 4539.639648 Iteration 9Q: 3 clusters Score -1130880 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1131088.875000 Penalty: 4539.639648 Iteration 10Q: 3 clusters Score -1131089 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1131320.250000 Penalty: 4539.639648 Iteration 11Q: 3 clusters Score -1131320 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -1131568.500000 Penalty: 4539.639648 Iteration 12Q: 3 clusters Score -1131568 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -1131801.250000 Penalty: 4539.639648 Iteration 13Q: 3 clusters Score -1131801 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -1132050.000000 Penalty: 4539.639648 Iteration 14Q: 3 clusters Score -1132050 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -1132302.750000 Penalty: 4539.639648 Iteration 15Q: 3 clusters Score -1132303 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -1132525.875000 Penalty: 4539.639648 Iteration 16Q: 3 clusters Score -1132526 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -1132692.625000 Penalty: 4539.639648 Iteration 17Q: 3 clusters Score -1132693 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -1132821.500000 Penalty: 4539.639648 Iteration 18Q: 3 clusters Score -1132822 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -1132925.125000 Penalty: 4539.639648 Iteration 19Q: 3 clusters Score -1132925 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -1133024.250000 Penalty: 4539.639648 Iteration 20F: 3 clusters Score -1133024 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -1133102.375000 Penalty: 4539.639648 Iteration 21Q: 3 clusters Score -1133102 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -1133158.875000 Penalty: 4539.639648 Iteration 22Q: 3 clusters Score -1133159 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -1133208.750000 Penalty: 4539.639648 Iteration 23Q: 3 clusters Score -1133209 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -1133235.375000 Penalty: 4539.639648 Iteration 24Q: 3 clusters Score -1133235 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -1133252.000000 Penalty: 4539.639648 Iteration 25Q: 3 clusters Score -1133252 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -1133261.375000 Penalty: 4539.639648 Iteration 26Q: 3 clusters Score -1133261 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -1133270.875000 Penalty: 4539.639648 Iteration 27Q: 3 clusters Score -1133271 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -1133279.750000 Penalty: 4539.639648 Iteration 28Q: 3 clusters Score -1133280 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 8438 members Entering Unmasked Estep Score: -1133281.500000 Penalty: 4539.639648 Iteration 29Q: 3 clusters Score -1133282 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 8447 members Entering Unmasked Estep Score: -1133285.500000 Penalty: 4539.639648 Iteration 30Q: 3 clusters Score -1133286 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -1133289.750000 Penalty: 4539.639648 Iteration 31Q: 3 clusters Score -1133290 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -1133289.000000 Penalty: 4539.639648 Iteration 32Q: 3 clusters Score -1133289 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -1133291.125000 Penalty: 4539.639648 Iteration 33Q: 3 clusters Score -1133291 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -1133292.875000 Penalty: 4539.639648 Iteration 34Q: 3 clusters Score -1133293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1133292.875000 Penalty: 4539.639648 Iteration 35Q: 3 clusters Score -1133293 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -1133293.000000 Penalty: 4539.639648 Iteration 36Q: 3 clusters Score -1133293 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 8467 members Entering Unmasked Estep Score: -1133294.000000 Penalty: 4539.639648 Iteration 37Q: 3 clusters Score -1133294 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 8467 members Entering Unmasked Estep Score: -1133294.000000 Penalty: 4539.639648 Iteration 38F: 3 clusters Score -1133294 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Entering Unmasked Estep Score: -433404.812500 Penalty: 2032.374390 Iteration 0F: 2 clusters Score -433404.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -429753.593750 Penalty: 4064.748779 Iteration 0F: 3 clusters Score -429753.6 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -430596.906250 Penalty: 4064.748779 Iteration 1F: 3 clusters Score -430596.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -430818.125000 Penalty: 4064.748779 Iteration 2F: 3 clusters Score -430818.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -430968.250000 Penalty: 4064.748779 Iteration 3F: 3 clusters Score -430968.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -431084.562500 Penalty: 4064.748779 Iteration 4Q: 3 clusters Score -431084.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -431189.750000 Penalty: 4064.748779 Iteration 5Q: 3 clusters Score -431189.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -431273.156250 Penalty: 4064.748779 Iteration 6Q: 3 clusters Score -431273.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -431340.843750 Penalty: 4064.748779 Iteration 7Q: 3 clusters Score -431340.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -431380.281250 Penalty: 4064.748779 Iteration 8Q: 3 clusters Score -431380.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -431411.000000 Penalty: 4064.748779 Iteration 9Q: 3 clusters Score -431411 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -431433.187500 Penalty: 4064.748779 Iteration 10Q: 3 clusters Score -431433.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -431451.687500 Penalty: 4064.748779 Iteration 11Q: 3 clusters Score -431451.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -431473.187500 Penalty: 4064.748779 Iteration 12Q: 3 clusters Score -431473.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -431502.500000 Penalty: 4064.748779 Iteration 13Q: 3 clusters Score -431502.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -431531.968750 Penalty: 4064.748779 Iteration 14Q: 3 clusters Score -431532 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -431560.812500 Penalty: 4064.748779 Iteration 15Q: 3 clusters Score -431560.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -431593.031250 Penalty: 4064.748779 Iteration 16Q: 3 clusters Score -431593 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -431626.843750 Penalty: 4064.748779 Iteration 17Q: 3 clusters Score -431626.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -431658.312500 Penalty: 4064.748779 Iteration 18Q: 3 clusters Score -431658.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -431700.250000 Penalty: 4064.748779 Iteration 19Q: 3 clusters Score -431700.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -431735.843750 Penalty: 4064.748779 Iteration 20F: 3 clusters Score -431735.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -431777.562500 Penalty: 4064.748779 Iteration 21Q: 3 clusters Score -431777.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -431814.875000 Penalty: 4064.748779 Iteration 22Q: 3 clusters Score -431814.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -431855.718750 Penalty: 4064.748779 Iteration 23Q: 3 clusters Score -431855.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -431891.437500 Penalty: 4064.748779 Iteration 24Q: 3 clusters Score -431891.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -431918.843750 Penalty: 4064.748779 Iteration 25Q: 3 clusters Score -431918.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -431942.187500 Penalty: 4064.748779 Iteration 26Q: 3 clusters Score -431942.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -431956.312500 Penalty: 4064.748779 Iteration 27Q: 3 clusters Score -431956.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -431969.937500 Penalty: 4064.748779 Iteration 28Q: 3 clusters Score -431969.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -431982.906250 Penalty: 4064.748779 Iteration 29Q: 3 clusters Score -431982.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -431993.468750 Penalty: 4064.748779 Iteration 30Q: 3 clusters Score -431993.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -432007.343750 Penalty: 4064.748779 Iteration 31Q: 3 clusters Score -432007.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -432017.406250 Penalty: 4064.748779 Iteration 32Q: 3 clusters Score -432017.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -432025.656250 Penalty: 4064.748779 Iteration 33Q: 3 clusters Score -432025.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -432038.875000 Penalty: 4064.748779 Iteration 34Q: 3 clusters Score -432038.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -432058.593750 Penalty: 4064.748779 Iteration 35Q: 3 clusters Score -432058.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -432072.625000 Penalty: 4064.748779 Iteration 36Q: 3 clusters Score -432072.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -432095.250000 Penalty: 4064.748779 Iteration 37Q: 3 clusters Score -432095.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -432128.781250 Penalty: 4064.748779 Iteration 38Q: 3 clusters Score -432128.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -432149.812500 Penalty: 4064.748779 Iteration 39Q: 3 clusters Score -432149.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -432164.250000 Penalty: 4064.748779 Iteration 40F: 3 clusters Score -432164.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -432181.406250 Penalty: 4064.748779 Iteration 41Q: 3 clusters Score -432181.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -432208.375000 Penalty: 4064.748779 Iteration 42Q: 3 clusters Score -432208.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -432236.437500 Penalty: 4064.748779 Iteration 43Q: 3 clusters Score -432236.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -432263.375000 Penalty: 4064.748779 Iteration 44Q: 3 clusters Score -432263.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -432277.500000 Penalty: 4064.748779 Iteration 45Q: 3 clusters Score -432277.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -432285.156250 Penalty: 4064.748779 Iteration 46Q: 3 clusters Score -432285.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -432286.937500 Penalty: 4064.748779 Iteration 47Q: 3 clusters Score -432286.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -432286.937500 Penalty: 4064.748779 Iteration 48F: 3 clusters Score -432286.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Entering Unmasked Estep Score: -404150.625000 Penalty: 2021.244385 Iteration 0F: 2 clusters Score -404150.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -400569.562500 Penalty: 4042.488770 Iteration 0F: 3 clusters Score -400569.6 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -401307.312500 Penalty: 4042.488770 Iteration 1F: 3 clusters Score -401307.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -401496.875000 Penalty: 4042.488770 Iteration 2F: 3 clusters Score -401496.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -401595.218750 Penalty: 4042.488770 Iteration 3Q: 3 clusters Score -401595.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -401652.875000 Penalty: 4042.488770 Iteration 4Q: 3 clusters Score -401652.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -401687.562500 Penalty: 4042.488770 Iteration 5Q: 3 clusters Score -401687.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -401710.250000 Penalty: 4042.488770 Iteration 6Q: 3 clusters Score -401710.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -401728.812500 Penalty: 4042.488770 Iteration 7Q: 3 clusters Score -401728.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -401749.093750 Penalty: 4042.488770 Iteration 8Q: 3 clusters Score -401749.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -401767.843750 Penalty: 4042.488770 Iteration 9Q: 3 clusters Score -401767.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -401782.906250 Penalty: 4042.488770 Iteration 10Q: 3 clusters Score -401782.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -401794.875000 Penalty: 4042.488770 Iteration 11Q: 3 clusters Score -401794.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -401811.781250 Penalty: 4042.488770 Iteration 12Q: 3 clusters Score -401811.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -401831.593750 Penalty: 4042.488770 Iteration 13Q: 3 clusters Score -401831.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -401841.250000 Penalty: 4042.488770 Iteration 14Q: 3 clusters Score -401841.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -401850.312500 Penalty: 4042.488770 Iteration 15Q: 3 clusters Score -401850.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -401857.093750 Penalty: 4042.488770 Iteration 16Q: 3 clusters Score -401857.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -401864.937500 Penalty: 4042.488770 Iteration 17Q: 3 clusters Score -401864.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -401873.062500 Penalty: 4042.488770 Iteration 18Q: 3 clusters Score -401873.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -401881.562500 Penalty: 4042.488770 Iteration 19Q: 3 clusters Score -401881.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -401890.625000 Penalty: 4042.488770 Iteration 20F: 3 clusters Score -401890.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -401901.750000 Penalty: 4042.488770 Iteration 21Q: 3 clusters Score -401901.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -401912.656250 Penalty: 4042.488770 Iteration 22Q: 3 clusters Score -401912.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -401920.718750 Penalty: 4042.488770 Iteration 23Q: 3 clusters Score -401920.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -401932.593750 Penalty: 4042.488770 Iteration 24Q: 3 clusters Score -401932.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -401949.843750 Penalty: 4042.488770 Iteration 25Q: 3 clusters Score -401949.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -401965.062500 Penalty: 4042.488770 Iteration 26Q: 3 clusters Score -401965.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -401982.937500 Penalty: 4042.488770 Iteration 27Q: 3 clusters Score -401982.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -402004.531250 Penalty: 4042.488770 Iteration 28Q: 3 clusters Score -402004.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -402026.125000 Penalty: 4042.488770 Iteration 29Q: 3 clusters Score -402026.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -402057.093750 Penalty: 4042.488770 Iteration 30Q: 3 clusters Score -402057.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -402085.593750 Penalty: 4042.488770 Iteration 31Q: 3 clusters Score -402085.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -402111.062500 Penalty: 4042.488770 Iteration 32Q: 3 clusters Score -402111.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -402135.156250 Penalty: 4042.488770 Iteration 33Q: 3 clusters Score -402135.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -402158.093750 Penalty: 4042.488770 Iteration 34Q: 3 clusters Score -402158.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -402188.937500 Penalty: 4042.488770 Iteration 35Q: 3 clusters Score -402188.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -402214.906250 Penalty: 4042.488770 Iteration 36Q: 3 clusters Score -402214.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -402233.656250 Penalty: 4042.488770 Iteration 37Q: 3 clusters Score -402233.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -402253.843750 Penalty: 4042.488770 Iteration 38Q: 3 clusters Score -402253.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -402279.500000 Penalty: 4042.488770 Iteration 39Q: 3 clusters Score -402279.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -402297.062500 Penalty: 4042.488770 Iteration 40F: 3 clusters Score -402297.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -402315.375000 Penalty: 4042.488770 Iteration 41Q: 3 clusters Score -402315.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -402334.625000 Penalty: 4042.488770 Iteration 42Q: 3 clusters Score -402334.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -402349.218750 Penalty: 4042.488770 Iteration 43Q: 3 clusters Score -402349.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -402362.375000 Penalty: 4042.488770 Iteration 44Q: 3 clusters Score -402362.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -402370.781250 Penalty: 4042.488770 Iteration 45Q: 3 clusters Score -402370.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -402380.062500 Penalty: 4042.488770 Iteration 46Q: 3 clusters Score -402380.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -402387.843750 Penalty: 4042.488770 Iteration 47Q: 3 clusters Score -402387.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -402396.562500 Penalty: 4042.488770 Iteration 48Q: 3 clusters Score -402396.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -402404.937500 Penalty: 4042.488770 Iteration 49Q: 3 clusters Score -402404.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -402410.468750 Penalty: 4042.488770 Iteration 50Q: 3 clusters Score -402410.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -402413.375000 Penalty: 4042.488770 Iteration 51Q: 3 clusters Score -402413.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -402418.843750 Penalty: 4042.488770 Iteration 52Q: 3 clusters Score -402418.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -402420.781250 Penalty: 4042.488770 Iteration 53Q: 3 clusters Score -402420.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -402423.125000 Penalty: 4042.488770 Iteration 54Q: 3 clusters Score -402423.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -402425.812500 Penalty: 4042.488770 Iteration 55Q: 3 clusters Score -402425.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -402426.531250 Penalty: 4042.488770 Iteration 56Q: 3 clusters Score -402426.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -402427.031250 Penalty: 4042.488770 Iteration 57Q: 3 clusters Score -402427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -402429.937500 Penalty: 4042.488770 Iteration 58Q: 3 clusters Score -402429.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -402428.968750 Penalty: 4042.488770 Iteration 59Q: 3 clusters Score -402429 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -402428.968750 Penalty: 4042.488770 Iteration 60F: 3 clusters Score -402429 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Entering Unmasked Estep Score: -195699.906250 Penalty: 1831.075317 Iteration 0F: 2 clusters Score -195699.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -193351.781250 Penalty: 3662.150635 Iteration 0F: 3 clusters Score -193351.8 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -193719.421875 Penalty: 3662.150635 Iteration 1F: 3 clusters Score -193719.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -193811.156250 Penalty: 3662.150635 Iteration 2F: 3 clusters Score -193811.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -193867.093750 Penalty: 3662.150635 Iteration 3Q: 3 clusters Score -193867.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -193903.453125 Penalty: 3662.150635 Iteration 4Q: 3 clusters Score -193903.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -193927.375000 Penalty: 3662.150635 Iteration 5Q: 3 clusters Score -193927.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -193943.890625 Penalty: 3662.150635 Iteration 6Q: 3 clusters Score -193943.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -193958.140625 Penalty: 3662.150635 Iteration 7Q: 3 clusters Score -193958.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -193969.562500 Penalty: 3662.150635 Iteration 8Q: 3 clusters Score -193969.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -193973.953125 Penalty: 3662.150635 Iteration 9Q: 3 clusters Score -193974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -193975.781250 Penalty: 3662.150635 Iteration 10Q: 3 clusters Score -193975.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -193975.781250 Penalty: 3662.150635 Iteration 11F: 3 clusters Score -193975.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (18302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18302 members Entering Unmasked Estep Score: -2202138.250000 Penalty: 2434.062012 Iteration 0F: 2 clusters Score -2202138 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 9176 members Entering Unmasked Estep Score: -2189140.500000 Penalty: 4868.124023 Iteration 0F: 3 clusters Score -2189140 nChanged 7977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8807 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -2193366.500000 Penalty: 4868.124023 Iteration 1F: 3 clusters Score -2193366 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8518 members Mstep: Class 2 contains 9784 members Entering Unmasked Estep Score: -2193824.500000 Penalty: 4868.124023 Iteration 2F: 3 clusters Score -2193824 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -2194263.750000 Penalty: 4868.124023 Iteration 3F: 3 clusters Score -2194264 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 10539 members Entering Unmasked Estep Score: -2194730.500000 Penalty: 4868.124023 Iteration 4F: 3 clusters Score -2194730 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -2195253.500000 Penalty: 4868.124023 Iteration 5F: 3 clusters Score -2195254 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -2195892.750000 Penalty: 4868.124023 Iteration 6F: 3 clusters Score -2195893 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 12318 members Entering Unmasked Estep Score: -2196552.750000 Penalty: 4868.124023 Iteration 7F: 3 clusters Score -2196553 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -2197185.000000 Penalty: 4868.124023 Iteration 8F: 3 clusters Score -2197185 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 13528 members Entering Unmasked Estep Score: -2197769.750000 Penalty: 4868.124023 Iteration 9Q: 3 clusters Score -2197770 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 14036 members Entering Unmasked Estep Score: -2198292.250000 Penalty: 4868.124023 Iteration 10Q: 3 clusters Score -2198292 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 14442 members Entering Unmasked Estep Score: -2198716.500000 Penalty: 4868.124023 Iteration 11Q: 3 clusters Score -2198716 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 14792 members Entering Unmasked Estep Score: -2199066.250000 Penalty: 4868.124023 Iteration 12Q: 3 clusters Score -2199066 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 15067 members Entering Unmasked Estep Score: -2199269.000000 Penalty: 4868.124023 Iteration 13Q: 3 clusters Score -2199269 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 15287 members Entering Unmasked Estep Score: -2199416.250000 Penalty: 4868.124023 Iteration 14Q: 3 clusters Score -2199416 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 15435 members Entering Unmasked Estep Score: -2199494.250000 Penalty: 4868.124023 Iteration 15Q: 3 clusters Score -2199494 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 15580 members Entering Unmasked Estep Score: -2199583.250000 Penalty: 4868.124023 Iteration 16Q: 3 clusters Score -2199583 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 15720 members Entering Unmasked Estep Score: -2199646.750000 Penalty: 4868.124023 Iteration 17Q: 3 clusters Score -2199647 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 15832 members Entering Unmasked Estep Score: -2199719.000000 Penalty: 4868.124023 Iteration 18Q: 3 clusters Score -2199719 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 15937 members Entering Unmasked Estep Score: -2199767.250000 Penalty: 4868.124023 Iteration 19Q: 3 clusters Score -2199767 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 16016 members Entering Unmasked Estep Score: -2199807.500000 Penalty: 4868.124023 Iteration 20F: 3 clusters Score -2199808 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 16092 members Entering Unmasked Estep Score: -2199842.500000 Penalty: 4868.124023 Iteration 21Q: 3 clusters Score -2199842 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 16168 members Entering Unmasked Estep Score: -2199876.000000 Penalty: 4868.124023 Iteration 22Q: 3 clusters Score -2199876 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 16220 members Entering Unmasked Estep Score: -2199898.000000 Penalty: 4868.124023 Iteration 23Q: 3 clusters Score -2199898 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 16274 members Entering Unmasked Estep Score: -2199914.750000 Penalty: 4868.124023 Iteration 24Q: 3 clusters Score -2199915 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 16325 members Entering Unmasked Estep Score: -2199934.750000 Penalty: 4868.124023 Iteration 25Q: 3 clusters Score -2199935 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -2199950.250000 Penalty: 4868.124023 Iteration 26Q: 3 clusters Score -2199950 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -2199978.500000 Penalty: 4868.124023 Iteration 27Q: 3 clusters Score -2199978 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 16459 members Entering Unmasked Estep Score: -2199991.250000 Penalty: 4868.124023 Iteration 28Q: 3 clusters Score -2199991 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 16482 members Entering Unmasked Estep Score: -2199998.750000 Penalty: 4868.124023 Iteration 29Q: 3 clusters Score -2199999 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 16506 members Entering Unmasked Estep Score: -2200015.250000 Penalty: 4868.124023 Iteration 30Q: 3 clusters Score -2200015 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 16534 members Entering Unmasked Estep Score: -2200018.250000 Penalty: 4868.124023 Iteration 31Q: 3 clusters Score -2200018 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 16562 members Entering Unmasked Estep Score: -2200027.000000 Penalty: 4868.124023 Iteration 32Q: 3 clusters Score -2200027 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 16582 members Entering Unmasked Estep Score: -2200039.000000 Penalty: 4868.124023 Iteration 33Q: 3 clusters Score -2200039 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 16612 members Entering Unmasked Estep Score: -2200050.250000 Penalty: 4868.124023 Iteration 34Q: 3 clusters Score -2200050 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 16633 members Entering Unmasked Estep Score: -2200057.250000 Penalty: 4868.124023 Iteration 35Q: 3 clusters Score -2200057 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 16663 members Entering Unmasked Estep Score: -2200084.000000 Penalty: 4868.124023 Iteration 36Q: 3 clusters Score -2200084 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 16695 members Entering Unmasked Estep Score: -2200094.750000 Penalty: 4868.124023 Iteration 37Q: 3 clusters Score -2200095 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 16716 members Entering Unmasked Estep Score: -2200098.750000 Penalty: 4868.124023 Iteration 38Q: 3 clusters Score -2200099 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 16739 members Entering Unmasked Estep Score: -2200109.500000 Penalty: 4868.124023 Iteration 39Q: 3 clusters Score -2200110 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -2200116.500000 Penalty: 4868.124023 Iteration 40F: 3 clusters Score -2200116 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 16776 members Entering Unmasked Estep Score: -2200124.750000 Penalty: 4868.124023 Iteration 41Q: 3 clusters Score -2200125 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 16791 members Entering Unmasked Estep Score: -2200129.750000 Penalty: 4868.124023 Iteration 42Q: 3 clusters Score -2200130 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 16806 members Entering Unmasked Estep Score: -2200134.500000 Penalty: 4868.124023 Iteration 43Q: 3 clusters Score -2200134 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 16811 members Entering Unmasked Estep Score: -2200135.250000 Penalty: 4868.124023 Iteration 44Q: 3 clusters Score -2200135 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 16818 members Entering Unmasked Estep Score: -2200137.750000 Penalty: 4868.124023 Iteration 45Q: 3 clusters Score -2200138 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 16828 members Entering Unmasked Estep Score: -2200140.500000 Penalty: 4868.124023 Iteration 46Q: 3 clusters Score -2200140 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 16835 members Entering Unmasked Estep Score: -2200147.000000 Penalty: 4868.124023 Iteration 47Q: 3 clusters Score -2200147 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 16846 members Entering Unmasked Estep Score: -2200147.250000 Penalty: 4868.124023 Iteration 48Q: 3 clusters Score -2200147 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 16861 members Entering Unmasked Estep Score: -2200150.500000 Penalty: 4868.124023 Iteration 49Q: 3 clusters Score -2200150 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 16871 members Entering Unmasked Estep Score: -2200151.500000 Penalty: 4868.124023 Iteration 50Q: 3 clusters Score -2200152 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 16881 members Entering Unmasked Estep Score: -2200150.750000 Penalty: 4868.124023 Iteration 51Q: 3 clusters Score -2200151 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 16890 members Entering Unmasked Estep Score: -2200151.250000 Penalty: 4868.124023 Iteration 52Q: 3 clusters Score -2200151 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 16896 members Entering Unmasked Estep Score: -2200155.500000 Penalty: 4868.124023 Iteration 53Q: 3 clusters Score -2200156 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 16901 members Entering Unmasked Estep Score: -2200154.500000 Penalty: 4868.124023 Iteration 54Q: 3 clusters Score -2200154 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 16903 members Entering Unmasked Estep Score: -2200155.000000 Penalty: 4868.124023 Iteration 55Q: 3 clusters Score -2200155 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 16905 members Entering Unmasked Estep Score: -2200160.750000 Penalty: 4868.124023 Iteration 56Q: 3 clusters Score -2200161 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 16907 members Entering Unmasked Estep Score: -2200159.500000 Penalty: 4868.124023 Iteration 57Q: 3 clusters Score -2200160 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 16913 members Entering Unmasked Estep Score: -2200158.250000 Penalty: 4868.124023 Iteration 58Q: 3 clusters Score -2200158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 16917 members Entering Unmasked Estep Score: -2200159.250000 Penalty: 4868.124023 Iteration 59Q: 3 clusters Score -2200159 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 16921 members Entering Unmasked Estep Score: -2200157.250000 Penalty: 4868.124023 Iteration 60F: 3 clusters Score -2200157 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 16930 members Entering Unmasked Estep Score: -2200165.500000 Penalty: 4868.124023 Iteration 61Q: 3 clusters Score -2200166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 16936 members Entering Unmasked Estep Score: -2200164.500000 Penalty: 4868.124023 Iteration 62Q: 3 clusters Score -2200164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 16940 members Entering Unmasked Estep Score: -2200171.000000 Penalty: 4868.124023 Iteration 63Q: 3 clusters Score -2200171 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 16947 members Entering Unmasked Estep Score: -2200173.750000 Penalty: 4868.124023 Iteration 64Q: 3 clusters Score -2200174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 16952 members Entering Unmasked Estep Score: -2200173.750000 Penalty: 4868.124023 Iteration 65Q: 3 clusters Score -2200174 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 16959 members Entering Unmasked Estep Score: -2200172.500000 Penalty: 4868.124023 Iteration 66Q: 3 clusters Score -2200172 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 16962 members Entering Unmasked Estep Score: -2200178.000000 Penalty: 4868.124023 Iteration 67Q: 3 clusters Score -2200178 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 16967 members Entering Unmasked Estep Score: -2200181.750000 Penalty: 4868.124023 Iteration 68Q: 3 clusters Score -2200182 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 16972 members Entering Unmasked Estep Score: -2200183.250000 Penalty: 4868.124023 Iteration 69Q: 3 clusters Score -2200183 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 16980 members Entering Unmasked Estep Score: -2200186.000000 Penalty: 4868.124023 Iteration 70Q: 3 clusters Score -2200186 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 16983 members Entering Unmasked Estep Score: -2200186.500000 Penalty: 4868.124023 Iteration 71Q: 3 clusters Score -2200186 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 16986 members Entering Unmasked Estep Score: -2200187.750000 Penalty: 4868.124023 Iteration 72Q: 3 clusters Score -2200188 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 16991 members Entering Unmasked Estep Score: -2200188.250000 Penalty: 4868.124023 Iteration 73Q: 3 clusters Score -2200188 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 16992 members Entering Unmasked Estep Score: -2200186.750000 Penalty: 4868.124023 Iteration 74Q: 3 clusters Score -2200187 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 16993 members Entering Unmasked Estep Score: -2200187.500000 Penalty: 4868.124023 Iteration 75Q: 3 clusters Score -2200188 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 16994 members Entering Unmasked Estep Score: -2200190.500000 Penalty: 4868.124023 Iteration 76Q: 3 clusters Score -2200190 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 16996 members Entering Unmasked Estep Score: -2200187.000000 Penalty: 4868.124023 Iteration 77Q: 3 clusters Score -2200187 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 16998 members Entering Unmasked Estep Score: -2200188.000000 Penalty: 4868.124023 Iteration 78Q: 3 clusters Score -2200188 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 16999 members Entering Unmasked Estep Score: -2200186.250000 Penalty: 4868.124023 Iteration 79Q: 3 clusters Score -2200186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 16999 members Entering Unmasked Estep Score: -2200186.250000 Penalty: 4868.124023 Iteration 80F: 3 clusters Score -2200186 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (15012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15012 members Entering Unmasked Estep Score: -1814780.250000 Penalty: 2384.917969 Iteration 0F: 2 clusters Score -1814780 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -1803874.500000 Penalty: 4769.835938 Iteration 0F: 3 clusters Score -1803874 nChanged 6472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -1807399.375000 Penalty: 4769.835938 Iteration 1F: 3 clusters Score -1807399 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -1807775.000000 Penalty: 4769.835938 Iteration 2F: 3 clusters Score -1807775 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -1808139.500000 Penalty: 4769.835938 Iteration 3Q: 3 clusters Score -1808140 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1808473.375000 Penalty: 4769.835938 Iteration 4Q: 3 clusters Score -1808473 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -1808809.375000 Penalty: 4769.835938 Iteration 5Q: 3 clusters Score -1808809 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -1809160.375000 Penalty: 4769.835938 Iteration 6Q: 3 clusters Score -1809160 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -1809505.875000 Penalty: 4769.835938 Iteration 7Q: 3 clusters Score -1809506 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1809859.750000 Penalty: 4769.835938 Iteration 8Q: 3 clusters Score -1809860 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -1810264.250000 Penalty: 4769.835938 Iteration 9Q: 3 clusters Score -1810264 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -1810681.250000 Penalty: 4769.835938 Iteration 10Q: 3 clusters Score -1810681 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -1811021.250000 Penalty: 4769.835938 Iteration 11Q: 3 clusters Score -1811021 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -1811315.750000 Penalty: 4769.835938 Iteration 12Q: 3 clusters Score -1811316 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -1811577.125000 Penalty: 4769.835938 Iteration 13Q: 3 clusters Score -1811577 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -1811777.125000 Penalty: 4769.835938 Iteration 14Q: 3 clusters Score -1811777 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -1811922.500000 Penalty: 4769.835938 Iteration 15Q: 3 clusters Score -1811922 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -1812034.500000 Penalty: 4769.835938 Iteration 16Q: 3 clusters Score -1812034 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -1812127.875000 Penalty: 4769.835938 Iteration 17Q: 3 clusters Score -1812128 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -1812228.625000 Penalty: 4769.835938 Iteration 18Q: 3 clusters Score -1812229 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -1812320.375000 Penalty: 4769.835938 Iteration 19Q: 3 clusters Score -1812320 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -1812394.625000 Penalty: 4769.835938 Iteration 20F: 3 clusters Score -1812395 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -1812462.125000 Penalty: 4769.835938 Iteration 21Q: 3 clusters Score -1812462 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -1812504.375000 Penalty: 4769.835938 Iteration 22Q: 3 clusters Score -1812504 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 7948 members Entering Unmasked Estep Score: -1812538.375000 Penalty: 4769.835938 Iteration 23Q: 3 clusters Score -1812538 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -1812582.375000 Penalty: 4769.835938 Iteration 24Q: 3 clusters Score -1812582 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -1812611.250000 Penalty: 4769.835938 Iteration 25Q: 3 clusters Score -1812611 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -1812638.750000 Penalty: 4769.835938 Iteration 26Q: 3 clusters Score -1812639 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -1812664.750000 Penalty: 4769.835938 Iteration 27Q: 3 clusters Score -1812665 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -1812681.125000 Penalty: 4769.835938 Iteration 28Q: 3 clusters Score -1812681 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1812690.750000 Penalty: 4769.835938 Iteration 29Q: 3 clusters Score -1812691 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -1812706.625000 Penalty: 4769.835938 Iteration 30Q: 3 clusters Score -1812707 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -1812713.250000 Penalty: 4769.835938 Iteration 31Q: 3 clusters Score -1812713 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -1812731.375000 Penalty: 4769.835938 Iteration 32Q: 3 clusters Score -1812731 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1812736.750000 Penalty: 4769.835938 Iteration 33Q: 3 clusters Score -1812737 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -1812742.625000 Penalty: 4769.835938 Iteration 34Q: 3 clusters Score -1812743 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -1812760.000000 Penalty: 4769.835938 Iteration 35Q: 3 clusters Score -1812760 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -1812773.500000 Penalty: 4769.835938 Iteration 36Q: 3 clusters Score -1812774 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -1812791.500000 Penalty: 4769.835938 Iteration 37Q: 3 clusters Score -1812792 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1812810.125000 Penalty: 4769.835938 Iteration 38Q: 3 clusters Score -1812810 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -1812829.625000 Penalty: 4769.835938 Iteration 39Q: 3 clusters Score -1812830 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -1812858.125000 Penalty: 4769.835938 Iteration 40F: 3 clusters Score -1812858 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -1812868.375000 Penalty: 4769.835938 Iteration 41Q: 3 clusters Score -1812868 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1812888.250000 Penalty: 4769.835938 Iteration 42Q: 3 clusters Score -1812888 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -1812923.375000 Penalty: 4769.835938 Iteration 43Q: 3 clusters Score -1812923 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -1812959.875000 Penalty: 4769.835938 Iteration 44Q: 3 clusters Score -1812960 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8221 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -1813005.000000 Penalty: 4769.835938 Iteration 45Q: 3 clusters Score -1813005 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -1813052.625000 Penalty: 4769.835938 Iteration 46Q: 3 clusters Score -1813053 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -1813087.750000 Penalty: 4769.835938 Iteration 47Q: 3 clusters Score -1813088 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -1813120.875000 Penalty: 4769.835938 Iteration 48Q: 3 clusters Score -1813121 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1813151.125000 Penalty: 4769.835938 Iteration 49Q: 3 clusters Score -1813151 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -1813184.625000 Penalty: 4769.835938 Iteration 50Q: 3 clusters Score -1813185 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1813206.375000 Penalty: 4769.835938 Iteration 51Q: 3 clusters Score -1813206 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -1813220.125000 Penalty: 4769.835938 Iteration 52Q: 3 clusters Score -1813220 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -1813228.875000 Penalty: 4769.835938 Iteration 53Q: 3 clusters Score -1813229 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -1813240.250000 Penalty: 4769.835938 Iteration 54Q: 3 clusters Score -1813240 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1813251.250000 Penalty: 4769.835938 Iteration 55Q: 3 clusters Score -1813251 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -1813263.375000 Penalty: 4769.835938 Iteration 56Q: 3 clusters Score -1813263 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -1813275.000000 Penalty: 4769.835938 Iteration 57Q: 3 clusters Score -1813275 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9006 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -1813275.250000 Penalty: 4769.835938 Iteration 58Q: 3 clusters Score -1813275 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -1813283.125000 Penalty: 4769.835938 Iteration 59Q: 3 clusters Score -1813283 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 5970 members Entering Unmasked Estep Score: -1813279.125000 Penalty: 4769.835938 Iteration 60F: 3 clusters Score -1813279 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1813279.250000 Penalty: 4769.835938 Iteration 61Q: 3 clusters Score -1813279 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -1813281.000000 Penalty: 4769.835938 Iteration 62Q: 3 clusters Score -1813281 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -1813283.125000 Penalty: 4769.835938 Iteration 63Q: 3 clusters Score -1813283 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -1813282.875000 Penalty: 4769.835938 Iteration 64Q: 3 clusters Score -1813283 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9088 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -1813289.000000 Penalty: 4769.835938 Iteration 65Q: 3 clusters Score -1813289 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -1813291.000000 Penalty: 4769.835938 Iteration 66Q: 3 clusters Score -1813291 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9106 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -1813292.500000 Penalty: 4769.835938 Iteration 67Q: 3 clusters Score -1813292 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -1813294.750000 Penalty: 4769.835938 Iteration 68Q: 3 clusters Score -1813295 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -1813291.375000 Penalty: 4769.835938 Iteration 69Q: 3 clusters Score -1813291 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -1813292.625000 Penalty: 4769.835938 Iteration 70Q: 3 clusters Score -1813293 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1813295.250000 Penalty: 4769.835938 Iteration 71Q: 3 clusters Score -1813295 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -1813295.250000 Penalty: 4769.835938 Iteration 72F: 3 clusters Score -1813295 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Entering Unmasked Estep Score: -481710.687500 Penalty: 2058.284668 Iteration 0F: 2 clusters Score -481710.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -477816.218750 Penalty: 4116.569336 Iteration 0F: 3 clusters Score -477816.2 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -478748.000000 Penalty: 4116.569336 Iteration 1F: 3 clusters Score -478748 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -478990.593750 Penalty: 4116.569336 Iteration 2F: 3 clusters Score -478990.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -479194.937500 Penalty: 4116.569336 Iteration 3F: 3 clusters Score -479194.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -479380.968750 Penalty: 4116.569336 Iteration 4Q: 3 clusters Score -479381 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -479530.781250 Penalty: 4116.569336 Iteration 5Q: 3 clusters Score -479530.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -479650.187500 Penalty: 4116.569336 Iteration 6Q: 3 clusters Score -479650.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -479743.093750 Penalty: 4116.569336 Iteration 7Q: 3 clusters Score -479743.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -479824.875000 Penalty: 4116.569336 Iteration 8Q: 3 clusters Score -479824.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -479886.375000 Penalty: 4116.569336 Iteration 9Q: 3 clusters Score -479886.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -479936.937500 Penalty: 4116.569336 Iteration 10Q: 3 clusters Score -479936.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -479973.218750 Penalty: 4116.569336 Iteration 11Q: 3 clusters Score -479973.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -479996.406250 Penalty: 4116.569336 Iteration 12Q: 3 clusters Score -479996.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -480018.437500 Penalty: 4116.569336 Iteration 13Q: 3 clusters Score -480018.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -480039.625000 Penalty: 4116.569336 Iteration 14Q: 3 clusters Score -480039.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -480062.937500 Penalty: 4116.569336 Iteration 15Q: 3 clusters Score -480062.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -480090.062500 Penalty: 4116.569336 Iteration 16Q: 3 clusters Score -480090.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -480115.531250 Penalty: 4116.569336 Iteration 17Q: 3 clusters Score -480115.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -480133.437500 Penalty: 4116.569336 Iteration 18Q: 3 clusters Score -480133.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -480150.593750 Penalty: 4116.569336 Iteration 19Q: 3 clusters Score -480150.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -480168.843750 Penalty: 4116.569336 Iteration 20F: 3 clusters Score -480168.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -480187.750000 Penalty: 4116.569336 Iteration 21Q: 3 clusters Score -480187.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -480198.000000 Penalty: 4116.569336 Iteration 22Q: 3 clusters Score -480198 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -480206.500000 Penalty: 4116.569336 Iteration 23Q: 3 clusters Score -480206.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -480215.281250 Penalty: 4116.569336 Iteration 24Q: 3 clusters Score -480215.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -480224.437500 Penalty: 4116.569336 Iteration 25Q: 3 clusters Score -480224.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -480231.281250 Penalty: 4116.569336 Iteration 26Q: 3 clusters Score -480231.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: 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Score: -480250.031250 Penalty: 4116.569336 Iteration 31Q: 3 clusters Score -480250 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -480250.500000 Penalty: 4116.569336 Iteration 32Q: 3 clusters Score -480250.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -480250.906250 Penalty: 4116.569336 Iteration 33Q: 3 clusters Score -480250.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -480253.937500 Penalty: 4116.569336 Iteration 34Q: 3 clusters Score -480253.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -480255.312500 Penalty: 4116.569336 Iteration 35Q: 3 clusters Score -480255.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -480255.968750 Penalty: 4116.569336 Iteration 36Q: 3 clusters Score -480256 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -480259.156250 Penalty: 4116.569336 Iteration 37Q: 3 clusters Score -480259.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -480260.625000 Penalty: 4116.569336 Iteration 38Q: 3 clusters Score -480260.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -480262.781250 Penalty: 4116.569336 Iteration 39Q: 3 clusters Score -480262.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -480264.875000 Penalty: 4116.569336 Iteration 40F: 3 clusters Score -480264.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -480266.687500 Penalty: 4116.569336 Iteration 41Q: 3 clusters Score -480266.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -480267.656250 Penalty: 4116.569336 Iteration 42Q: 3 clusters Score -480267.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -480268.218750 Penalty: 4116.569336 Iteration 43Q: 3 clusters Score -480268.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -480269.312500 Penalty: 4116.569336 Iteration 44Q: 3 clusters Score -480269.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -480269.625000 Penalty: 4116.569336 Iteration 45Q: 3 clusters Score -480269.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -480271.093750 Penalty: 4116.569336 Iteration 46Q: 3 clusters Score -480271.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -480271.312500 Penalty: 4116.569336 Iteration 47Q: 3 clusters Score -480271.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -480272.187500 Penalty: 4116.569336 Iteration 48Q: 3 clusters Score -480272.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -480272.187500 Penalty: 4116.569336 Iteration 49F: 3 clusters Score -480272.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53745 members Mstep: Class 2 contains 8970 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 7239 members Mstep: Class 6 contains 100879 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4506 members Mstep: Class 9 contains 3437 members Mstep: Class 10 contains 15956 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 18870 members Mstep: Class 14 contains 9438 members Mstep: Class 15 contains 3623 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 18302 members Mstep: Class 23 contains 15012 members Mstep: Class 24 contains 4022 members Entering Unmasked Estep ConsiderDeletion Score: -33506886.000000 Penalty: 62279.437500 Iteration 199Q: 21 clusters Score -3.350689e+07 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53713 members Mstep: Class 2 contains 9021 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 7240 members Mstep: Class 6 contains 100902 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4603 members Mstep: Class 9 contains 3440 members Mstep: Class 10 contains 15957 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 19174 members Mstep: Class 13 contains 3551 members Mstep: Class 14 contains 9492 members Mstep: Class 15 contains 3619 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 17979 members Mstep: Class 23 contains 14953 members Mstep: Class 24 contains 4022 members Entering Unmasked Estep ConsiderDeletion Score: -33507264.000000 Penalty: 62279.437500 Iteration 200F: 21 clusters Score -3.350726e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53724 members Mstep: Class 2 contains 9022 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7222 members Mstep: Class 6 contains 100931 members Mstep: Class 7 contains 5588 members Mstep: Class 8 contains 4581 members Mstep: Class 9 contains 3434 members Mstep: Class 10 contains 15950 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 19410 members Mstep: Class 13 contains 3598 members Mstep: Class 14 contains 9522 members Mstep: Class 15 contains 3616 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 17717 members Mstep: Class 23 contains 14918 members Mstep: Class 24 contains 4024 members Entering Unmasked Estep ConsiderDeletion Score: -33507394.000000 Penalty: 62279.437500 Iteration 201Q: 21 clusters Score -3.350739e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53722 members Mstep: Class 2 contains 9047 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 7211 members Mstep: Class 6 contains 100950 members Mstep: Class 7 contains 5589 members Mstep: Class 8 contains 4575 members Mstep: Class 9 contains 3426 members Mstep: Class 10 contains 15948 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 19647 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9539 members Mstep: Class 15 contains 3613 members Mstep: Class 16 contains 3464 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 17465 members Mstep: Class 23 contains 14896 members Mstep: Class 24 contains 4022 members Entering Unmasked Estep ConsiderDeletion Score: -33507454.000000 Penalty: 62279.437500 Iteration 202Q: 21 clusters Score -3.350745e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53729 members Mstep: Class 2 contains 9055 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2410 members Mstep: Class 5 contains 7197 members Mstep: Class 6 contains 100969 members Mstep: Class 7 contains 5589 members Mstep: Class 8 contains 4572 members Mstep: Class 9 contains 3423 members Mstep: Class 10 contains 15943 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 19886 members Mstep: Class 13 contains 3612 members Mstep: Class 14 contains 9555 members Mstep: Class 15 contains 3604 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 17229 members Mstep: Class 23 contains 14874 members Mstep: Class 24 contains 4024 members Entering Unmasked Estep ConsiderDeletion Score: -33507530.000000 Penalty: 62279.437500 Iteration 203Q: 21 clusters Score -3.350753e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53734 members Mstep: Class 2 contains 9066 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2404 members Mstep: Class 5 contains 7181 members Mstep: Class 6 contains 100983 members Mstep: Class 7 contains 5589 members Mstep: Class 8 contains 4566 members Mstep: Class 9 contains 3422 members Mstep: Class 10 contains 15938 members Mstep: Class 11 contains 488 members Mstep: Class 12 contains 20119 members Mstep: Class 13 contains 3624 members Mstep: Class 14 contains 9571 members Mstep: Class 15 contains 3594 members Mstep: Class 16 contains 3460 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 17000 members Mstep: Class 23 contains 14859 members Mstep: Class 24 contains 4025 members Entering Unmasked Estep ConsiderDeletion Score: -33507608.000000 Penalty: 62279.437500 Iteration 204Q: 21 clusters Score -3.350761e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53740 members Mstep: Class 2 contains 9081 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2400 members Mstep: Class 5 contains 7167 members Mstep: Class 6 contains 100993 members Mstep: Class 7 contains 5590 members Mstep: Class 8 contains 4564 members Mstep: Class 9 contains 3424 members Mstep: Class 10 contains 15933 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 20346 members Mstep: Class 13 contains 3630 members Mstep: Class 14 contains 9588 members Mstep: Class 15 contains 3587 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 16739 members Mstep: Class 23 contains 14866 members Mstep: Class 24 contains 4027 members Entering Unmasked Estep ConsiderDeletion Score: -33507690.000000 Penalty: 62279.437500 Iteration 205Q: 21 clusters Score -3.350769e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53746 members Mstep: Class 2 contains 9087 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2397 members Mstep: Class 5 contains 7155 members Mstep: Class 6 contains 101014 members Mstep: Class 7 contains 5590 members Mstep: Class 8 contains 4564 members Mstep: Class 9 contains 3423 members Mstep: Class 10 contains 15932 members Mstep: Class 11 contains 486 members Mstep: Class 12 contains 20598 members Mstep: Class 13 contains 3636 members Mstep: Class 14 contains 9603 members Mstep: Class 15 contains 3580 members Mstep: Class 16 contains 3462 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 16460 members Mstep: Class 23 contains 14866 members Mstep: Class 24 contains 4025 members Entering Unmasked Estep ConsiderDeletion Score: -33507718.000000 Penalty: 62279.437500 Iteration 206Q: 21 clusters Score -3.350772e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53750 members Mstep: Class 2 contains 9097 members Mstep: Class 3 contains 2635 members Mstep: Class 4 contains 2395 members Mstep: Class 5 contains 7151 members Mstep: Class 6 contains 101026 members Mstep: Class 7 contains 5590 members Mstep: Class 8 contains 4565 members Mstep: Class 9 contains 3417 members Mstep: Class 10 contains 15929 members Mstep: Class 11 contains 482 members Mstep: Class 12 contains 20849 members Mstep: Class 13 contains 3640 members Mstep: Class 14 contains 9607 members Mstep: Class 15 contains 3574 members Mstep: Class 16 contains 3463 members Mstep: Class 17 contains 1602 members Mstep: Class 19 contains 16207 members Mstep: Class 23 contains 14860 members Mstep: Class 24 contains 4024 members Entering Unmasked Estep ConsiderDeletion Score: -33507712.000000 Penalty: 62279.437500 Iteration 207Q: 21 clusters Score -3.350771e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53758 members Mstep: Class 2 contains 9103 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2394 members Mstep: Class 5 contains 7143 members Mstep: Class 6 contains 101039 members Mstep: Class 7 contains 5591 members Mstep: Class 8 contains 4564 members Mstep: Class 9 contains 3414 members Mstep: Class 10 contains 15927 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 21085 members Mstep: Class 13 contains 3639 members Mstep: Class 14 contains 9611 members Mstep: Class 15 contains 3566 members Mstep: Class 16 contains 3465 members Mstep: Class 17 contains 1599 members Mstep: Class 19 contains 15972 members Mstep: Class 23 contains 14852 members Mstep: Class 24 contains 4026 members Entering Unmasked Estep ConsiderDeletion Score: -33507850.000000 Penalty: 62279.437500 Iteration 208Q: 21 clusters Score -3.350785e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53758 members Mstep: Class 2 contains 9116 members Mstep: Class 3 contains 2632 members Mstep: Class 4 contains 2391 members Mstep: Class 5 contains 7135 members Mstep: Class 6 contains 101060 members Mstep: Class 7 contains 5591 members Mstep: Class 8 contains 4568 members Mstep: Class 9 contains 3413 members Mstep: Class 10 contains 15922 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 21282 members Mstep: Class 13 contains 3630 members Mstep: Class 14 contains 9623 members Mstep: Class 15 contains 3551 members Mstep: Class 16 contains 3466 members Mstep: Class 17 contains 1599 members Mstep: Class 19 contains 15774 members Mstep: Class 23 contains 14847 members Mstep: Class 24 contains 4025 members Entering Unmasked Estep ConsiderDeletion Score: -33507876.000000 Penalty: 62279.437500 Iteration 209Q: 21 clusters Score -3.350788e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53753 members Mstep: Class 2 contains 9119 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2387 members Mstep: Class 5 contains 7125 members Mstep: Class 6 contains 101072 members Mstep: Class 7 contains 5591 members Mstep: Class 8 contains 4569 members Mstep: Class 9 contains 3412 members Mstep: Class 10 contains 15920 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 21505 members Mstep: Class 13 contains 3628 members Mstep: Class 14 contains 9635 members Mstep: Class 15 contains 3538 members Mstep: Class 16 contains 3467 members Mstep: Class 17 contains 1600 members Mstep: Class 19 contains 15561 members Mstep: Class 23 contains 14840 members Mstep: Class 24 contains 4027 members Entering Unmasked Estep ConsiderDeletion Score: -33508044.000000 Penalty: 62279.437500 Iteration 210Q: 21 clusters Score -3.350804e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53758 members Mstep: Class 2 contains 9127 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2380 members Mstep: Class 5 contains 7122 members Mstep: Class 6 contains 101066 members Mstep: Class 7 contains 5591 members Mstep: Class 8 contains 4570 members Mstep: Class 9 contains 3411 members Mstep: Class 10 contains 15918 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 21705 members Mstep: Class 13 contains 3631 members Mstep: Class 14 contains 9644 members Mstep: Class 15 contains 3533 members Mstep: Class 16 contains 3468 members Mstep: Class 17 contains 1601 members Mstep: Class 19 contains 15351 members Mstep: Class 23 contains 14844 members Mstep: Class 24 contains 4029 members Entering Unmasked Estep ConsiderDeletion Score: -33508074.000000 Penalty: 62279.437500 Iteration 211Q: 21 clusters Score -3.350807e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53762 members Mstep: Class 2 contains 9134 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2379 members Mstep: Class 5 contains 7112 members Mstep: Class 6 contains 101079 members Mstep: Class 7 contains 5591 members Mstep: Class 8 contains 4571 members Mstep: Class 9 contains 3413 members Mstep: Class 10 contains 15912 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 21903 members Mstep: Class 13 contains 3632 members Mstep: Class 14 contains 9649 members Mstep: Class 15 contains 3525 members Mstep: Class 16 contains 3469 members Mstep: Class 17 contains 1603 members Mstep: Class 19 contains 15140 members Mstep: Class 23 contains 14845 members Mstep: Class 24 contains 4030 members Entering Unmasked Estep ConsiderDeletion Score: -33508118.000000 Penalty: 62279.437500 Iteration 212Q: 21 clusters Score -3.350812e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53761 members Mstep: Class 2 contains 9158 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2370 members Mstep: Class 5 contains 7095 members Mstep: Class 6 contains 101098 members Mstep: Class 7 contains 5591 members Mstep: Class 8 contains 4575 members Mstep: Class 9 contains 3411 members Mstep: Class 10 contains 15909 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 22101 members Mstep: Class 13 contains 3628 members Mstep: Class 14 contains 9658 members Mstep: Class 15 contains 3514 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 14923 members Mstep: Class 23 contains 14850 members Mstep: Class 24 contains 4031 members Entering Unmasked Estep ConsiderDeletion Score: -33508196.000000 Penalty: 62279.437500 Iteration 213Q: 21 clusters Score -3.35082e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53749 members Mstep: Class 2 contains 9180 members Mstep: Class 3 contains 2634 members Mstep: Class 4 contains 2364 members Mstep: Class 5 contains 7083 members Mstep: Class 6 contains 101115 members Mstep: Class 7 contains 5592 members Mstep: Class 8 contains 4576 members Mstep: Class 9 contains 3409 members Mstep: Class 10 contains 15903 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 22286 members Mstep: Class 13 contains 3620 members Mstep: Class 14 contains 9670 members Mstep: Class 15 contains 3504 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 14726 members Mstep: Class 23 contains 14859 members Mstep: Class 24 contains 4032 members Entering Unmasked Estep ConsiderDeletion Score: -33508228.000000 Penalty: 62279.437500 Iteration 214Q: 21 clusters Score -3.350823e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53753 members Mstep: Class 2 contains 9189 members Mstep: Class 3 contains 2636 members Mstep: Class 4 contains 2357 members Mstep: Class 5 contains 7076 members Mstep: Class 6 contains 101132 members Mstep: Class 7 contains 5594 members Mstep: Class 8 contains 4577 members Mstep: Class 9 contains 3408 members Mstep: Class 10 contains 15896 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 22463 members Mstep: Class 13 contains 3617 members Mstep: Class 14 contains 9682 members Mstep: Class 15 contains 3498 members Mstep: Class 16 contains 3472 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 14511 members Mstep: Class 23 contains 14879 members Mstep: Class 24 contains 4032 members Entering Unmasked Estep ConsiderDeletion Score: -33508282.000000 Penalty: 62279.437500 Iteration 215Q: 21 clusters Score -3.350828e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53745 members Mstep: Class 2 contains 9206 members Mstep: Class 3 contains 2638 members Mstep: Class 4 contains 2354 members Mstep: Class 5 contains 7067 members Mstep: Class 6 contains 101154 members Mstep: Class 7 contains 5596 members Mstep: Class 8 contains 4579 members Mstep: Class 9 contains 3404 members Mstep: Class 10 contains 15886 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 22647 members Mstep: Class 13 contains 3615 members Mstep: Class 14 contains 9687 members Mstep: Class 15 contains 3496 members Mstep: Class 16 contains 3472 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 14306 members Mstep: Class 23 contains 14888 members Mstep: Class 24 contains 4033 members Entering Unmasked Estep ConsiderDeletion Score: -33508264.000000 Penalty: 62279.437500 Iteration 216Q: 21 clusters Score -3.350826e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53747 members Mstep: Class 2 contains 9212 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2353 members Mstep: Class 5 contains 7058 members Mstep: Class 6 contains 101172 members Mstep: Class 7 contains 5599 members Mstep: Class 8 contains 4579 members Mstep: Class 9 contains 3400 members Mstep: Class 10 contains 15881 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 22818 members Mstep: Class 13 contains 3614 members Mstep: Class 14 contains 9691 members Mstep: Class 15 contains 3487 members Mstep: Class 16 contains 3475 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 14116 members Mstep: Class 23 contains 14899 members Mstep: Class 24 contains 4034 members Entering Unmasked Estep ConsiderDeletion Score: -33508352.000000 Penalty: 62279.437500 Iteration 217Q: 21 clusters Score -3.350835e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53746 members Mstep: Class 2 contains 9224 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2354 members Mstep: Class 5 contains 7047 members Mstep: Class 6 contains 101174 members Mstep: Class 7 contains 5599 members Mstep: Class 8 contains 4580 members Mstep: Class 9 contains 3392 members Mstep: Class 10 contains 15875 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 22984 members Mstep: Class 13 contains 3612 members Mstep: Class 14 contains 9701 members Mstep: Class 15 contains 3481 members Mstep: Class 16 contains 3474 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 13944 members Mstep: Class 23 contains 14913 members Mstep: Class 24 contains 4035 members Entering Unmasked Estep ConsiderDeletion Score: -33508452.000000 Penalty: 62279.437500 Iteration 218Q: 21 clusters Score -3.350845e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53751 members Mstep: Class 2 contains 9230 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2353 members Mstep: Class 5 contains 7039 members Mstep: Class 6 contains 101176 members Mstep: Class 7 contains 5600 members Mstep: Class 8 contains 4580 members Mstep: Class 9 contains 3390 members Mstep: Class 10 contains 15873 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 23162 members Mstep: Class 13 contains 3612 members Mstep: Class 14 contains 9702 members Mstep: Class 15 contains 3475 members Mstep: Class 16 contains 3473 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 13757 members Mstep: Class 23 contains 14927 members Mstep: Class 24 contains 4035 members Entering Unmasked Estep ConsiderDeletion Score: -33508454.000000 Penalty: 62279.437500 Iteration 219Q: 21 clusters Score -3.350845e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53741 members Mstep: Class 2 contains 9239 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2354 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 101168 members Mstep: Class 7 contains 5603 members Mstep: Class 8 contains 4581 members Mstep: Class 9 contains 3386 members Mstep: Class 10 contains 15873 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 23316 members Mstep: Class 13 contains 3612 members Mstep: Class 14 contains 9705 members Mstep: Class 15 contains 3469 members Mstep: Class 16 contains 3475 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 13612 members Mstep: Class 23 contains 14943 members Mstep: Class 24 contains 4033 members Entering Unmasked Estep ConsiderDeletion Score: -33508494.000000 Penalty: 62279.437500 Iteration 220F: 21 clusters Score -3.350849e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53729 members Mstep: Class 2 contains 9247 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2353 members Mstep: Class 5 contains 7028 members Mstep: Class 6 contains 101165 members Mstep: Class 7 contains 5606 members Mstep: Class 8 contains 4580 members Mstep: Class 9 contains 3379 members Mstep: Class 10 contains 15871 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 23458 members Mstep: Class 13 contains 3611 members Mstep: Class 14 contains 9709 members Mstep: Class 15 contains 3462 members Mstep: Class 16 contains 3474 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 13487 members Mstep: Class 23 contains 14946 members Mstep: Class 24 contains 4032 members Entering Unmasked Estep ConsiderDeletion Score: -33508570.000000 Penalty: 62279.437500 Iteration 221Q: 21 clusters Score -3.350857e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53723 members Mstep: Class 2 contains 9258 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 101173 members Mstep: Class 7 contains 5607 members Mstep: Class 8 contains 4578 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 15870 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 23581 members Mstep: Class 13 contains 3612 members Mstep: Class 14 contains 9714 members Mstep: Class 15 contains 3457 members Mstep: Class 16 contains 3474 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 13365 members Mstep: Class 23 contains 14941 members Mstep: Class 24 contains 4033 members Entering Unmasked Estep ConsiderDeletion Score: -33508608.000000 Penalty: 62279.437500 Iteration 222Q: 21 clusters Score -3.350861e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53709 members Mstep: Class 2 contains 9271 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2348 members Mstep: Class 5 contains 7018 members Mstep: Class 6 contains 101183 members Mstep: Class 7 contains 5608 members Mstep: Class 8 contains 4578 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 15870 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 23710 members Mstep: Class 13 contains 3611 members Mstep: Class 14 contains 9718 members Mstep: Class 15 contains 3453 members Mstep: Class 16 contains 3475 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 13231 members Mstep: Class 23 contains 14944 members Mstep: Class 24 contains 4036 members Entering Unmasked Estep ConsiderDeletion Score: -33508700.000000 Penalty: 62279.437500 Iteration 223Q: 21 clusters Score -3.35087e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53701 members Mstep: Class 2 contains 9273 members Mstep: Class 3 contains 2638 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 7013 members Mstep: Class 6 contains 101182 members Mstep: Class 7 contains 5609 members Mstep: Class 8 contains 4579 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 15869 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 23836 members Mstep: Class 13 contains 3611 members Mstep: Class 14 contains 9720 members Mstep: Class 15 contains 3449 members Mstep: Class 16 contains 3475 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 13110 members Mstep: Class 23 contains 14950 members Mstep: Class 24 contains 4038 members Entering Unmasked Estep ConsiderDeletion Score: -33508676.000000 Penalty: 62279.437500 Iteration 224Q: 21 clusters Score -3.350868e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53697 members Mstep: Class 2 contains 9280 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 7007 members Mstep: Class 6 contains 101183 members Mstep: Class 7 contains 5609 members Mstep: Class 8 contains 4580 members Mstep: Class 9 contains 3371 members Mstep: Class 10 contains 15867 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 23949 members Mstep: Class 13 contains 3610 members Mstep: Class 14 contains 9721 members Mstep: Class 15 contains 3445 members Mstep: Class 16 contains 3472 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 13009 members Mstep: Class 23 contains 14950 members Mstep: Class 24 contains 4038 members Entering Unmasked Estep ConsiderDeletion Score: -33508756.000000 Penalty: 62279.437500 Iteration 225Q: 21 clusters Score -3.350876e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53696 members Mstep: Class 2 contains 9297 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6995 members Mstep: Class 6 contains 101198 members Mstep: Class 7 contains 5609 members Mstep: Class 8 contains 4581 members Mstep: Class 9 contains 3369 members Mstep: Class 10 contains 15869 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 24047 members Mstep: Class 13 contains 3610 members Mstep: Class 14 contains 9724 members Mstep: Class 15 contains 3446 members Mstep: Class 16 contains 3472 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 12891 members Mstep: Class 23 contains 14946 members Mstep: Class 24 contains 4038 members Entering Unmasked Estep ConsiderDeletion Score: -33508728.000000 Penalty: 62279.437500 Iteration 226Q: 21 clusters Score -3.350873e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53692 members Mstep: Class 2 contains 9307 members Mstep: Class 3 contains 2640 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 101209 members Mstep: Class 7 contains 5609 members Mstep: Class 8 contains 4581 members Mstep: Class 9 contains 3368 members Mstep: Class 10 contains 15869 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 24146 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9726 members Mstep: Class 15 contains 3446 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 12793 members Mstep: Class 23 contains 14933 members Mstep: Class 24 contains 4038 members Entering Unmasked Estep ConsiderDeletion Score: -33508672.000000 Penalty: 62279.437500 Iteration 227Q: 21 clusters Score -3.350867e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53692 members Mstep: Class 2 contains 9318 members Mstep: Class 3 contains 2640 members Mstep: Class 4 contains 2351 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 101208 members Mstep: Class 7 contains 5609 members Mstep: Class 8 contains 4581 members Mstep: Class 9 contains 3366 members Mstep: Class 10 contains 15869 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 24230 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9727 members Mstep: Class 15 contains 3445 members Mstep: Class 16 contains 3469 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 12717 members Mstep: Class 23 contains 14916 members Mstep: Class 24 contains 4039 members Entering Unmasked Estep ConsiderDeletion Score: -33508666.000000 Penalty: 62279.437500 Iteration 228Q: 21 clusters Score -3.350867e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53688 members Mstep: Class 2 contains 9325 members Mstep: Class 3 contains 2640 members Mstep: Class 4 contains 2353 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 101210 members Mstep: Class 7 contains 5610 members Mstep: Class 8 contains 4581 members Mstep: Class 9 contains 3365 members Mstep: Class 10 contains 15867 members Mstep: Class 11 contains 481 members Mstep: Class 12 contains 24307 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9728 members Mstep: Class 15 contains 3441 members Mstep: Class 16 contains 3468 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 12648 members Mstep: Class 23 contains 14908 members Mstep: Class 24 contains 4037 members Entering Unmasked Estep ConsiderDeletion Score: -33508748.000000 Penalty: 62279.437500 Iteration 229Q: 21 clusters Score -3.350875e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53686 members Mstep: Class 2 contains 9327 members Mstep: Class 3 contains 2640 members Mstep: Class 4 contains 2353 members Mstep: Class 5 contains 6988 members Mstep: Class 6 contains 101208 members Mstep: Class 7 contains 5611 members Mstep: Class 8 contains 4581 members Mstep: Class 9 contains 3363 members Mstep: Class 10 contains 15866 members Mstep: Class 11 contains 480 members Mstep: Class 12 contains 24402 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9725 members Mstep: Class 15 contains 3439 members Mstep: Class 16 contains 3468 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 12570 members Mstep: Class 23 contains 14898 members Mstep: Class 24 contains 4040 members Entering Unmasked Estep ConsiderDeletion Score: -33508784.000000 Penalty: 62279.437500 Iteration 230Q: 21 clusters Score -3.350878e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53683 members Mstep: Class 2 contains 9326 members Mstep: Class 3 contains 2640 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 6983 members Mstep: Class 6 contains 101207 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4582 members Mstep: Class 9 contains 3361 members Mstep: Class 10 contains 15864 members Mstep: Class 11 contains 479 members Mstep: Class 12 contains 24495 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9719 members Mstep: Class 15 contains 3440 members Mstep: Class 16 contains 3469 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 12491 members Mstep: Class 23 contains 14895 members Mstep: Class 24 contains 4046 members Entering Unmasked Estep ConsiderDeletion Score: -33508728.000000 Penalty: 62279.437500 Iteration 231Q: 21 clusters Score -3.350873e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53683 members Mstep: Class 2 contains 9332 members Mstep: Class 3 contains 2640 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6980 members Mstep: Class 6 contains 101205 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4583 members Mstep: Class 9 contains 3359 members Mstep: Class 10 contains 15864 members Mstep: Class 11 contains 476 members Mstep: Class 12 contains 24561 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9714 members Mstep: Class 15 contains 3439 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 12431 members Mstep: Class 23 contains 14892 members Mstep: Class 24 contains 4051 members Entering Unmasked Estep ConsiderDeletion Score: -33508816.000000 Penalty: 62279.437500 Iteration 232Q: 21 clusters Score -3.350882e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53680 members Mstep: Class 2 contains 9341 members Mstep: Class 3 contains 2640 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6974 members Mstep: Class 6 contains 101208 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3361 members Mstep: Class 10 contains 15863 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 24613 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9710 members Mstep: Class 15 contains 3438 members Mstep: Class 16 contains 3473 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 12381 members Mstep: Class 23 contains 14886 members Mstep: Class 24 contains 4056 members Entering Unmasked Estep ConsiderDeletion Score: -33508832.000000 Penalty: 62279.437500 Iteration 233Q: 21 clusters Score -3.350883e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53678 members Mstep: Class 2 contains 9342 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6971 members Mstep: Class 6 contains 101209 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3360 members Mstep: Class 10 contains 15862 members Mstep: Class 11 contains 473 members Mstep: Class 12 contains 24675 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9714 members Mstep: Class 15 contains 3436 members Mstep: Class 16 contains 3473 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 12325 members Mstep: Class 23 contains 14882 members Mstep: Class 24 contains 4058 members Entering Unmasked Estep ConsiderDeletion Score: -33508808.000000 Penalty: 62279.437500 Iteration 234Q: 21 clusters Score -3.350881e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53680 members Mstep: Class 2 contains 9345 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6972 members Mstep: Class 6 contains 101206 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3357 members Mstep: Class 10 contains 15862 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 24733 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3436 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 12266 members Mstep: Class 23 contains 14884 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508782.000000 Penalty: 62279.437500 Iteration 235Q: 21 clusters Score -3.350878e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53685 members Mstep: Class 2 contains 9345 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6974 members Mstep: Class 6 contains 101212 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3356 members Mstep: Class 10 contains 15863 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 24798 members Mstep: Class 13 contains 3606 members Mstep: Class 14 contains 9714 members Mstep: Class 15 contains 3433 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 12190 members Mstep: Class 23 contains 14884 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508784.000000 Penalty: 62279.437500 Iteration 236Q: 21 clusters Score -3.350878e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53691 members Mstep: Class 2 contains 9343 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6972 members Mstep: Class 6 contains 101215 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3356 members Mstep: Class 10 contains 15862 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 24847 members Mstep: Class 13 contains 3606 members Mstep: Class 14 contains 9716 members Mstep: Class 15 contains 3427 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 12139 members Mstep: Class 23 contains 14885 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508830.000000 Penalty: 62279.437500 Iteration 237Q: 21 clusters Score -3.350883e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53695 members Mstep: Class 2 contains 9339 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6974 members Mstep: Class 6 contains 101220 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3355 members Mstep: Class 10 contains 15859 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 24884 members Mstep: Class 13 contains 3605 members Mstep: Class 14 contains 9718 members Mstep: Class 15 contains 3420 members Mstep: Class 16 contains 3472 members Mstep: Class 17 contains 1612 members Mstep: Class 19 contains 12099 members Mstep: Class 23 contains 14889 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508828.000000 Penalty: 62279.437500 Iteration 238Q: 21 clusters Score -3.350883e+07 nChanged 72 Entering ConstructFrom: Score: -33508828.000000 Penalty: 62279.437500 Entering ConstructFrom: Trying to split cluster 1 (53690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53690 members Entering Unmasked Estep Score: -6536359.000000 Penalty: 2700.963379 Iteration 0F: 2 clusters Score -6536359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27032 members Mstep: Class 2 contains 26658 members Entering Unmasked Estep Score: -6500298.000000 Penalty: 5401.926758 Iteration 0F: 3 clusters Score -6500298 nChanged 24807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28645 members Mstep: Class 2 contains 25045 members Entering Unmasked Estep Score: -6514200.000000 Penalty: 5401.926758 Iteration 1F: 3 clusters Score -6514200 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29945 members Mstep: Class 2 contains 23745 members Entering Unmasked Estep Score: -6514984.500000 Penalty: 5401.926758 Iteration 2Q: 3 clusters Score -6514984 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31817 members Mstep: Class 2 contains 21873 members Entering Unmasked Estep Score: -6515986.500000 Penalty: 5401.926758 Iteration 3Q: 3 clusters Score -6515986 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34578 members Mstep: Class 2 contains 19112 members Entering Unmasked Estep Score: -6517651.000000 Penalty: 5401.926758 Iteration 4F: 3 clusters Score -6517651 nChanged 3921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38279 members Mstep: Class 2 contains 15411 members Entering Unmasked Estep Score: -6520372.500000 Penalty: 5401.926758 Iteration 5F: 3 clusters Score -6520372 nChanged 4446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42607 members Mstep: Class 2 contains 11083 members Entering Unmasked Estep Score: -6523963.000000 Penalty: 5401.926758 Iteration 6F: 3 clusters Score -6523963 nChanged 4233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46746 members Mstep: Class 2 contains 6944 members Entering Unmasked Estep Score: -6527857.000000 Penalty: 5401.926758 Iteration 7F: 3 clusters Score -6527857 nChanged 3086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49806 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -6530680.000000 Penalty: 5401.926758 Iteration 8F: 3 clusters Score -6530680 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51710 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -6532374.500000 Penalty: 5401.926758 Iteration 9Q: 3 clusters Score -6532374 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52648 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -6533245.500000 Penalty: 5401.926758 Iteration 10Q: 3 clusters Score -6533246 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53065 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -6533624.000000 Penalty: 5401.926758 Iteration 11Q: 3 clusters Score -6533624 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53227 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -6533805.500000 Penalty: 5401.926758 Iteration 12Q: 3 clusters Score -6533806 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53293 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -6533899.500000 Penalty: 5401.926758 Iteration 13Q: 3 clusters Score -6533900 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53333 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -6533956.500000 Penalty: 5401.926758 Iteration 14Q: 3 clusters Score -6533956 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53349 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -6533996.500000 Penalty: 5401.926758 Iteration 15Q: 3 clusters Score -6533996 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53358 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -6534011.000000 Penalty: 5401.926758 Iteration 16Q: 3 clusters Score -6534011 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53359 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -6534028.000000 Penalty: 5401.926758 Iteration 17Q: 3 clusters Score -6534028 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53366 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -6534032.000000 Penalty: 5401.926758 Iteration 18Q: 3 clusters Score -6534032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53366 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -6534031.500000 Penalty: 5401.926758 Iteration 19Q: 3 clusters Score -6534032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -6534039.000000 Penalty: 5401.926758 Iteration 20F: 3 clusters Score -6534039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53368 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -6534035.500000 Penalty: 5401.926758 Iteration 21Q: 3 clusters Score -6534036 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53368 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -6534035.500000 Penalty: 5401.926758 Iteration 22F: 3 clusters Score -6534036 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (9341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Entering Unmasked Estep Score: -1043795.375000 Penalty: 2267.257812 Iteration 0F: 2 clusters Score -1043795 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -1036574.812500 Penalty: 4534.515625 Iteration 0F: 3 clusters Score -1036575 nChanged 3839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1038729.812500 Penalty: 4534.515625 Iteration 1F: 3 clusters Score -1038730 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1039155.125000 Penalty: 4534.515625 Iteration 2F: 3 clusters Score -1039155 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1039513.687500 Penalty: 4534.515625 Iteration 3F: 3 clusters Score -1039514 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1039880.750000 Penalty: 4534.515625 Iteration 4F: 3 clusters Score -1039881 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -1040289.312500 Penalty: 4534.515625 Iteration 5F: 3 clusters Score -1040289 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1040725.000000 Penalty: 4534.515625 Iteration 6F: 3 clusters Score -1040725 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -1041082.000000 Penalty: 4534.515625 Iteration 7F: 3 clusters Score -1041082 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1041341.750000 Penalty: 4534.515625 Iteration 8Q: 3 clusters Score -1041342 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1041520.250000 Penalty: 4534.515625 Iteration 9Q: 3 clusters Score -1041520 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1041648.062500 Penalty: 4534.515625 Iteration 10Q: 3 clusters Score -1041648 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -1041740.500000 Penalty: 4534.515625 Iteration 11Q: 3 clusters Score -1041740 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1041798.875000 Penalty: 4534.515625 Iteration 12Q: 3 clusters Score -1041799 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1041844.937500 Penalty: 4534.515625 Iteration 13Q: 3 clusters Score -1041845 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1041873.250000 Penalty: 4534.515625 Iteration 14Q: 3 clusters Score -1041873 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -1041898.687500 Penalty: 4534.515625 Iteration 15Q: 3 clusters Score -1041899 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1041917.312500 Penalty: 4534.515625 Iteration 16Q: 3 clusters Score -1041917 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1041927.125000 Penalty: 4534.515625 Iteration 17Q: 3 clusters Score -1041927 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1041930.000000 Penalty: 4534.515625 Iteration 18Q: 3 clusters Score -1041930 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1041939.250000 Penalty: 4534.515625 Iteration 19Q: 3 clusters Score -1041939 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1041946.687500 Penalty: 4534.515625 Iteration 20F: 3 clusters Score -1041947 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -1041953.500000 Penalty: 4534.515625 Iteration 21Q: 3 clusters Score -1041954 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1041959.062500 Penalty: 4534.515625 Iteration 22Q: 3 clusters Score -1041959 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1041963.187500 Penalty: 4534.515625 Iteration 23Q: 3 clusters Score -1041963 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1041965.937500 Penalty: 4534.515625 Iteration 24Q: 3 clusters Score -1041966 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1041970.812500 Penalty: 4534.515625 Iteration 25Q: 3 clusters Score -1041971 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -1041974.250000 Penalty: 4534.515625 Iteration 26Q: 3 clusters Score -1041974 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1041981.000000 Penalty: 4534.515625 Iteration 27Q: 3 clusters Score -1041981 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1041987.875000 Penalty: 4534.515625 Iteration 28Q: 3 clusters Score -1041988 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1041986.562500 Penalty: 4534.515625 Iteration 29Q: 3 clusters Score -1041987 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1041990.062500 Penalty: 4534.515625 Iteration 30Q: 3 clusters Score -1041990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1041992.812500 Penalty: 4534.515625 Iteration 31Q: 3 clusters Score -1041993 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1041995.812500 Penalty: 4534.515625 Iteration 32Q: 3 clusters Score -1041996 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1041997.812500 Penalty: 4534.515625 Iteration 33Q: 3 clusters Score -1041998 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -1041997.437500 Penalty: 4534.515625 Iteration 34Q: 3 clusters Score -1041997 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1041999.875000 Penalty: 4534.515625 Iteration 35Q: 3 clusters Score -1042000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1041999.250000 Penalty: 4534.515625 Iteration 36Q: 3 clusters Score -1041999 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -1042000.437500 Penalty: 4534.515625 Iteration 37Q: 3 clusters Score -1042000 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1042000.875000 Penalty: 4534.515625 Iteration 38Q: 3 clusters Score -1042001 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1042001.062500 Penalty: 4534.515625 Iteration 39Q: 3 clusters Score -1042001 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1042001.062500 Penalty: 4534.515625 Iteration 40F: 3 clusters Score -1042001 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -291266.968750 Penalty: 1953.782471 Iteration 0F: 2 clusters Score -291267 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -288272.906250 Penalty: 3907.564941 Iteration 0F: 3 clusters Score -288272.9 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -288858.843750 Penalty: 3907.564941 Iteration 1F: 3 clusters Score -288858.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -288996.125000 Penalty: 3907.564941 Iteration 2F: 3 clusters Score -288996.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -289077.125000 Penalty: 3907.564941 Iteration 3Q: 3 clusters Score -289077.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -289140.812500 Penalty: 3907.564941 Iteration 4Q: 3 clusters Score -289140.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -289189.375000 Penalty: 3907.564941 Iteration 5Q: 3 clusters Score -289189.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -289228.968750 Penalty: 3907.564941 Iteration 6Q: 3 clusters Score -289229 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -289261.500000 Penalty: 3907.564941 Iteration 7Q: 3 clusters Score -289261.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -289282.687500 Penalty: 3907.564941 Iteration 8Q: 3 clusters Score -289282.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -289301.218750 Penalty: 3907.564941 Iteration 9Q: 3 clusters Score -289301.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -289311.468750 Penalty: 3907.564941 Iteration 10Q: 3 clusters Score -289311.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -289319.218750 Penalty: 3907.564941 Iteration 11Q: 3 clusters Score -289319.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -289328.156250 Penalty: 3907.564941 Iteration 12Q: 3 clusters Score -289328.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -289338.281250 Penalty: 3907.564941 Iteration 13Q: 3 clusters Score -289338.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -289343.593750 Penalty: 3907.564941 Iteration 14Q: 3 clusters Score -289343.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -289344.875000 Penalty: 3907.564941 Iteration 15Q: 3 clusters Score -289344.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -289346.218750 Penalty: 3907.564941 Iteration 16Q: 3 clusters Score -289346.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -289346.218750 Penalty: 3907.564941 Iteration 17F: 3 clusters Score -289346.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Entering Unmasked Estep Score: -273512.312500 Penalty: 1924.912720 Iteration 0F: 2 clusters Score -273512.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -270691.812500 Penalty: 3849.825439 Iteration 0F: 3 clusters Score -270691.8 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -271257.062500 Penalty: 3849.825439 Iteration 1F: 3 clusters Score -271257.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -271393.750000 Penalty: 3849.825439 Iteration 2F: 3 clusters Score -271393.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -271478.781250 Penalty: 3849.825439 Iteration 3Q: 3 clusters Score -271478.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -271573.750000 Penalty: 3849.825439 Iteration 4Q: 3 clusters Score -271573.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -271663.250000 Penalty: 3849.825439 Iteration 5Q: 3 clusters Score -271663.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -271749.062500 Penalty: 3849.825439 Iteration 6Q: 3 clusters Score -271749.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -271810.750000 Penalty: 3849.825439 Iteration 7Q: 3 clusters Score -271810.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -271875.250000 Penalty: 3849.825439 Iteration 8Q: 3 clusters Score -271875.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -271945.312500 Penalty: 3849.825439 Iteration 9Q: 3 clusters Score -271945.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -272007.125000 Penalty: 3849.825439 Iteration 10Q: 3 clusters Score -272007.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -272053.875000 Penalty: 3849.825439 Iteration 11Q: 3 clusters Score -272053.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -272105.781250 Penalty: 3849.825439 Iteration 12Q: 3 clusters Score -272105.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -272161.343750 Penalty: 3849.825439 Iteration 13Q: 3 clusters Score -272161.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -272198.593750 Penalty: 3849.825439 Iteration 14Q: 3 clusters Score -272198.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -272214.843750 Penalty: 3849.825439 Iteration 15Q: 3 clusters Score -272214.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -272234.093750 Penalty: 3849.825439 Iteration 16Q: 3 clusters Score -272234.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -272248.531250 Penalty: 3849.825439 Iteration 17Q: 3 clusters Score -272248.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -272262.968750 Penalty: 3849.825439 Iteration 18Q: 3 clusters Score -272263 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -272272.343750 Penalty: 3849.825439 Iteration 19Q: 3 clusters Score -272272.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -272287.281250 Penalty: 3849.825439 Iteration 20F: 3 clusters Score -272287.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -272295.000000 Penalty: 3849.825439 Iteration 21Q: 3 clusters Score -272295 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -272301.656250 Penalty: 3849.825439 Iteration 22Q: 3 clusters Score -272301.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -272304.093750 Penalty: 3849.825439 Iteration 23Q: 3 clusters Score -272304.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -272306.312500 Penalty: 3849.825439 Iteration 24Q: 3 clusters Score -272306.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -272307.562500 Penalty: 3849.825439 Iteration 25Q: 3 clusters Score -272307.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -272307.562500 Penalty: 3849.825439 Iteration 26F: 3 clusters Score -272307.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Entering Unmasked Estep Score: -769956.750000 Penalty: 2194.714844 Iteration 0F: 2 clusters Score -769956.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -764234.187500 Penalty: 4389.429688 Iteration 0F: 3 clusters Score -764234.2 nChanged 2771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -765769.250000 Penalty: 4389.429688 Iteration 1F: 3 clusters Score -765769.2 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -766071.250000 Penalty: 4389.429688 Iteration 2F: 3 clusters Score -766071.2 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -766274.750000 Penalty: 4389.429688 Iteration 3F: 3 clusters Score -766274.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -766439.937500 Penalty: 4389.429688 Iteration 4Q: 3 clusters Score -766439.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -766604.687500 Penalty: 4389.429688 Iteration 5Q: 3 clusters Score -766604.7 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -766793.125000 Penalty: 4389.429688 Iteration 6Q: 3 clusters Score -766793.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -766957.000000 Penalty: 4389.429688 Iteration 7Q: 3 clusters Score -766957 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -767123.000000 Penalty: 4389.429688 Iteration 8Q: 3 clusters Score -767123 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -767283.125000 Penalty: 4389.429688 Iteration 9Q: 3 clusters Score -767283.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -767438.062500 Penalty: 4389.429688 Iteration 10Q: 3 clusters Score -767438.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -767603.937500 Penalty: 4389.429688 Iteration 11Q: 3 clusters Score -767603.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -767745.562500 Penalty: 4389.429688 Iteration 12Q: 3 clusters Score -767745.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -767836.312500 Penalty: 4389.429688 Iteration 13Q: 3 clusters Score -767836.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -767905.250000 Penalty: 4389.429688 Iteration 14Q: 3 clusters Score -767905.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -767961.250000 Penalty: 4389.429688 Iteration 15Q: 3 clusters Score -767961.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -768016.687500 Penalty: 4389.429688 Iteration 16Q: 3 clusters Score -768016.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -768062.250000 Penalty: 4389.429688 Iteration 17Q: 3 clusters Score -768062.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -768100.125000 Penalty: 4389.429688 Iteration 18Q: 3 clusters Score -768100.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -768117.625000 Penalty: 4389.429688 Iteration 19Q: 3 clusters Score -768117.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -768133.750000 Penalty: 4389.429688 Iteration 20F: 3 clusters Score -768133.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 6090 members Entering Unmasked Estep Score: -768143.750000 Penalty: 4389.429688 Iteration 21Q: 3 clusters Score -768143.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -768156.750000 Penalty: 4389.429688 Iteration 22Q: 3 clusters Score -768156.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -768159.562500 Penalty: 4389.429688 Iteration 23Q: 3 clusters Score -768159.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -768164.875000 Penalty: 4389.429688 Iteration 24Q: 3 clusters Score -768164.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -768168.500000 Penalty: 4389.429688 Iteration 25Q: 3 clusters Score -768168.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -768174.812500 Penalty: 4389.429688 Iteration 26Q: 3 clusters Score -768174.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -768180.437500 Penalty: 4389.429688 Iteration 27Q: 3 clusters Score -768180.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -768183.875000 Penalty: 4389.429688 Iteration 28Q: 3 clusters Score -768183.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -768186.562500 Penalty: 4389.429688 Iteration 29Q: 3 clusters Score -768186.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -768189.562500 Penalty: 4389.429688 Iteration 30Q: 3 clusters Score -768189.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -768191.812500 Penalty: 4389.429688 Iteration 31Q: 3 clusters Score -768191.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -768193.437500 Penalty: 4389.429688 Iteration 32Q: 3 clusters Score -768193.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -768195.562500 Penalty: 4389.429688 Iteration 33Q: 3 clusters Score -768195.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -768197.000000 Penalty: 4389.429688 Iteration 34Q: 3 clusters Score -768197 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -768197.000000 Penalty: 4389.429688 Iteration 35F: 3 clusters Score -768197 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (101226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101226 members Entering Unmasked Estep Score: -12271263.000000 Penalty: 2858.227539 Iteration 0F: 2 clusters Score -1.227126e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50422 members Mstep: Class 2 contains 50804 members Entering Unmasked Estep Score: -12203812.000000 Penalty: 5716.455078 Iteration 0F: 3 clusters Score -1.220381e+07 nChanged 47723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48375 members Mstep: Class 2 contains 52851 members Entering Unmasked Estep Score: -12231221.000000 Penalty: 5716.455078 Iteration 1F: 3 clusters Score -1.223122e+07 nChanged 3515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46758 members Mstep: Class 2 contains 54468 members Entering Unmasked Estep Score: -12232027.000000 Penalty: 5716.455078 Iteration 2Q: 3 clusters Score -1.223203e+07 nChanged 3952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44300 members Mstep: Class 2 contains 56926 members Entering Unmasked Estep Score: -12233337.000000 Penalty: 5716.455078 Iteration 3Q: 3 clusters Score -1.223334e+07 nChanged 4749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40575 members Mstep: Class 2 contains 60651 members Entering Unmasked Estep Score: -12235334.000000 Penalty: 5716.455078 Iteration 4Q: 3 clusters Score -1.223533e+07 nChanged 5960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35287 members Mstep: Class 2 contains 65939 members Entering Unmasked Estep Score: -12238720.000000 Penalty: 5716.455078 Iteration 5F: 3 clusters Score -1.223872e+07 nChanged 7185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28478 members Mstep: Class 2 contains 72748 members Entering Unmasked Estep Score: -12243958.000000 Penalty: 5716.455078 Iteration 6F: 3 clusters Score -1.224396e+07 nChanged 8095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20605 members Mstep: Class 2 contains 80621 members Entering Unmasked Estep Score: -12250736.000000 Penalty: 5716.455078 Iteration 7F: 3 clusters Score -1.225074e+07 nChanged 7398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13311 members Mstep: Class 2 contains 87915 members Entering Unmasked Estep Score: -12257607.000000 Penalty: 5716.455078 Iteration 8F: 3 clusters Score -1.225761e+07 nChanged 5431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 93262 members Entering Unmasked Estep Score: -12262604.000000 Penalty: 5716.455078 Iteration 9F: 3 clusters Score -1.22626e+07 nChanged 3216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 96442 members Entering Unmasked Estep Score: -12265517.000000 Penalty: 5716.455078 Iteration 10Q: 3 clusters Score -1.226552e+07 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 98223 members Entering Unmasked Estep Score: -12266975.000000 Penalty: 5716.455078 Iteration 11Q: 3 clusters Score -1.226698e+07 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 99166 members Entering Unmasked Estep Score: -12267727.000000 Penalty: 5716.455078 Iteration 12Q: 3 clusters Score -1.226773e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 99681 members Entering Unmasked Estep Score: -12268158.000000 Penalty: 5716.455078 Iteration 13Q: 3 clusters Score -1.226816e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 99974 members Entering Unmasked Estep Score: -12268412.000000 Penalty: 5716.455078 Iteration 14Q: 3 clusters Score -1.226841e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 100186 members Entering Unmasked Estep Score: -12268599.000000 Penalty: 5716.455078 Iteration 15Q: 3 clusters Score -1.22686e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 100334 members Entering Unmasked Estep Score: -12268721.000000 Penalty: 5716.455078 Iteration 16Q: 3 clusters Score -1.226872e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 100412 members Entering Unmasked Estep Score: -12268789.000000 Penalty: 5716.455078 Iteration 17Q: 3 clusters Score -1.226879e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 100461 members Entering Unmasked Estep Score: -12268828.000000 Penalty: 5716.455078 Iteration 18Q: 3 clusters Score -1.226883e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 100490 members Entering Unmasked Estep Score: -12268841.000000 Penalty: 5716.455078 Iteration 19Q: 3 clusters Score -1.226884e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 100516 members Entering Unmasked Estep Score: -12268864.000000 Penalty: 5716.455078 Iteration 20F: 3 clusters Score -1.226886e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 100531 members Entering Unmasked Estep Score: -12268863.000000 Penalty: 5716.455078 Iteration 21Q: 3 clusters Score -1.226886e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 100547 members Entering Unmasked Estep Score: -12268873.000000 Penalty: 5716.455078 Iteration 22Q: 3 clusters Score -1.226887e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 100552 members Entering Unmasked Estep Score: -12268872.000000 Penalty: 5716.455078 Iteration 23Q: 3 clusters Score -1.226887e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 100561 members Entering Unmasked Estep Score: -12268881.000000 Penalty: 5716.455078 Iteration 24Q: 3 clusters Score -1.226888e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 100566 members Entering Unmasked Estep Score: -12268898.000000 Penalty: 5716.455078 Iteration 25Q: 3 clusters Score -1.22689e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 100569 members Entering Unmasked Estep Score: -12268901.000000 Penalty: 5716.455078 Iteration 26Q: 3 clusters Score -1.22689e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 100574 members Entering Unmasked Estep Score: -12268895.000000 Penalty: 5716.455078 Iteration 27Q: 3 clusters Score -1.22689e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 100581 members Entering Unmasked Estep Score: -12268895.000000 Penalty: 5716.455078 Iteration 28Q: 3 clusters Score -1.22689e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 100580 members Entering Unmasked Estep Score: -12268897.000000 Penalty: 5716.455078 Iteration 29Q: 3 clusters Score -1.22689e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 100580 members Entering Unmasked Estep Score: -12268897.000000 Penalty: 5716.455078 Iteration 30F: 3 clusters Score -1.22689e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5613 members Entering Unmasked Estep Score: -670297.375000 Penalty: 2140.944336 Iteration 0F: 2 clusters Score -670297.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -665434.000000 Penalty: 4281.888672 Iteration 0F: 3 clusters Score -665434 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -666651.437500 Penalty: 4281.888672 Iteration 1F: 3 clusters Score -666651.4 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -666942.937500 Penalty: 4281.888672 Iteration 2F: 3 clusters Score -666942.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -667140.937500 Penalty: 4281.888672 Iteration 3F: 3 clusters Score -667140.9 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -667313.812500 Penalty: 4281.888672 Iteration 4Q: 3 clusters Score -667313.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -667449.500000 Penalty: 4281.888672 Iteration 5Q: 3 clusters Score -667449.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -667570.875000 Penalty: 4281.888672 Iteration 6Q: 3 clusters Score -667570.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -667676.375000 Penalty: 4281.888672 Iteration 7Q: 3 clusters Score -667676.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -667762.125000 Penalty: 4281.888672 Iteration 8Q: 3 clusters Score -667762.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -667843.250000 Penalty: 4281.888672 Iteration 9Q: 3 clusters Score -667843.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -667909.187500 Penalty: 4281.888672 Iteration 10Q: 3 clusters Score -667909.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -667970.125000 Penalty: 4281.888672 Iteration 11Q: 3 clusters Score -667970.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -668028.625000 Penalty: 4281.888672 Iteration 12Q: 3 clusters Score -668028.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -668088.000000 Penalty: 4281.888672 Iteration 13Q: 3 clusters Score -668088 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -668135.250000 Penalty: 4281.888672 Iteration 14Q: 3 clusters Score -668135.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -668183.375000 Penalty: 4281.888672 Iteration 15Q: 3 clusters Score -668183.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -668217.812500 Penalty: 4281.888672 Iteration 16Q: 3 clusters Score -668217.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -668255.312500 Penalty: 4281.888672 Iteration 17Q: 3 clusters Score -668255.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -668296.250000 Penalty: 4281.888672 Iteration 18Q: 3 clusters Score -668296.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -668337.875000 Penalty: 4281.888672 Iteration 19Q: 3 clusters Score -668337.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -668388.062500 Penalty: 4281.888672 Iteration 20F: 3 clusters Score -668388.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -668435.187500 Penalty: 4281.888672 Iteration 21Q: 3 clusters Score -668435.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -668469.187500 Penalty: 4281.888672 Iteration 22Q: 3 clusters Score -668469.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -668500.937500 Penalty: 4281.888672 Iteration 23Q: 3 clusters Score -668500.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -668522.750000 Penalty: 4281.888672 Iteration 24Q: 3 clusters Score -668522.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -668546.437500 Penalty: 4281.888672 Iteration 25Q: 3 clusters Score -668546.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -668571.375000 Penalty: 4281.888672 Iteration 26Q: 3 clusters Score -668571.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -668591.375000 Penalty: 4281.888672 Iteration 27Q: 3 clusters Score -668591.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -668614.875000 Penalty: 4281.888672 Iteration 28Q: 3 clusters Score -668614.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -668636.625000 Penalty: 4281.888672 Iteration 29Q: 3 clusters Score -668636.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -668653.750000 Penalty: 4281.888672 Iteration 30Q: 3 clusters Score -668653.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -668667.875000 Penalty: 4281.888672 Iteration 31Q: 3 clusters Score -668667.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -668676.750000 Penalty: 4281.888672 Iteration 32Q: 3 clusters Score -668676.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -668685.062500 Penalty: 4281.888672 Iteration 33Q: 3 clusters Score -668685.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -668691.062500 Penalty: 4281.888672 Iteration 34Q: 3 clusters Score -668691.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4564 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -668698.437500 Penalty: 4281.888672 Iteration 35Q: 3 clusters Score -668698.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -668703.750000 Penalty: 4281.888672 Iteration 36Q: 3 clusters Score -668703.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -668707.687500 Penalty: 4281.888672 Iteration 37Q: 3 clusters Score -668707.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -668708.312500 Penalty: 4281.888672 Iteration 38Q: 3 clusters Score -668708.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -668711.062500 Penalty: 4281.888672 Iteration 39Q: 3 clusters Score -668711.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -668712.937500 Penalty: 4281.888672 Iteration 40F: 3 clusters Score -668712.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -668716.500000 Penalty: 4281.888672 Iteration 41Q: 3 clusters Score -668716.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -668718.687500 Penalty: 4281.888672 Iteration 42Q: 3 clusters Score -668718.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -668719.812500 Penalty: 4281.888672 Iteration 43Q: 3 clusters Score -668719.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -668719.375000 Penalty: 4281.888672 Iteration 44Q: 3 clusters Score -668719.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -668720.375000 Penalty: 4281.888672 Iteration 45Q: 3 clusters Score -668720.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -668722.500000 Penalty: 4281.888672 Iteration 46Q: 3 clusters Score -668722.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -668724.500000 Penalty: 4281.888672 Iteration 47Q: 3 clusters Score -668724.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -668726.437500 Penalty: 4281.888672 Iteration 48Q: 3 clusters Score -668726.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -668728.687500 Penalty: 4281.888672 Iteration 49Q: 3 clusters Score -668728.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -668728.875000 Penalty: 4281.888672 Iteration 50Q: 3 clusters Score -668728.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -668728.500000 Penalty: 4281.888672 Iteration 51Q: 3 clusters Score -668728.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -668730.125000 Penalty: 4281.888672 Iteration 52Q: 3 clusters Score -668730.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -668731.562500 Penalty: 4281.888672 Iteration 53Q: 3 clusters Score -668731.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -668732.312500 Penalty: 4281.888672 Iteration 54Q: 3 clusters Score -668732.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -668733.000000 Penalty: 4281.888672 Iteration 55Q: 3 clusters Score -668733 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -668733.937500 Penalty: 4281.888672 Iteration 56Q: 3 clusters Score -668733.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -668735.062500 Penalty: 4281.888672 Iteration 57Q: 3 clusters Score -668735.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -668735.312500 Penalty: 4281.888672 Iteration 58Q: 3 clusters Score -668735.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -668737.187500 Penalty: 4281.888672 Iteration 59Q: 3 clusters Score -668737.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -668737.875000 Penalty: 4281.888672 Iteration 60F: 3 clusters Score -668737.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -668739.937500 Penalty: 4281.888672 Iteration 61Q: 3 clusters Score -668739.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -668742.375000 Penalty: 4281.888672 Iteration 62Q: 3 clusters Score -668742.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -668743.000000 Penalty: 4281.888672 Iteration 63Q: 3 clusters Score -668743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -668744.312500 Penalty: 4281.888672 Iteration 64Q: 3 clusters Score -668744.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -668744.375000 Penalty: 4281.888672 Iteration 65Q: 3 clusters Score -668744.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -668744.375000 Penalty: 4281.888672 Iteration 66Q: 3 clusters Score -668744.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -668744.375000 Penalty: 4281.888672 Iteration 67Q: 3 clusters Score -668744.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -668744.375000 Penalty: 4281.888672 Iteration 68F: 3 clusters Score -668744.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Entering Unmasked Estep Score: -543160.937500 Penalty: 2090.829346 Iteration 0F: 2 clusters Score -543160.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -538861.062500 Penalty: 4181.658691 Iteration 0F: 3 clusters Score -538861.1 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -539851.062500 Penalty: 4181.658691 Iteration 1F: 3 clusters Score -539851.1 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -540073.375000 Penalty: 4181.658691 Iteration 2F: 3 clusters Score -540073.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -540219.687500 Penalty: 4181.658691 Iteration 3F: 3 clusters Score -540219.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -540365.000000 Penalty: 4181.658691 Iteration 4Q: 3 clusters Score -540365 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -540516.500000 Penalty: 4181.658691 Iteration 5Q: 3 clusters Score -540516.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -540625.687500 Penalty: 4181.658691 Iteration 6Q: 3 clusters Score -540625.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -540733.000000 Penalty: 4181.658691 Iteration 7Q: 3 clusters Score -540733 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -540836.375000 Penalty: 4181.658691 Iteration 8Q: 3 clusters Score -540836.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -540920.437500 Penalty: 4181.658691 Iteration 9Q: 3 clusters Score -540920.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -541004.125000 Penalty: 4181.658691 Iteration 10Q: 3 clusters Score -541004.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -541074.625000 Penalty: 4181.658691 Iteration 11Q: 3 clusters Score -541074.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -541133.562500 Penalty: 4181.658691 Iteration 12Q: 3 clusters Score -541133.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -541171.187500 Penalty: 4181.658691 Iteration 13Q: 3 clusters Score -541171.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -541207.750000 Penalty: 4181.658691 Iteration 14Q: 3 clusters Score -541207.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -541242.312500 Penalty: 4181.658691 Iteration 15Q: 3 clusters Score -541242.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -541304.562500 Penalty: 4181.658691 Iteration 16Q: 3 clusters Score -541304.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -541363.562500 Penalty: 4181.658691 Iteration 17Q: 3 clusters Score -541363.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -541414.500000 Penalty: 4181.658691 Iteration 18Q: 3 clusters Score -541414.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -541450.500000 Penalty: 4181.658691 Iteration 19Q: 3 clusters Score -541450.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -541487.000000 Penalty: 4181.658691 Iteration 20F: 3 clusters Score -541487 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -541530.812500 Penalty: 4181.658691 Iteration 21Q: 3 clusters Score -541530.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -541571.125000 Penalty: 4181.658691 Iteration 22Q: 3 clusters Score -541571.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -541597.000000 Penalty: 4181.658691 Iteration 23Q: 3 clusters Score -541597 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -541619.437500 Penalty: 4181.658691 Iteration 24Q: 3 clusters Score -541619.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -541633.625000 Penalty: 4181.658691 Iteration 25Q: 3 clusters Score -541633.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -541642.062500 Penalty: 4181.658691 Iteration 26Q: 3 clusters Score -541642.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -541648.500000 Penalty: 4181.658691 Iteration 27Q: 3 clusters Score -541648.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -541653.500000 Penalty: 4181.658691 Iteration 28Q: 3 clusters Score -541653.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -541658.375000 Penalty: 4181.658691 Iteration 29Q: 3 clusters Score -541658.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -541662.437500 Penalty: 4181.658691 Iteration 30Q: 3 clusters Score -541662.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -541669.500000 Penalty: 4181.658691 Iteration 31Q: 3 clusters Score -541669.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -541675.250000 Penalty: 4181.658691 Iteration 32Q: 3 clusters Score -541675.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -541680.187500 Penalty: 4181.658691 Iteration 33Q: 3 clusters Score -541680.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -541686.500000 Penalty: 4181.658691 Iteration 34Q: 3 clusters Score -541686.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -541690.750000 Penalty: 4181.658691 Iteration 35Q: 3 clusters Score -541690.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -541694.000000 Penalty: 4181.658691 Iteration 36Q: 3 clusters Score -541694 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -541697.125000 Penalty: 4181.658691 Iteration 37Q: 3 clusters Score -541697.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -541701.250000 Penalty: 4181.658691 Iteration 38Q: 3 clusters Score -541701.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -541702.750000 Penalty: 4181.658691 Iteration 39Q: 3 clusters Score -541702.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -541704.562500 Penalty: 4181.658691 Iteration 40F: 3 clusters Score -541704.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -541708.000000 Penalty: 4181.658691 Iteration 41Q: 3 clusters Score -541708 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -541710.125000 Penalty: 4181.658691 Iteration 42Q: 3 clusters Score -541710.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -541711.375000 Penalty: 4181.658691 Iteration 43Q: 3 clusters Score -541711.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -541712.750000 Penalty: 4181.658691 Iteration 44Q: 3 clusters Score -541712.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -541714.125000 Penalty: 4181.658691 Iteration 45Q: 3 clusters Score -541714.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -541716.937500 Penalty: 4181.658691 Iteration 46Q: 3 clusters Score -541716.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -541716.875000 Penalty: 4181.658691 Iteration 47Q: 3 clusters Score -541716.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -541716.875000 Penalty: 4181.658691 Iteration 48F: 3 clusters Score -541716.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Entering Unmasked Estep Score: -397241.718750 Penalty: 2013.093506 Iteration 0F: 2 clusters Score -397241.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -393755.531250 Penalty: 4026.187012 Iteration 0F: 3 clusters Score -393755.5 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -394531.812500 Penalty: 4026.187012 Iteration 1F: 3 clusters Score -394531.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -394692.156250 Penalty: 4026.187012 Iteration 2F: 3 clusters Score -394692.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -394774.781250 Penalty: 4026.187012 Iteration 3Q: 3 clusters Score -394774.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -394820.875000 Penalty: 4026.187012 Iteration 4Q: 3 clusters Score -394820.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -394873.500000 Penalty: 4026.187012 Iteration 5Q: 3 clusters Score -394873.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -394912.781250 Penalty: 4026.187012 Iteration 6Q: 3 clusters Score -394912.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -394942.312500 Penalty: 4026.187012 Iteration 7Q: 3 clusters Score -394942.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -394972.500000 Penalty: 4026.187012 Iteration 8Q: 3 clusters Score -394972.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -395000.968750 Penalty: 4026.187012 Iteration 9Q: 3 clusters Score -395001 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -395032.156250 Penalty: 4026.187012 Iteration 10Q: 3 clusters Score -395032.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -395070.375000 Penalty: 4026.187012 Iteration 11Q: 3 clusters Score -395070.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -395114.500000 Penalty: 4026.187012 Iteration 12Q: 3 clusters Score -395114.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -395159.406250 Penalty: 4026.187012 Iteration 13Q: 3 clusters Score -395159.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -395199.968750 Penalty: 4026.187012 Iteration 14Q: 3 clusters Score -395200 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -395233.687500 Penalty: 4026.187012 Iteration 15Q: 3 clusters Score -395233.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -395261.000000 Penalty: 4026.187012 Iteration 16Q: 3 clusters Score -395261 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -395288.281250 Penalty: 4026.187012 Iteration 17Q: 3 clusters Score -395288.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -395315.500000 Penalty: 4026.187012 Iteration 18Q: 3 clusters Score -395315.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -395341.500000 Penalty: 4026.187012 Iteration 19Q: 3 clusters Score -395341.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -395363.125000 Penalty: 4026.187012 Iteration 20F: 3 clusters Score -395363.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -395383.625000 Penalty: 4026.187012 Iteration 21Q: 3 clusters Score -395383.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -395403.343750 Penalty: 4026.187012 Iteration 22Q: 3 clusters Score -395403.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -395419.937500 Penalty: 4026.187012 Iteration 23Q: 3 clusters Score -395419.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -395434.437500 Penalty: 4026.187012 Iteration 24Q: 3 clusters Score -395434.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -395454.437500 Penalty: 4026.187012 Iteration 25Q: 3 clusters Score -395454.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -395469.000000 Penalty: 4026.187012 Iteration 26Q: 3 clusters Score -395469 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -395479.843750 Penalty: 4026.187012 Iteration 27Q: 3 clusters Score -395479.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -395487.968750 Penalty: 4026.187012 Iteration 28Q: 3 clusters Score -395488 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -395495.687500 Penalty: 4026.187012 Iteration 29Q: 3 clusters Score -395495.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -395502.250000 Penalty: 4026.187012 Iteration 30Q: 3 clusters Score -395502.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -395512.437500 Penalty: 4026.187012 Iteration 31Q: 3 clusters Score -395512.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -395524.531250 Penalty: 4026.187012 Iteration 32Q: 3 clusters Score -395524.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -395541.062500 Penalty: 4026.187012 Iteration 33Q: 3 clusters Score -395541.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -395551.843750 Penalty: 4026.187012 Iteration 34Q: 3 clusters Score -395551.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -395557.156250 Penalty: 4026.187012 Iteration 35Q: 3 clusters Score -395557.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -395562.468750 Penalty: 4026.187012 Iteration 36Q: 3 clusters Score -395562.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -395566.312500 Penalty: 4026.187012 Iteration 37Q: 3 clusters Score -395566.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -395569.781250 Penalty: 4026.187012 Iteration 38Q: 3 clusters Score -395569.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -395574.531250 Penalty: 4026.187012 Iteration 39Q: 3 clusters Score -395574.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -395580.875000 Penalty: 4026.187012 Iteration 40F: 3 clusters Score -395580.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -395587.687500 Penalty: 4026.187012 Iteration 41Q: 3 clusters Score -395587.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -395592.125000 Penalty: 4026.187012 Iteration 42Q: 3 clusters Score -395592.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -395595.125000 Penalty: 4026.187012 Iteration 43Q: 3 clusters Score -395595.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -395599.218750 Penalty: 4026.187012 Iteration 44Q: 3 clusters Score -395599.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -395599.281250 Penalty: 4026.187012 Iteration 45Q: 3 clusters Score -395599.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -395600.218750 Penalty: 4026.187012 Iteration 46Q: 3 clusters Score -395600.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -395602.718750 Penalty: 4026.187012 Iteration 47Q: 3 clusters Score -395602.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -395605.375000 Penalty: 4026.187012 Iteration 48Q: 3 clusters Score -395605.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -395610.187500 Penalty: 4026.187012 Iteration 49Q: 3 clusters Score -395610.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -395615.281250 Penalty: 4026.187012 Iteration 50Q: 3 clusters Score -395615.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -395618.968750 Penalty: 4026.187012 Iteration 51Q: 3 clusters Score -395619 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -395622.656250 Penalty: 4026.187012 Iteration 52Q: 3 clusters Score -395622.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -395626.218750 Penalty: 4026.187012 Iteration 53Q: 3 clusters Score -395626.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -395628.812500 Penalty: 4026.187012 Iteration 54Q: 3 clusters Score -395628.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -395632.281250 Penalty: 4026.187012 Iteration 55Q: 3 clusters Score -395632.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -395637.343750 Penalty: 4026.187012 Iteration 56Q: 3 clusters Score -395637.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -395639.875000 Penalty: 4026.187012 Iteration 57Q: 3 clusters Score -395639.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -395643.687500 Penalty: 4026.187012 Iteration 58Q: 3 clusters Score -395643.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -395649.468750 Penalty: 4026.187012 Iteration 59Q: 3 clusters Score -395649.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -395653.687500 Penalty: 4026.187012 Iteration 60F: 3 clusters Score -395653.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -395660.937500 Penalty: 4026.187012 Iteration 61Q: 3 clusters Score -395660.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -395667.687500 Penalty: 4026.187012 Iteration 62Q: 3 clusters Score -395667.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -395671.218750 Penalty: 4026.187012 Iteration 63Q: 3 clusters Score -395671.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -395672.562500 Penalty: 4026.187012 Iteration 64Q: 3 clusters Score -395672.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -395673.812500 Penalty: 4026.187012 Iteration 65Q: 3 clusters Score -395673.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -395675.250000 Penalty: 4026.187012 Iteration 66Q: 3 clusters Score -395675.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -395677.375000 Penalty: 4026.187012 Iteration 67Q: 3 clusters Score -395677.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -395678.750000 Penalty: 4026.187012 Iteration 68Q: 3 clusters Score -395678.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -395681.500000 Penalty: 4026.187012 Iteration 69Q: 3 clusters Score -395681.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -395682.875000 Penalty: 4026.187012 Iteration 70Q: 3 clusters Score -395682.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -395686.000000 Penalty: 4026.187012 Iteration 71Q: 3 clusters Score -395686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -395687.812500 Penalty: 4026.187012 Iteration 72Q: 3 clusters Score -395687.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -395690.031250 Penalty: 4026.187012 Iteration 73Q: 3 clusters Score -395690 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -395692.250000 Penalty: 4026.187012 Iteration 74Q: 3 clusters Score -395692.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -395693.687500 Penalty: 4026.187012 Iteration 75Q: 3 clusters Score -395693.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -395693.218750 Penalty: 4026.187012 Iteration 76Q: 3 clusters Score -395693.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -395695.125000 Penalty: 4026.187012 Iteration 77Q: 3 clusters Score -395695.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -395694.875000 Penalty: 4026.187012 Iteration 78Q: 3 clusters Score -395694.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -395695.531250 Penalty: 4026.187012 Iteration 79Q: 3 clusters Score -395695.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -395695.531250 Penalty: 4026.187012 Iteration 80F: 3 clusters Score -395695.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15856 members Entering Unmasked Estep Score: -1916667.375000 Penalty: 2398.483154 Iteration 0F: 2 clusters Score -1916667 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -1905292.875000 Penalty: 4796.966309 Iteration 0F: 3 clusters Score -1905293 nChanged 6848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -1908917.875000 Penalty: 4796.966309 Iteration 1F: 3 clusters Score -1908918 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -1909240.500000 Penalty: 4796.966309 Iteration 2F: 3 clusters Score -1909240 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8491 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -1909473.125000 Penalty: 4796.966309 Iteration 3Q: 3 clusters Score -1909473 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -1909680.250000 Penalty: 4796.966309 Iteration 4Q: 3 clusters Score -1909680 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -1909870.000000 Penalty: 4796.966309 Iteration 5Q: 3 clusters Score -1909870 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -1910030.500000 Penalty: 4796.966309 Iteration 6Q: 3 clusters Score -1910030 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -1910227.625000 Penalty: 4796.966309 Iteration 7Q: 3 clusters Score -1910228 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9920 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -1910444.000000 Penalty: 4796.966309 Iteration 8Q: 3 clusters Score -1910444 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10383 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1910704.125000 Penalty: 4796.966309 Iteration 9Q: 3 clusters Score -1910704 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1911022.750000 Penalty: 4796.966309 Iteration 10Q: 3 clusters Score -1911023 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1911401.875000 Penalty: 4796.966309 Iteration 11Q: 3 clusters Score -1911402 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12124 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -1911865.375000 Penalty: 4796.966309 Iteration 12Q: 3 clusters Score -1911865 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -1912388.750000 Penalty: 4796.966309 Iteration 13Q: 3 clusters Score -1912389 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1912928.875000 Penalty: 4796.966309 Iteration 14Q: 3 clusters Score -1912929 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13980 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -1913361.125000 Penalty: 4796.966309 Iteration 15Q: 3 clusters Score -1913361 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14400 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -1913720.125000 Penalty: 4796.966309 Iteration 16Q: 3 clusters Score -1913720 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14707 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1913981.500000 Penalty: 4796.966309 Iteration 17Q: 3 clusters Score -1913982 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1914174.375000 Penalty: 4796.966309 Iteration 18Q: 3 clusters Score -1914174 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15047 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1914294.125000 Penalty: 4796.966309 Iteration 19Q: 3 clusters Score -1914294 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15133 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1914382.875000 Penalty: 4796.966309 Iteration 20F: 3 clusters Score -1914383 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15202 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -1914460.125000 Penalty: 4796.966309 Iteration 21Q: 3 clusters Score -1914460 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15250 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1914507.875000 Penalty: 4796.966309 Iteration 22Q: 3 clusters Score -1914508 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15282 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1914543.000000 Penalty: 4796.966309 Iteration 23Q: 3 clusters Score -1914543 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1914574.500000 Penalty: 4796.966309 Iteration 24Q: 3 clusters Score -1914574 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15342 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1914598.375000 Penalty: 4796.966309 Iteration 25Q: 3 clusters Score -1914598 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -1914615.625000 Penalty: 4796.966309 Iteration 26Q: 3 clusters Score -1914616 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15369 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1914628.750000 Penalty: 4796.966309 Iteration 27Q: 3 clusters Score -1914629 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15381 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1914641.500000 Penalty: 4796.966309 Iteration 28Q: 3 clusters Score -1914642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15386 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1914645.875000 Penalty: 4796.966309 Iteration 29Q: 3 clusters Score -1914646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15389 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -1914647.750000 Penalty: 4796.966309 Iteration 30Q: 3 clusters Score -1914648 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15394 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1914653.750000 Penalty: 4796.966309 Iteration 31Q: 3 clusters Score -1914654 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15397 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1914661.250000 Penalty: 4796.966309 Iteration 32Q: 3 clusters Score -1914661 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15402 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1914662.375000 Penalty: 4796.966309 Iteration 33Q: 3 clusters Score -1914662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15404 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -1914664.625000 Penalty: 4796.966309 Iteration 34Q: 3 clusters Score -1914665 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15406 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1914669.500000 Penalty: 4796.966309 Iteration 35Q: 3 clusters Score -1914670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15405 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1914671.125000 Penalty: 4796.966309 Iteration 36Q: 3 clusters Score -1914671 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1914671.750000 Penalty: 4796.966309 Iteration 37Q: 3 clusters Score -1914672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1914673.125000 Penalty: 4796.966309 Iteration 38Q: 3 clusters Score -1914673 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1914673.125000 Penalty: 4796.966309 Iteration 39F: 3 clusters Score -1914673 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -47819.933594 Penalty: 1527.979370 Iteration 0F: 2 clusters Score -47819.93 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 251 members Entering Unmasked Estep Score: -46410.429688 Penalty: 3055.958740 Iteration 0F: 3 clusters Score -46410.43 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -46626.531250 Penalty: 3055.958740 Iteration 1F: 3 clusters Score -46626.53 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -46689.621094 Penalty: 3055.958740 Iteration 2F: 3 clusters Score -46689.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -46721.988281 Penalty: 3055.958740 Iteration 3Q: 3 clusters Score -46721.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -46763.070312 Penalty: 3055.958740 Iteration 4Q: 3 clusters Score -46763.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -46825.464844 Penalty: 3055.958740 Iteration 5Q: 3 clusters Score -46825.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -46855.089844 Penalty: 3055.958740 Iteration 6Q: 3 clusters Score -46855.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -46879.660156 Penalty: 3055.958740 Iteration 7Q: 3 clusters Score -46879.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -46887.996094 Penalty: 3055.958740 Iteration 8Q: 3 clusters Score -46888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -46890.382812 Penalty: 3055.958740 Iteration 9Q: 3 clusters Score -46890.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -46891.789062 Penalty: 3055.958740 Iteration 10Q: 3 clusters Score -46891.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -46901.175781 Penalty: 3055.958740 Iteration 11Q: 3 clusters Score -46901.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -46903.687500 Penalty: 3055.958740 Iteration 12Q: 3 clusters Score -46903.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -46903.687500 Penalty: 3055.958740 Iteration 13F: 3 clusters Score -46903.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (24918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24918 members Entering Unmasked Estep Score: -3033658.250000 Penalty: 2510.589600 Iteration 0F: 2 clusters Score -3033658 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 12360 members Entering Unmasked Estep Score: -3016429.500000 Penalty: 5021.179199 Iteration 0F: 3 clusters Score -3016430 nChanged 11172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13092 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -3022436.000000 Penalty: 5021.179199 Iteration 1F: 3 clusters Score -3022436 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13514 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -3022984.750000 Penalty: 5021.179199 Iteration 2F: 3 clusters Score -3022985 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -3023608.000000 Penalty: 5021.179199 Iteration 3F: 3 clusters Score -3023608 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14895 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -3024265.750000 Penalty: 5021.179199 Iteration 4F: 3 clusters Score -3024266 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15875 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -3025063.750000 Penalty: 5021.179199 Iteration 5F: 3 clusters Score -3025064 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16985 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -3026008.000000 Penalty: 5021.179199 Iteration 6F: 3 clusters Score -3026008 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18129 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -3027095.500000 Penalty: 5021.179199 Iteration 7F: 3 clusters Score -3027096 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19228 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -3028169.500000 Penalty: 5021.179199 Iteration 8F: 3 clusters Score -3028170 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20108 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -3029157.250000 Penalty: 5021.179199 Iteration 9Q: 3 clusters Score -3029157 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20746 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -3029894.500000 Penalty: 5021.179199 Iteration 10Q: 3 clusters Score -3029894 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21160 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -3030373.500000 Penalty: 5021.179199 Iteration 11Q: 3 clusters Score -3030374 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21455 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -3030647.500000 Penalty: 5021.179199 Iteration 12Q: 3 clusters Score -3030648 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21670 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -3030817.000000 Penalty: 5021.179199 Iteration 13Q: 3 clusters Score -3030817 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21837 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -3030910.750000 Penalty: 5021.179199 Iteration 14Q: 3 clusters Score -3030911 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21977 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -3030991.250000 Penalty: 5021.179199 Iteration 15Q: 3 clusters Score -3030991 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22092 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -3031052.750000 Penalty: 5021.179199 Iteration 16Q: 3 clusters Score -3031053 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22188 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -3031101.250000 Penalty: 5021.179199 Iteration 17Q: 3 clusters Score -3031101 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22264 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -3031140.250000 Penalty: 5021.179199 Iteration 18Q: 3 clusters Score -3031140 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22340 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -3031167.250000 Penalty: 5021.179199 Iteration 19Q: 3 clusters Score -3031167 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22413 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -3031199.750000 Penalty: 5021.179199 Iteration 20F: 3 clusters Score -3031200 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22480 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -3031231.250000 Penalty: 5021.179199 Iteration 21Q: 3 clusters Score -3031231 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22534 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -3031253.250000 Penalty: 5021.179199 Iteration 22Q: 3 clusters Score -3031253 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22579 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -3031266.000000 Penalty: 5021.179199 Iteration 23Q: 3 clusters Score -3031266 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22615 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -3031274.500000 Penalty: 5021.179199 Iteration 24Q: 3 clusters Score -3031274 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22636 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -3031282.250000 Penalty: 5021.179199 Iteration 25Q: 3 clusters Score -3031282 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22652 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -3031283.000000 Penalty: 5021.179199 Iteration 26Q: 3 clusters Score -3031283 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22670 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -3031289.500000 Penalty: 5021.179199 Iteration 27Q: 3 clusters Score -3031290 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22683 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -3031291.750000 Penalty: 5021.179199 Iteration 28Q: 3 clusters Score -3031292 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22703 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -3031293.000000 Penalty: 5021.179199 Iteration 29Q: 3 clusters Score -3031293 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22730 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -3031301.250000 Penalty: 5021.179199 Iteration 30Q: 3 clusters Score -3031301 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22757 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -3031314.000000 Penalty: 5021.179199 Iteration 31Q: 3 clusters Score -3031314 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22775 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -3031314.500000 Penalty: 5021.179199 Iteration 32Q: 3 clusters Score -3031314 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22787 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -3031322.000000 Penalty: 5021.179199 Iteration 33Q: 3 clusters Score -3031322 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22805 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -3031321.500000 Penalty: 5021.179199 Iteration 34Q: 3 clusters Score -3031322 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22820 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -3031330.250000 Penalty: 5021.179199 Iteration 35Q: 3 clusters Score -3031330 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22837 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -3031333.250000 Penalty: 5021.179199 Iteration 36Q: 3 clusters Score -3031333 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22850 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -3031333.000000 Penalty: 5021.179199 Iteration 37Q: 3 clusters Score -3031333 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22855 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -3031336.000000 Penalty: 5021.179199 Iteration 38Q: 3 clusters Score -3031336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22858 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -3031335.000000 Penalty: 5021.179199 Iteration 39Q: 3 clusters Score -3031335 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22859 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -3031338.500000 Penalty: 5021.179199 Iteration 40F: 3 clusters Score -3031338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22864 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -3031339.000000 Penalty: 5021.179199 Iteration 41Q: 3 clusters Score -3031339 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22872 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -3031333.250000 Penalty: 5021.179199 Iteration 42Q: 3 clusters Score -3031333 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22875 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -3031335.000000 Penalty: 5021.179199 Iteration 43Q: 3 clusters Score -3031335 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22878 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -3031335.500000 Penalty: 5021.179199 Iteration 44Q: 3 clusters Score -3031336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22880 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -3031334.750000 Penalty: 5021.179199 Iteration 45Q: 3 clusters Score -3031335 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22881 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -3031334.250000 Penalty: 5021.179199 Iteration 46Q: 3 clusters Score -3031334 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22883 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -3031334.250000 Penalty: 5021.179199 Iteration 47Q: 3 clusters Score -3031334 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22886 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -3031339.000000 Penalty: 5021.179199 Iteration 48Q: 3 clusters Score -3031339 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22891 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -3031343.250000 Penalty: 5021.179199 Iteration 49Q: 3 clusters Score -3031343 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22896 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -3031347.250000 Penalty: 5021.179199 Iteration 50Q: 3 clusters Score -3031347 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22899 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -3031349.250000 Penalty: 5021.179199 Iteration 51Q: 3 clusters Score -3031349 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22901 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -3031346.500000 Penalty: 5021.179199 Iteration 52Q: 3 clusters Score -3031346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22902 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -3031351.250000 Penalty: 5021.179199 Iteration 53Q: 3 clusters Score -3031351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22904 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -3031350.000000 Penalty: 5021.179199 Iteration 54Q: 3 clusters Score -3031350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22906 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -3031353.250000 Penalty: 5021.179199 Iteration 55Q: 3 clusters Score -3031353 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22908 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -3031354.250000 Penalty: 5021.179199 Iteration 56Q: 3 clusters Score -3031354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22910 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -3031354.000000 Penalty: 5021.179199 Iteration 57Q: 3 clusters Score -3031354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22913 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -3031356.250000 Penalty: 5021.179199 Iteration 58Q: 3 clusters Score -3031356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22916 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -3031356.000000 Penalty: 5021.179199 Iteration 59Q: 3 clusters Score -3031356 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22920 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -3031354.500000 Penalty: 5021.179199 Iteration 60F: 3 clusters Score -3031354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22920 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -3031356.000000 Penalty: 5021.179199 Iteration 61Q: 3 clusters Score -3031356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22921 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -3031357.250000 Penalty: 5021.179199 Iteration 62Q: 3 clusters Score -3031357 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22922 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -3031359.500000 Penalty: 5021.179199 Iteration 63Q: 3 clusters Score -3031360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22924 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -3031357.750000 Penalty: 5021.179199 Iteration 64Q: 3 clusters Score -3031358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22927 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -3031358.750000 Penalty: 5021.179199 Iteration 65Q: 3 clusters Score -3031359 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22931 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -3031358.500000 Penalty: 5021.179199 Iteration 66Q: 3 clusters Score -3031358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22932 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -3031358.750000 Penalty: 5021.179199 Iteration 67Q: 3 clusters Score -3031359 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22936 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -3031360.500000 Penalty: 5021.179199 Iteration 68Q: 3 clusters Score -3031360 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22940 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -3031364.000000 Penalty: 5021.179199 Iteration 69Q: 3 clusters Score -3031364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22942 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -3031363.250000 Penalty: 5021.179199 Iteration 70Q: 3 clusters Score -3031363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22943 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -3031362.000000 Penalty: 5021.179199 Iteration 71Q: 3 clusters Score -3031362 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22944 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -3031362.750000 Penalty: 5021.179199 Iteration 72Q: 3 clusters Score -3031363 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22944 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -3031362.750000 Penalty: 5021.179199 Iteration 73F: 3 clusters Score -3031363 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Entering Unmasked Estep Score: -441790.031250 Penalty: 2031.139038 Iteration 0F: 2 clusters Score -441790 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -438130.375000 Penalty: 4062.278076 Iteration 0F: 3 clusters Score -438130.4 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -438944.531250 Penalty: 4062.278076 Iteration 1F: 3 clusters Score -438944.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -439101.531250 Penalty: 4062.278076 Iteration 2F: 3 clusters Score -439101.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -439182.593750 Penalty: 4062.278076 Iteration 3Q: 3 clusters Score -439182.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -439231.031250 Penalty: 4062.278076 Iteration 4Q: 3 clusters Score -439231 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -439262.000000 Penalty: 4062.278076 Iteration 5Q: 3 clusters Score -439262 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -439286.093750 Penalty: 4062.278076 Iteration 6Q: 3 clusters Score -439286.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -439298.218750 Penalty: 4062.278076 Iteration 7Q: 3 clusters Score -439298.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -439310.875000 Penalty: 4062.278076 Iteration 8Q: 3 clusters Score -439310.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -439322.156250 Penalty: 4062.278076 Iteration 9Q: 3 clusters Score -439322.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -439330.343750 Penalty: 4062.278076 Iteration 10Q: 3 clusters Score -439330.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -439336.281250 Penalty: 4062.278076 Iteration 11Q: 3 clusters Score -439336.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -439341.312500 Penalty: 4062.278076 Iteration 12Q: 3 clusters Score -439341.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -439343.531250 Penalty: 4062.278076 Iteration 13Q: 3 clusters Score -439343.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -439348.750000 Penalty: 4062.278076 Iteration 14Q: 3 clusters Score -439348.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -439351.656250 Penalty: 4062.278076 Iteration 15Q: 3 clusters Score -439351.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -439353.750000 Penalty: 4062.278076 Iteration 16Q: 3 clusters Score -439353.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -439356.468750 Penalty: 4062.278076 Iteration 17Q: 3 clusters Score -439356.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -439357.875000 Penalty: 4062.278076 Iteration 18Q: 3 clusters Score -439357.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -439361.062500 Penalty: 4062.278076 Iteration 19Q: 3 clusters Score -439361.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -439363.906250 Penalty: 4062.278076 Iteration 20F: 3 clusters Score -439363.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -439365.656250 Penalty: 4062.278076 Iteration 21Q: 3 clusters Score -439365.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -439369.125000 Penalty: 4062.278076 Iteration 22Q: 3 clusters Score -439369.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -439371.187500 Penalty: 4062.278076 Iteration 23Q: 3 clusters Score -439371.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -439372.812500 Penalty: 4062.278076 Iteration 24Q: 3 clusters Score -439372.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -439373.812500 Penalty: 4062.278076 Iteration 25Q: 3 clusters Score -439373.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -439374.656250 Penalty: 4062.278076 Iteration 26Q: 3 clusters Score -439374.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -439374.500000 Penalty: 4062.278076 Iteration 27Q: 3 clusters Score -439374.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -439374.593750 Penalty: 4062.278076 Iteration 28Q: 3 clusters Score -439374.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -439376.125000 Penalty: 4062.278076 Iteration 29Q: 3 clusters Score -439376.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -439375.968750 Penalty: 4062.278076 Iteration 30Q: 3 clusters Score -439376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -439377.062500 Penalty: 4062.278076 Iteration 31Q: 3 clusters Score -439377.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -439377.062500 Penalty: 4062.278076 Iteration 32F: 3 clusters Score -439377.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9717 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9717 members Entering Unmasked Estep Score: -1168055.875000 Penalty: 2277.044678 Iteration 0F: 2 clusters Score -1168056 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -1160610.250000 Penalty: 4554.089355 Iteration 0F: 3 clusters Score -1160610 nChanged 4043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1162912.375000 Penalty: 4554.089355 Iteration 1F: 3 clusters Score -1162912 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1163298.000000 Penalty: 4554.089355 Iteration 2F: 3 clusters Score -1163298 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -1163580.000000 Penalty: 4554.089355 Iteration 3F: 3 clusters Score -1163580 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1163808.750000 Penalty: 4554.089355 Iteration 4Q: 3 clusters Score -1163809 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -1163999.875000 Penalty: 4554.089355 Iteration 5Q: 3 clusters Score -1164000 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1164217.875000 Penalty: 4554.089355 Iteration 6Q: 3 clusters Score -1164218 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -1164461.125000 Penalty: 4554.089355 Iteration 7Q: 3 clusters Score -1164461 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -1164682.750000 Penalty: 4554.089355 Iteration 8Q: 3 clusters Score -1164683 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1164934.500000 Penalty: 4554.089355 Iteration 9Q: 3 clusters Score -1164934 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1165219.250000 Penalty: 4554.089355 Iteration 10Q: 3 clusters Score -1165219 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1165488.375000 Penalty: 4554.089355 Iteration 11Q: 3 clusters Score -1165488 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1165781.250000 Penalty: 4554.089355 Iteration 12Q: 3 clusters Score -1165781 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1166027.625000 Penalty: 4554.089355 Iteration 13Q: 3 clusters Score -1166028 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -1166204.625000 Penalty: 4554.089355 Iteration 14Q: 3 clusters Score -1166205 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1166309.375000 Penalty: 4554.089355 Iteration 15Q: 3 clusters Score -1166309 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -1166397.875000 Penalty: 4554.089355 Iteration 16Q: 3 clusters Score -1166398 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1166467.875000 Penalty: 4554.089355 Iteration 17Q: 3 clusters Score -1166468 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -1166508.625000 Penalty: 4554.089355 Iteration 18Q: 3 clusters Score -1166509 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -1166527.750000 Penalty: 4554.089355 Iteration 19Q: 3 clusters Score -1166528 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1166538.500000 Penalty: 4554.089355 Iteration 20F: 3 clusters Score -1166538 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1166544.750000 Penalty: 4554.089355 Iteration 21Q: 3 clusters Score -1166545 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -1166551.000000 Penalty: 4554.089355 Iteration 22Q: 3 clusters Score -1166551 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -1166550.375000 Penalty: 4554.089355 Iteration 23Q: 3 clusters Score -1166550 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -1166555.125000 Penalty: 4554.089355 Iteration 24Q: 3 clusters Score -1166555 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1166558.500000 Penalty: 4554.089355 Iteration 25Q: 3 clusters Score -1166558 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -1166557.875000 Penalty: 4554.089355 Iteration 26Q: 3 clusters Score -1166558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -1166561.125000 Penalty: 4554.089355 Iteration 27Q: 3 clusters Score -1166561 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -1166561.125000 Penalty: 4554.089355 Iteration 28Q: 3 clusters Score -1166561 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -1166561.625000 Penalty: 4554.089355 Iteration 29Q: 3 clusters Score -1166562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1166561.500000 Penalty: 4554.089355 Iteration 30Q: 3 clusters Score -1166562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1166561.500000 Penalty: 4554.089355 Iteration 31F: 3 clusters Score -1166562 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Entering Unmasked Estep Score: -408968.906250 Penalty: 2018.001587 Iteration 0F: 2 clusters Score -408968.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -405473.562500 Penalty: 4036.003174 Iteration 0F: 3 clusters Score -405473.6 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -406175.312500 Penalty: 4036.003174 Iteration 1F: 3 clusters Score -406175.3 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -406396.500000 Penalty: 4036.003174 Iteration 2F: 3 clusters Score -406396.5 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -406539.000000 Penalty: 4036.003174 Iteration 3F: 3 clusters Score -406539 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -406649.468750 Penalty: 4036.003174 Iteration 4Q: 3 clusters Score -406649.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -406743.156250 Penalty: 4036.003174 Iteration 5Q: 3 clusters Score -406743.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -406820.250000 Penalty: 4036.003174 Iteration 6Q: 3 clusters Score -406820.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -406876.062500 Penalty: 4036.003174 Iteration 7Q: 3 clusters Score -406876.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -406929.468750 Penalty: 4036.003174 Iteration 8Q: 3 clusters Score -406929.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -406970.062500 Penalty: 4036.003174 Iteration 9Q: 3 clusters Score -406970.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -406997.750000 Penalty: 4036.003174 Iteration 10Q: 3 clusters Score -406997.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -407035.687500 Penalty: 4036.003174 Iteration 11Q: 3 clusters Score -407035.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -407064.531250 Penalty: 4036.003174 Iteration 12Q: 3 clusters Score -407064.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -407091.031250 Penalty: 4036.003174 Iteration 13Q: 3 clusters Score -407091 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -407113.062500 Penalty: 4036.003174 Iteration 14Q: 3 clusters Score -407113.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -407138.437500 Penalty: 4036.003174 Iteration 15Q: 3 clusters Score -407138.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -407161.343750 Penalty: 4036.003174 Iteration 16Q: 3 clusters Score -407161.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -407176.781250 Penalty: 4036.003174 Iteration 17Q: 3 clusters Score -407176.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -407189.468750 Penalty: 4036.003174 Iteration 18Q: 3 clusters Score -407189.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -407200.843750 Penalty: 4036.003174 Iteration 19Q: 3 clusters Score -407200.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -407208.937500 Penalty: 4036.003174 Iteration 20F: 3 clusters Score -407208.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -407220.468750 Penalty: 4036.003174 Iteration 21Q: 3 clusters Score -407220.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -407232.218750 Penalty: 4036.003174 Iteration 22Q: 3 clusters Score -407232.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -407252.468750 Penalty: 4036.003174 Iteration 23Q: 3 clusters Score -407252.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -407272.156250 Penalty: 4036.003174 Iteration 24Q: 3 clusters Score -407272.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -407293.656250 Penalty: 4036.003174 Iteration 25Q: 3 clusters Score -407293.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -407311.718750 Penalty: 4036.003174 Iteration 26Q: 3 clusters Score -407311.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -407329.968750 Penalty: 4036.003174 Iteration 27Q: 3 clusters Score -407330 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -407355.375000 Penalty: 4036.003174 Iteration 28Q: 3 clusters Score -407355.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -407379.843750 Penalty: 4036.003174 Iteration 29Q: 3 clusters Score -407379.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -407400.812500 Penalty: 4036.003174 Iteration 30Q: 3 clusters Score -407400.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -407424.843750 Penalty: 4036.003174 Iteration 31Q: 3 clusters Score -407424.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -407444.125000 Penalty: 4036.003174 Iteration 32Q: 3 clusters Score -407444.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -407468.562500 Penalty: 4036.003174 Iteration 33Q: 3 clusters Score -407468.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -407493.906250 Penalty: 4036.003174 Iteration 34Q: 3 clusters Score -407493.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -407518.781250 Penalty: 4036.003174 Iteration 35Q: 3 clusters Score -407518.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -407543.125000 Penalty: 4036.003174 Iteration 36Q: 3 clusters Score -407543.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -407560.718750 Penalty: 4036.003174 Iteration 37Q: 3 clusters Score -407560.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -407574.250000 Penalty: 4036.003174 Iteration 38Q: 3 clusters Score -407574.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -407588.937500 Penalty: 4036.003174 Iteration 39Q: 3 clusters Score -407588.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -407597.468750 Penalty: 4036.003174 Iteration 40F: 3 clusters Score -407597.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -407603.843750 Penalty: 4036.003174 Iteration 41Q: 3 clusters Score -407603.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -407607.656250 Penalty: 4036.003174 Iteration 42Q: 3 clusters Score -407607.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -407609.781250 Penalty: 4036.003174 Iteration 43Q: 3 clusters Score -407609.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -407610.593750 Penalty: 4036.003174 Iteration 44Q: 3 clusters Score -407610.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -407610.375000 Penalty: 4036.003174 Iteration 45Q: 3 clusters Score -407610.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -407613.062500 Penalty: 4036.003174 Iteration 46Q: 3 clusters Score -407613.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -407615.593750 Penalty: 4036.003174 Iteration 47Q: 3 clusters Score -407615.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -407615.687500 Penalty: 4036.003174 Iteration 48Q: 3 clusters Score -407615.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -407616.281250 Penalty: 4036.003174 Iteration 49Q: 3 clusters Score -407616.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -407618.343750 Penalty: 4036.003174 Iteration 50Q: 3 clusters Score -407618.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -407618.343750 Penalty: 4036.003174 Iteration 51F: 3 clusters Score -407618.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Entering Unmasked Estep Score: -405117.093750 Penalty: 2021.816528 Iteration 0F: 2 clusters Score -405117.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -401572.625000 Penalty: 4043.633057 Iteration 0F: 3 clusters Score -401572.6 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -402297.093750 Penalty: 4043.633057 Iteration 1F: 3 clusters Score -402297.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -402459.156250 Penalty: 4043.633057 Iteration 2F: 3 clusters Score -402459.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -402558.625000 Penalty: 4043.633057 Iteration 3Q: 3 clusters Score -402558.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -402631.281250 Penalty: 4043.633057 Iteration 4Q: 3 clusters Score -402631.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -402694.531250 Penalty: 4043.633057 Iteration 5Q: 3 clusters Score -402694.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -402739.343750 Penalty: 4043.633057 Iteration 6Q: 3 clusters Score -402739.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -402774.281250 Penalty: 4043.633057 Iteration 7Q: 3 clusters Score -402774.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -402797.687500 Penalty: 4043.633057 Iteration 8Q: 3 clusters Score -402797.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -402814.562500 Penalty: 4043.633057 Iteration 9Q: 3 clusters Score -402814.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -402826.625000 Penalty: 4043.633057 Iteration 10Q: 3 clusters Score -402826.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -402837.593750 Penalty: 4043.633057 Iteration 11Q: 3 clusters Score -402837.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -402846.937500 Penalty: 4043.633057 Iteration 12Q: 3 clusters Score -402846.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -402851.968750 Penalty: 4043.633057 Iteration 13Q: 3 clusters Score -402852 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -402853.531250 Penalty: 4043.633057 Iteration 14Q: 3 clusters Score -402853.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -402855.156250 Penalty: 4043.633057 Iteration 15Q: 3 clusters Score -402855.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -402856.875000 Penalty: 4043.633057 Iteration 16Q: 3 clusters Score -402856.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -402857.031250 Penalty: 4043.633057 Iteration 17Q: 3 clusters Score -402857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -402858.906250 Penalty: 4043.633057 Iteration 18Q: 3 clusters Score -402858.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -402857.875000 Penalty: 4043.633057 Iteration 19Q: 3 clusters Score -402857.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -402859.437500 Penalty: 4043.633057 Iteration 20F: 3 clusters Score -402859.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -402862.593750 Penalty: 4043.633057 Iteration 21Q: 3 clusters Score -402862.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -402864.812500 Penalty: 4043.633057 Iteration 22Q: 3 clusters Score -402864.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -402871.500000 Penalty: 4043.633057 Iteration 23Q: 3 clusters Score -402871.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -402877.937500 Penalty: 4043.633057 Iteration 24Q: 3 clusters Score -402877.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -402884.656250 Penalty: 4043.633057 Iteration 25Q: 3 clusters Score -402884.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -402893.343750 Penalty: 4043.633057 Iteration 26Q: 3 clusters Score -402893.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -402900.656250 Penalty: 4043.633057 Iteration 27Q: 3 clusters Score -402900.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -402904.343750 Penalty: 4043.633057 Iteration 28Q: 3 clusters Score -402904.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -402910.031250 Penalty: 4043.633057 Iteration 29Q: 3 clusters Score -402910 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -402915.437500 Penalty: 4043.633057 Iteration 30Q: 3 clusters Score -402915.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -402922.406250 Penalty: 4043.633057 Iteration 31Q: 3 clusters Score -402922.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -402928.062500 Penalty: 4043.633057 Iteration 32Q: 3 clusters Score -402928.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -402931.437500 Penalty: 4043.633057 Iteration 33Q: 3 clusters Score -402931.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -402933.875000 Penalty: 4043.633057 Iteration 34Q: 3 clusters Score -402933.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -402934.937500 Penalty: 4043.633057 Iteration 35Q: 3 clusters Score -402934.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -402936.093750 Penalty: 4043.633057 Iteration 36Q: 3 clusters Score -402936.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -402938.031250 Penalty: 4043.633057 Iteration 37Q: 3 clusters Score -402938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -402938.093750 Penalty: 4043.633057 Iteration 38Q: 3 clusters Score -402938.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -402939.062500 Penalty: 4043.633057 Iteration 39Q: 3 clusters Score -402939.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -402939.062500 Penalty: 4043.633057 Iteration 40F: 3 clusters Score -402939.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Entering Unmasked Estep Score: -196068.234375 Penalty: 1831.537354 Iteration 0F: 2 clusters Score -196068.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -193721.375000 Penalty: 3663.074707 Iteration 0F: 3 clusters Score -193721.4 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -194110.281250 Penalty: 3663.074707 Iteration 1F: 3 clusters Score -194110.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -194205.968750 Penalty: 3663.074707 Iteration 2F: 3 clusters Score -194206 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -194257.750000 Penalty: 3663.074707 Iteration 3Q: 3 clusters Score -194257.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -194285.312500 Penalty: 3663.074707 Iteration 4Q: 3 clusters Score -194285.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -194296.671875 Penalty: 3663.074707 Iteration 5Q: 3 clusters Score -194296.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -194301.578125 Penalty: 3663.074707 Iteration 6Q: 3 clusters Score -194301.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -194304.453125 Penalty: 3663.074707 Iteration 7Q: 3 clusters Score -194304.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -194306.718750 Penalty: 3663.074707 Iteration 8Q: 3 clusters Score -194306.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -194307.796875 Penalty: 3663.074707 Iteration 9Q: 3 clusters Score -194307.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -194307.796875 Penalty: 3663.074707 Iteration 10F: 3 clusters Score -194307.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (12063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Entering Unmasked Estep Score: -1452988.000000 Penalty: 2330.678711 Iteration 0F: 2 clusters Score -1452988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 5981 members Entering Unmasked Estep Score: -1444057.875000 Penalty: 4661.357422 Iteration 0F: 3 clusters Score -1444058 nChanged 5087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -1446734.125000 Penalty: 4661.357422 Iteration 1F: 3 clusters Score -1446734 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -1447031.375000 Penalty: 4661.357422 Iteration 2F: 3 clusters Score -1447031 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -1447224.625000 Penalty: 4661.357422 Iteration 3Q: 3 clusters Score -1447225 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1447358.625000 Penalty: 4661.357422 Iteration 4Q: 3 clusters Score -1447359 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -1447491.000000 Penalty: 4661.357422 Iteration 5Q: 3 clusters Score -1447491 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -1447631.250000 Penalty: 4661.357422 Iteration 6Q: 3 clusters Score -1447631 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -1447763.750000 Penalty: 4661.357422 Iteration 7Q: 3 clusters Score -1447764 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -1447892.000000 Penalty: 4661.357422 Iteration 8Q: 3 clusters Score -1447892 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1448041.375000 Penalty: 4661.357422 Iteration 9Q: 3 clusters Score -1448041 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1448223.250000 Penalty: 4661.357422 Iteration 10Q: 3 clusters Score -1448223 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8421 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -1448433.625000 Penalty: 4661.357422 Iteration 11Q: 3 clusters Score -1448434 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1448684.625000 Penalty: 4661.357422 Iteration 12Q: 3 clusters Score -1448685 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -1448985.125000 Penalty: 4661.357422 Iteration 13Q: 3 clusters Score -1448985 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1449337.875000 Penalty: 4661.357422 Iteration 14Q: 3 clusters Score -1449338 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -1449719.250000 Penalty: 4661.357422 Iteration 15Q: 3 clusters Score -1449719 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -1450058.125000 Penalty: 4661.357422 Iteration 16Q: 3 clusters Score -1450058 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10859 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1450330.750000 Penalty: 4661.357422 Iteration 17Q: 3 clusters Score -1450331 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11058 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1450543.375000 Penalty: 4661.357422 Iteration 18Q: 3 clusters Score -1450543 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11176 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1450676.625000 Penalty: 4661.357422 Iteration 19Q: 3 clusters Score -1450677 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1450767.125000 Penalty: 4661.357422 Iteration 20F: 3 clusters Score -1450767 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11314 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1450839.000000 Penalty: 4661.357422 Iteration 21Q: 3 clusters Score -1450839 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -1450905.875000 Penalty: 4661.357422 Iteration 22Q: 3 clusters Score -1450906 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11394 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1450932.875000 Penalty: 4661.357422 Iteration 23Q: 3 clusters Score -1450933 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -1450946.250000 Penalty: 4661.357422 Iteration 24Q: 3 clusters Score -1450946 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1450959.000000 Penalty: 4661.357422 Iteration 25Q: 3 clusters Score -1450959 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11415 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1450971.625000 Penalty: 4661.357422 Iteration 26Q: 3 clusters Score -1450972 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11425 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1450981.000000 Penalty: 4661.357422 Iteration 27Q: 3 clusters Score -1450981 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11436 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1450993.750000 Penalty: 4661.357422 Iteration 28Q: 3 clusters Score -1450994 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -1451004.750000 Penalty: 4661.357422 Iteration 29Q: 3 clusters Score -1451005 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1451017.000000 Penalty: 4661.357422 Iteration 30Q: 3 clusters Score -1451017 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1451024.625000 Penalty: 4661.357422 Iteration 31Q: 3 clusters Score -1451025 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11474 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1451030.500000 Penalty: 4661.357422 Iteration 32Q: 3 clusters Score -1451030 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -1451040.000000 Penalty: 4661.357422 Iteration 33Q: 3 clusters Score -1451040 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1451045.125000 Penalty: 4661.357422 Iteration 34Q: 3 clusters Score -1451045 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11496 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -1451048.000000 Penalty: 4661.357422 Iteration 35Q: 3 clusters Score -1451048 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1451048.375000 Penalty: 4661.357422 Iteration 36Q: 3 clusters Score -1451048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1451048.625000 Penalty: 4661.357422 Iteration 37Q: 3 clusters Score -1451049 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1451048.625000 Penalty: 4661.357422 Iteration 38F: 3 clusters Score -1451049 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (14899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14899 members Entering Unmasked Estep Score: -1800186.625000 Penalty: 2383.044434 Iteration 0F: 2 clusters Score -1800187 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1789309.375000 Penalty: 4766.088867 Iteration 0F: 3 clusters Score -1789309 nChanged 6440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -1792751.625000 Penalty: 4766.088867 Iteration 1F: 3 clusters Score -1792752 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -1793095.250000 Penalty: 4766.088867 Iteration 2F: 3 clusters Score -1793095 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 8237 members Entering Unmasked Estep Score: -1793380.750000 Penalty: 4766.088867 Iteration 3Q: 3 clusters Score -1793381 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -1793676.500000 Penalty: 4766.088867 Iteration 4Q: 3 clusters Score -1793676 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -1794012.750000 Penalty: 4766.088867 Iteration 5Q: 3 clusters Score -1794013 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 9462 members Entering Unmasked Estep Score: -1794380.125000 Penalty: 4766.088867 Iteration 6Q: 3 clusters Score -1794380 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -1794819.125000 Penalty: 4766.088867 Iteration 7Q: 3 clusters Score -1794819 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 10643 members Entering Unmasked Estep Score: -1795301.000000 Penalty: 4766.088867 Iteration 8Q: 3 clusters Score -1795301 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -1795777.750000 Penalty: 4766.088867 Iteration 9Q: 3 clusters Score -1795778 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 11869 members Entering Unmasked Estep Score: -1796222.000000 Penalty: 4766.088867 Iteration 10Q: 3 clusters Score -1796222 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -1796647.000000 Penalty: 4766.088867 Iteration 11Q: 3 clusters Score -1796647 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -1797037.000000 Penalty: 4766.088867 Iteration 12Q: 3 clusters Score -1797037 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -1797330.125000 Penalty: 4766.088867 Iteration 13Q: 3 clusters Score -1797330 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -1797520.250000 Penalty: 4766.088867 Iteration 14Q: 3 clusters Score -1797520 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 13740 members Entering Unmasked Estep Score: -1797656.125000 Penalty: 4766.088867 Iteration 15Q: 3 clusters Score -1797656 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 13900 members Entering Unmasked Estep Score: -1797782.125000 Penalty: 4766.088867 Iteration 16Q: 3 clusters Score -1797782 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 14006 members Entering Unmasked Estep Score: -1797844.875000 Penalty: 4766.088867 Iteration 17Q: 3 clusters Score -1797845 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 14092 members Entering Unmasked Estep Score: -1797917.500000 Penalty: 4766.088867 Iteration 18Q: 3 clusters Score -1797918 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -1797960.000000 Penalty: 4766.088867 Iteration 19Q: 3 clusters Score -1797960 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 14189 members Entering Unmasked Estep Score: -1798000.500000 Penalty: 4766.088867 Iteration 20F: 3 clusters Score -1798000 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 14222 members Entering Unmasked Estep Score: -1798039.000000 Penalty: 4766.088867 Iteration 21Q: 3 clusters Score -1798039 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -1798065.875000 Penalty: 4766.088867 Iteration 22Q: 3 clusters Score -1798066 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -1798078.375000 Penalty: 4766.088867 Iteration 23Q: 3 clusters Score -1798078 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 14282 members Entering Unmasked Estep Score: -1798090.750000 Penalty: 4766.088867 Iteration 24Q: 3 clusters Score -1798091 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 14292 members Entering Unmasked Estep Score: -1798098.875000 Penalty: 4766.088867 Iteration 25Q: 3 clusters Score -1798099 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 14301 members Entering Unmasked Estep Score: -1798104.375000 Penalty: 4766.088867 Iteration 26Q: 3 clusters Score -1798104 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 14305 members Entering Unmasked Estep Score: -1798111.500000 Penalty: 4766.088867 Iteration 27Q: 3 clusters Score -1798112 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 14309 members Entering Unmasked Estep Score: -1798113.625000 Penalty: 4766.088867 Iteration 28Q: 3 clusters Score -1798114 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 14318 members Entering Unmasked Estep Score: -1798119.875000 Penalty: 4766.088867 Iteration 29Q: 3 clusters Score -1798120 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 14326 members Entering Unmasked Estep Score: -1798127.750000 Penalty: 4766.088867 Iteration 30Q: 3 clusters Score -1798128 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 14336 members Entering Unmasked Estep Score: -1798136.875000 Penalty: 4766.088867 Iteration 31Q: 3 clusters Score -1798137 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 14343 members Entering Unmasked Estep Score: -1798136.500000 Penalty: 4766.088867 Iteration 32Q: 3 clusters Score -1798136 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 14347 members Entering Unmasked Estep Score: -1798141.875000 Penalty: 4766.088867 Iteration 33Q: 3 clusters Score -1798142 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 14352 members Entering Unmasked Estep Score: -1798145.250000 Penalty: 4766.088867 Iteration 34Q: 3 clusters Score -1798145 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 14356 members Entering Unmasked Estep Score: -1798151.750000 Penalty: 4766.088867 Iteration 35Q: 3 clusters Score -1798152 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -1798154.000000 Penalty: 4766.088867 Iteration 36Q: 3 clusters Score -1798154 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -1798154.500000 Penalty: 4766.088867 Iteration 37Q: 3 clusters Score -1798154 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 14365 members Entering Unmasked Estep Score: -1798154.250000 Penalty: 4766.088867 Iteration 38Q: 3 clusters Score -1798154 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 14365 members Entering Unmasked Estep Score: -1798154.250000 Penalty: 4766.088867 Iteration 39F: 3 clusters Score -1798154 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -486336.656250 Penalty: 2060.616699 Iteration 0F: 2 clusters Score -486336.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -482408.687500 Penalty: 4121.233398 Iteration 0F: 3 clusters Score -482408.7 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -483274.125000 Penalty: 4121.233398 Iteration 1F: 3 clusters Score -483274.1 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -483509.062500 Penalty: 4121.233398 Iteration 2F: 3 clusters Score -483509.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -483669.218750 Penalty: 4121.233398 Iteration 3F: 3 clusters Score -483669.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -483809.531250 Penalty: 4121.233398 Iteration 4Q: 3 clusters Score -483809.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -483954.906250 Penalty: 4121.233398 Iteration 5Q: 3 clusters Score -483954.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -484093.781250 Penalty: 4121.233398 Iteration 6Q: 3 clusters Score -484093.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -484216.468750 Penalty: 4121.233398 Iteration 7Q: 3 clusters Score -484216.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -484313.968750 Penalty: 4121.233398 Iteration 8Q: 3 clusters Score -484314 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -484399.156250 Penalty: 4121.233398 Iteration 9Q: 3 clusters Score -484399.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -484487.812500 Penalty: 4121.233398 Iteration 10Q: 3 clusters Score -484487.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -484565.093750 Penalty: 4121.233398 Iteration 11Q: 3 clusters Score -484565.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -484627.468750 Penalty: 4121.233398 Iteration 12Q: 3 clusters Score -484627.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -484679.531250 Penalty: 4121.233398 Iteration 13Q: 3 clusters Score -484679.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -484728.687500 Penalty: 4121.233398 Iteration 14Q: 3 clusters Score -484728.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -484760.500000 Penalty: 4121.233398 Iteration 15Q: 3 clusters Score -484760.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -484788.843750 Penalty: 4121.233398 Iteration 16Q: 3 clusters Score -484788.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -484813.031250 Penalty: 4121.233398 Iteration 17Q: 3 clusters Score -484813 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -484838.062500 Penalty: 4121.233398 Iteration 18Q: 3 clusters Score -484838.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -484868.843750 Penalty: 4121.233398 Iteration 19Q: 3 clusters Score -484868.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -484889.968750 Penalty: 4121.233398 Iteration 20F: 3 clusters Score -484890 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -484903.343750 Penalty: 4121.233398 Iteration 21Q: 3 clusters Score -484903.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -484908.156250 Penalty: 4121.233398 Iteration 22Q: 3 clusters Score -484908.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -484911.218750 Penalty: 4121.233398 Iteration 23Q: 3 clusters Score -484911.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -484914.093750 Penalty: 4121.233398 Iteration 24Q: 3 clusters Score -484914.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -484913.968750 Penalty: 4121.233398 Iteration 25Q: 3 clusters Score -484914 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -484916.906250 Penalty: 4121.233398 Iteration 26Q: 3 clusters Score -484916.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -484919.312500 Penalty: 4121.233398 Iteration 27Q: 3 clusters Score -484919.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -484920.562500 Penalty: 4121.233398 Iteration 28Q: 3 clusters Score -484920.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -484921.656250 Penalty: 4121.233398 Iteration 29Q: 3 clusters Score -484921.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -484924.781250 Penalty: 4121.233398 Iteration 30Q: 3 clusters Score -484924.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -484925.250000 Penalty: 4121.233398 Iteration 31Q: 3 clusters Score -484925.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -484926.656250 Penalty: 4121.233398 Iteration 32Q: 3 clusters Score -484926.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -484927.750000 Penalty: 4121.233398 Iteration 33Q: 3 clusters Score -484927.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -484927.343750 Penalty: 4121.233398 Iteration 34Q: 3 clusters Score -484927.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -484928.718750 Penalty: 4121.233398 Iteration 35Q: 3 clusters Score -484928.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -484928.718750 Penalty: 4121.233398 Iteration 36F: 3 clusters Score -484928.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53690 members Mstep: Class 2 contains 9341 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6972 members Mstep: Class 6 contains 101226 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3352 members Mstep: Class 10 contains 15856 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 24918 members Mstep: Class 13 contains 3605 members Mstep: Class 14 contains 9717 members Mstep: Class 15 contains 3419 members Mstep: Class 16 contains 3472 members Mstep: Class 17 contains 1612 members Mstep: Class 19 contains 12063 members Mstep: Class 23 contains 14899 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508836.000000 Penalty: 62279.437500 Iteration 239Q: 21 clusters Score -3.350884e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53690 members Mstep: Class 2 contains 9344 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6973 members Mstep: Class 6 contains 101234 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3351 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 24937 members Mstep: Class 13 contains 3606 members Mstep: Class 14 contains 9716 members Mstep: Class 15 contains 3415 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 12034 members Mstep: Class 23 contains 14904 members Mstep: Class 24 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -33508858.000000 Penalty: 62279.437500 Iteration 240F: 21 clusters Score -3.350886e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53690 members Mstep: Class 2 contains 9346 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6974 members Mstep: Class 6 contains 101239 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3351 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 24956 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9714 members Mstep: Class 15 contains 3414 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 12009 members Mstep: Class 23 contains 14905 members Mstep: Class 24 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -33508838.000000 Penalty: 62279.437500 Iteration 241Q: 21 clusters Score -3.350884e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53688 members Mstep: Class 2 contains 9349 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6974 members Mstep: Class 6 contains 101242 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3351 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 24983 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9714 members Mstep: Class 15 contains 3414 members Mstep: Class 16 contains 3472 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 11977 members Mstep: Class 23 contains 14905 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508822.000000 Penalty: 62279.437500 Iteration 242Q: 21 clusters Score -3.350882e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53690 members Mstep: Class 2 contains 9355 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6974 members Mstep: Class 6 contains 101244 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3350 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25009 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3413 members Mstep: Class 16 contains 3472 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 11947 members Mstep: Class 23 contains 14901 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508818.000000 Penalty: 62279.437500 Iteration 243Q: 21 clusters Score -3.350882e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53689 members Mstep: Class 2 contains 9354 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6974 members Mstep: Class 6 contains 101248 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3346 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25039 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9714 members Mstep: Class 15 contains 3414 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 11921 members Mstep: Class 23 contains 14897 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508814.000000 Penalty: 62279.437500 Iteration 244Q: 21 clusters Score -3.350881e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53685 members Mstep: Class 2 contains 9356 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6971 members Mstep: Class 6 contains 101252 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3345 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25064 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9714 members Mstep: Class 15 contains 3412 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1613 members Mstep: Class 19 contains 11902 members Mstep: Class 23 contains 14894 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508840.000000 Penalty: 62279.437500 Iteration 245Q: 21 clusters Score -3.350884e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53683 members Mstep: Class 2 contains 9358 members Mstep: Class 3 contains 2639 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 6968 members Mstep: Class 6 contains 101254 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3345 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25088 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9715 members Mstep: Class 15 contains 3410 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1613 members Mstep: Class 19 contains 11885 members Mstep: Class 23 contains 14888 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508816.000000 Penalty: 62279.437500 Iteration 246Q: 21 clusters Score -3.350882e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53681 members Mstep: Class 2 contains 9356 members Mstep: Class 3 contains 2638 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6969 members Mstep: Class 6 contains 101260 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4586 members Mstep: Class 9 contains 3344 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25108 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1614 members Mstep: Class 19 contains 11869 members Mstep: Class 23 contains 14885 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508824.000000 Penalty: 62279.437500 Iteration 247Q: 21 clusters Score -3.350882e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53679 members Mstep: Class 2 contains 9361 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2351 members Mstep: Class 5 contains 6968 members Mstep: Class 6 contains 101263 members Mstep: Class 7 contains 5613 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3344 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25122 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1614 members Mstep: Class 19 contains 11850 members Mstep: Class 23 contains 14885 members Mstep: Class 24 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -33508804.000000 Penalty: 62279.437500 Iteration 248Q: 21 clusters Score -3.35088e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53678 members Mstep: Class 2 contains 9360 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2351 members Mstep: Class 5 contains 6967 members Mstep: Class 6 contains 101265 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3344 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25143 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3471 members Mstep: Class 17 contains 1614 members Mstep: Class 19 contains 11832 members Mstep: Class 23 contains 14883 members Mstep: Class 24 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -33508834.000000 Penalty: 62279.437500 Iteration 249Q: 21 clusters Score -3.350883e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53677 members Mstep: Class 2 contains 9361 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2351 members Mstep: Class 5 contains 6966 members Mstep: Class 6 contains 101268 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3344 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25158 members Mstep: Class 13 contains 3609 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1613 members Mstep: Class 19 contains 11817 members Mstep: Class 23 contains 14883 members Mstep: Class 24 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -33508840.000000 Penalty: 62279.437500 Iteration 250Q: 21 clusters Score -3.350884e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53677 members Mstep: Class 2 contains 9364 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6966 members Mstep: Class 6 contains 101266 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3344 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25171 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9714 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1612 members Mstep: Class 19 contains 11804 members Mstep: Class 23 contains 14883 members Mstep: Class 24 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -33508864.000000 Penalty: 62279.437500 Iteration 251Q: 21 clusters Score -3.350886e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53675 members Mstep: Class 2 contains 9364 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6965 members Mstep: Class 6 contains 101269 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3344 members Mstep: Class 10 contains 15855 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25186 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 11792 members Mstep: Class 23 contains 14882 members Mstep: Class 24 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -33508848.000000 Penalty: 62279.437500 Iteration 252Q: 21 clusters Score -3.350885e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53673 members Mstep: Class 2 contains 9366 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6962 members Mstep: Class 6 contains 101271 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3343 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25200 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11782 members Mstep: Class 23 contains 14882 members Mstep: Class 24 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -33508882.000000 Penalty: 62279.437500 Iteration 253Q: 21 clusters Score -3.350888e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53673 members Mstep: Class 2 contains 9364 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6962 members Mstep: Class 6 contains 101271 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3341 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25217 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11772 members Mstep: Class 23 contains 14879 members Mstep: Class 24 contains 4061 members Entering Unmasked Estep ConsiderDeletion Score: -33508898.000000 Penalty: 62279.437500 Iteration 254Q: 21 clusters Score -3.35089e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53674 members Mstep: Class 2 contains 9363 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6962 members Mstep: Class 6 contains 101272 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25226 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11767 members Mstep: Class 23 contains 14876 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508890.000000 Penalty: 62279.437500 Iteration 255Q: 21 clusters Score -3.350889e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53675 members Mstep: Class 2 contains 9362 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6962 members Mstep: Class 6 contains 101272 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25235 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11760 members Mstep: Class 23 contains 14875 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508886.000000 Penalty: 62279.437500 Iteration 256Q: 21 clusters Score -3.350889e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53675 members Mstep: Class 2 contains 9360 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6962 members Mstep: Class 6 contains 101271 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25245 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3408 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11754 members Mstep: Class 23 contains 14875 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508896.000000 Penalty: 62279.437500 Iteration 257Q: 21 clusters Score -3.35089e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53677 members Mstep: Class 2 contains 9358 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6962 members Mstep: Class 6 contains 101270 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25256 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11746 members Mstep: Class 23 contains 14874 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508892.000000 Penalty: 62279.437500 Iteration 258Q: 21 clusters Score -3.350889e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53677 members Mstep: Class 2 contains 9358 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6962 members Mstep: Class 6 contains 101269 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3341 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25264 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11738 members Mstep: Class 23 contains 14873 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508924.000000 Penalty: 62279.437500 Iteration 259Q: 21 clusters Score -3.350892e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53674 members Mstep: Class 2 contains 9358 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6963 members Mstep: Class 6 contains 101268 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3341 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25277 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11730 members Mstep: Class 23 contains 14872 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508916.000000 Penalty: 62279.437500 Iteration 260F: 21 clusters Score -3.350892e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53673 members Mstep: Class 2 contains 9358 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6964 members Mstep: Class 6 contains 101266 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3341 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25287 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11722 members Mstep: Class 23 contains 14872 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508900.000000 Penalty: 62279.437500 Iteration 261Q: 21 clusters Score -3.35089e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53673 members Mstep: Class 2 contains 9358 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6962 members Mstep: Class 6 contains 101265 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3341 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25293 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11720 members Mstep: Class 23 contains 14872 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508910.000000 Penalty: 62279.437500 Iteration 262Q: 21 clusters Score -3.350891e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53674 members Mstep: Class 2 contains 9358 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6961 members Mstep: Class 6 contains 101266 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3341 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25297 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9710 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11717 members Mstep: Class 23 contains 14872 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508914.000000 Penalty: 62279.437500 Iteration 263Q: 21 clusters Score -3.350891e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53674 members Mstep: Class 2 contains 9359 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6959 members Mstep: Class 6 contains 101266 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3341 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25303 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11712 members Mstep: Class 23 contains 14871 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508902.000000 Penalty: 62279.437500 Iteration 264Q: 21 clusters Score -3.35089e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53673 members Mstep: Class 2 contains 9362 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6959 members Mstep: Class 6 contains 101267 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25306 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3407 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11709 members Mstep: Class 23 contains 14869 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508902.000000 Penalty: 62279.437500 Iteration 265Q: 21 clusters Score -3.35089e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53673 members Mstep: Class 2 contains 9363 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6959 members Mstep: Class 6 contains 101267 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25308 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3406 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11707 members Mstep: Class 23 contains 14869 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508908.000000 Penalty: 62279.437500 Iteration 266Q: 21 clusters Score -3.350891e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53673 members Mstep: Class 2 contains 9363 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6959 members Mstep: Class 6 contains 101266 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15854 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25311 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3404 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11707 members Mstep: Class 23 contains 14869 members Mstep: Class 24 contains 4059 members Entering Unmasked Estep ConsiderDeletion Score: -33508900.000000 Penalty: 62279.437500 Iteration 267Q: 21 clusters Score -3.35089e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53671 members Mstep: Class 2 contains 9365 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6959 members Mstep: Class 6 contains 101267 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25314 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3403 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11705 members Mstep: Class 23 contains 14868 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508934.000000 Penalty: 62279.437500 Iteration 268Q: 21 clusters Score -3.350893e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53671 members Mstep: Class 2 contains 9366 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6959 members Mstep: Class 6 contains 101265 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25318 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3402 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11703 members Mstep: Class 23 contains 14868 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508910.000000 Penalty: 62279.437500 Iteration 269Q: 21 clusters Score -3.350891e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53669 members Mstep: Class 2 contains 9368 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6959 members Mstep: Class 6 contains 101265 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25321 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3401 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11702 members Mstep: Class 23 contains 14867 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508922.000000 Penalty: 62279.437500 Iteration 270Q: 21 clusters Score -3.350892e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 9370 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6958 members Mstep: Class 6 contains 101264 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25323 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3401 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11701 members Mstep: Class 23 contains 14867 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508934.000000 Penalty: 62279.437500 Iteration 271Q: 21 clusters Score -3.350893e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 9371 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101264 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25325 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3401 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11699 members Mstep: Class 23 contains 14867 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508940.000000 Penalty: 62279.437500 Iteration 272Q: 21 clusters Score -3.350894e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 9371 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101264 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25329 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3401 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11697 members Mstep: Class 23 contains 14867 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508940.000000 Penalty: 62279.437500 Iteration 273Q: 21 clusters Score -3.350894e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 9372 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101264 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25333 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9711 members Mstep: Class 15 contains 3400 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11693 members Mstep: Class 23 contains 14867 members Mstep: Class 24 contains 4060 members Entering Unmasked Estep ConsiderDeletion Score: -33508946.000000 Penalty: 62279.437500 Iteration 274Q: 21 clusters Score -3.350895e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 9373 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101265 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25334 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3396 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11691 members Mstep: Class 23 contains 14867 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508966.000000 Penalty: 62279.437500 Iteration 275Q: 21 clusters Score -3.350897e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 9374 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6958 members Mstep: Class 6 contains 101266 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25334 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3393 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11690 members Mstep: Class 23 contains 14867 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508960.000000 Penalty: 62279.437500 Iteration 276Q: 21 clusters Score -3.350896e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 9377 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6958 members Mstep: Class 6 contains 101268 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3340 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25336 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3390 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11687 members Mstep: Class 23 contains 14867 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508960.000000 Penalty: 62279.437500 Iteration 277Q: 21 clusters Score -3.350896e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 9378 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6958 members Mstep: Class 6 contains 101268 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25338 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3388 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11686 members Mstep: Class 23 contains 14868 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508962.000000 Penalty: 62279.437500 Iteration 278Q: 21 clusters Score -3.350896e+07 nChanged 9 Entering ConstructFrom: Score: -33508962.000000 Penalty: 62279.437500 Entering ConstructFrom: Trying to split cluster 1 (53665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53665 members Entering Unmasked Estep Score: -6533337.000000 Penalty: 2700.848145 Iteration 0F: 2 clusters Score -6533337 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27089 members Mstep: Class 2 contains 26576 members Entering Unmasked Estep Score: -6497283.000000 Penalty: 5401.696289 Iteration 0F: 3 clusters Score -6497283 nChanged 24808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29375 members Mstep: Class 2 contains 24290 members Entering Unmasked Estep Score: -6511154.000000 Penalty: 5401.696289 Iteration 1F: 3 clusters Score -6511154 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31030 members Mstep: Class 2 contains 22635 members Entering Unmasked Estep Score: -6512056.000000 Penalty: 5401.696289 Iteration 2Q: 3 clusters Score -6512056 nChanged 3000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33554 members Mstep: Class 2 contains 20111 members Entering Unmasked Estep Score: -6513562.000000 Penalty: 5401.696289 Iteration 3F: 3 clusters Score -6513562 nChanged 3770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37104 members Mstep: Class 2 contains 16561 members Entering Unmasked Estep Score: -6515945.500000 Penalty: 5401.696289 Iteration 4F: 3 clusters Score -6515946 nChanged 4398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41352 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -6519484.500000 Penalty: 5401.696289 Iteration 5F: 3 clusters Score -6519484 nChanged 4477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45769 members Mstep: Class 2 contains 7896 members Entering Unmasked Estep Score: -6523550.500000 Penalty: 5401.696289 Iteration 6F: 3 clusters Score -6523550 nChanged 3567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49318 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -6526923.500000 Penalty: 5401.696289 Iteration 7F: 3 clusters Score -6526924 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51578 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -6529067.000000 Penalty: 5401.696289 Iteration 8Q: 3 clusters Score -6529067 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52712 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -6530094.000000 Penalty: 5401.696289 Iteration 9Q: 3 clusters Score -6530094 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53135 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -6530521.500000 Penalty: 5401.696289 Iteration 10Q: 3 clusters Score -6530522 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53289 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -6530709.000000 Penalty: 5401.696289 Iteration 11Q: 3 clusters Score -6530709 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53350 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -6530810.000000 Penalty: 5401.696289 Iteration 12Q: 3 clusters Score -6530810 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53374 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -6530838.000000 Penalty: 5401.696289 Iteration 13Q: 3 clusters Score -6530838 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53384 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -6530859.000000 Penalty: 5401.696289 Iteration 14Q: 3 clusters Score -6530859 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53392 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -6530866.500000 Penalty: 5401.696289 Iteration 15Q: 3 clusters Score -6530866 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53397 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -6530871.500000 Penalty: 5401.696289 Iteration 16Q: 3 clusters Score -6530872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53401 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -6530888.500000 Penalty: 5401.696289 Iteration 17Q: 3 clusters Score -6530888 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53405 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -6530901.000000 Penalty: 5401.696289 Iteration 18Q: 3 clusters Score -6530901 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53408 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -6530906.000000 Penalty: 5401.696289 Iteration 19Q: 3 clusters Score -6530906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53408 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -6530916.500000 Penalty: 5401.696289 Iteration 20F: 3 clusters Score -6530916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53409 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -6530919.000000 Penalty: 5401.696289 Iteration 21Q: 3 clusters Score -6530919 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53409 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -6530919.000000 Penalty: 5401.696289 Iteration 22F: 3 clusters Score -6530919 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (9381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Entering Unmasked Estep Score: -1048328.062500 Penalty: 2268.317383 Iteration 0F: 2 clusters Score -1048328 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -1041012.250000 Penalty: 4536.634766 Iteration 0F: 3 clusters Score -1041012 nChanged 3860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -1043126.687500 Penalty: 4536.634766 Iteration 1F: 3 clusters Score -1043127 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -1043491.687500 Penalty: 4536.634766 Iteration 2F: 3 clusters Score -1043492 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1043779.187500 Penalty: 4536.634766 Iteration 3F: 3 clusters Score -1043779 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1043969.062500 Penalty: 4536.634766 Iteration 4Q: 3 clusters Score -1043969 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1044135.062500 Penalty: 4536.634766 Iteration 5Q: 3 clusters Score -1044135 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1044294.562500 Penalty: 4536.634766 Iteration 6Q: 3 clusters Score -1044295 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -1044433.875000 Penalty: 4536.634766 Iteration 7Q: 3 clusters Score -1044434 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -1044563.250000 Penalty: 4536.634766 Iteration 8Q: 3 clusters Score -1044563 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -1044687.812500 Penalty: 4536.634766 Iteration 9Q: 3 clusters Score -1044688 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1044801.875000 Penalty: 4536.634766 Iteration 10Q: 3 clusters Score -1044802 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1044908.687500 Penalty: 4536.634766 Iteration 11Q: 3 clusters Score -1044909 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -1045008.437500 Penalty: 4536.634766 Iteration 12Q: 3 clusters Score -1045008 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -1045103.812500 Penalty: 4536.634766 Iteration 13Q: 3 clusters Score -1045104 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -1045199.187500 Penalty: 4536.634766 Iteration 14Q: 3 clusters Score -1045199 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1045301.437500 Penalty: 4536.634766 Iteration 15Q: 3 clusters Score -1045301 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -1045398.875000 Penalty: 4536.634766 Iteration 16Q: 3 clusters Score -1045399 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -1045505.562500 Penalty: 4536.634766 Iteration 17Q: 3 clusters Score -1045506 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1045610.062500 Penalty: 4536.634766 Iteration 18Q: 3 clusters Score -1045610 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -1045711.875000 Penalty: 4536.634766 Iteration 19Q: 3 clusters Score -1045712 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -1045825.000000 Penalty: 4536.634766 Iteration 20F: 3 clusters Score -1045825 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -1045922.375000 Penalty: 4536.634766 Iteration 21Q: 3 clusters Score -1045922 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -1046008.000000 Penalty: 4536.634766 Iteration 22Q: 3 clusters Score -1046008 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1046086.687500 Penalty: 4536.634766 Iteration 23Q: 3 clusters Score -1046087 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -1046164.250000 Penalty: 4536.634766 Iteration 24Q: 3 clusters Score -1046164 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -1046229.750000 Penalty: 4536.634766 Iteration 25Q: 3 clusters Score -1046230 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -1046270.812500 Penalty: 4536.634766 Iteration 26Q: 3 clusters Score -1046271 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1046316.500000 Penalty: 4536.634766 Iteration 27Q: 3 clusters Score -1046316 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -1046354.125000 Penalty: 4536.634766 Iteration 28Q: 3 clusters Score -1046354 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -1046377.062500 Penalty: 4536.634766 Iteration 29Q: 3 clusters Score -1046377 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -1046398.062500 Penalty: 4536.634766 Iteration 30Q: 3 clusters Score -1046398 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -1046419.000000 Penalty: 4536.634766 Iteration 31Q: 3 clusters Score -1046419 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -1046443.875000 Penalty: 4536.634766 Iteration 32Q: 3 clusters Score -1046444 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -1046461.687500 Penalty: 4536.634766 Iteration 33Q: 3 clusters Score -1046462 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -1046478.500000 Penalty: 4536.634766 Iteration 34Q: 3 clusters Score -1046478 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -1046502.000000 Penalty: 4536.634766 Iteration 35Q: 3 clusters Score -1046502 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -1046516.812500 Penalty: 4536.634766 Iteration 36Q: 3 clusters Score -1046517 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 8090 members Entering Unmasked Estep Score: -1046528.312500 Penalty: 4536.634766 Iteration 37Q: 3 clusters Score -1046528 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -1046542.937500 Penalty: 4536.634766 Iteration 38Q: 3 clusters Score -1046543 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -1046555.562500 Penalty: 4536.634766 Iteration 39Q: 3 clusters Score -1046556 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -1046569.437500 Penalty: 4536.634766 Iteration 40F: 3 clusters Score -1046569 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -1046581.125000 Penalty: 4536.634766 Iteration 41Q: 3 clusters Score -1046581 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 8187 members Entering Unmasked Estep Score: -1046590.687500 Penalty: 4536.634766 Iteration 42Q: 3 clusters Score -1046591 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -1046603.437500 Penalty: 4536.634766 Iteration 43Q: 3 clusters Score -1046603 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -1046612.687500 Penalty: 4536.634766 Iteration 44Q: 3 clusters Score -1046613 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -1046619.312500 Penalty: 4536.634766 Iteration 45Q: 3 clusters Score -1046619 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -1046633.875000 Penalty: 4536.634766 Iteration 46Q: 3 clusters Score -1046634 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -1046642.625000 Penalty: 4536.634766 Iteration 47Q: 3 clusters Score -1046643 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -1046648.750000 Penalty: 4536.634766 Iteration 48Q: 3 clusters Score -1046649 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 8284 members Entering Unmasked Estep Score: -1046654.875000 Penalty: 4536.634766 Iteration 49Q: 3 clusters Score -1046655 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -1046661.625000 Penalty: 4536.634766 Iteration 50Q: 3 clusters Score -1046662 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -1046670.750000 Penalty: 4536.634766 Iteration 51Q: 3 clusters Score -1046671 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -1046675.187500 Penalty: 4536.634766 Iteration 52Q: 3 clusters Score -1046675 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -1046681.000000 Penalty: 4536.634766 Iteration 53Q: 3 clusters Score -1046681 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 8314 members Entering Unmasked Estep Score: -1046683.812500 Penalty: 4536.634766 Iteration 54Q: 3 clusters Score -1046684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -1046684.500000 Penalty: 4536.634766 Iteration 55Q: 3 clusters Score -1046684 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -1046687.875000 Penalty: 4536.634766 Iteration 56Q: 3 clusters Score -1046688 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -1046688.812500 Penalty: 4536.634766 Iteration 57Q: 3 clusters Score -1046689 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -1046692.312500 Penalty: 4536.634766 Iteration 58Q: 3 clusters Score -1046692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -1046690.687500 Penalty: 4536.634766 Iteration 59Q: 3 clusters Score -1046691 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -1046690.687500 Penalty: 4536.634766 Iteration 60F: 3 clusters Score -1046691 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Entering Unmasked Estep Score: -291041.375000 Penalty: 1953.594482 Iteration 0F: 2 clusters Score -291041.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -288044.093750 Penalty: 3907.188965 Iteration 0F: 3 clusters Score -288044.1 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -288658.468750 Penalty: 3907.188965 Iteration 1F: 3 clusters Score -288658.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -288821.312500 Penalty: 3907.188965 Iteration 2F: 3 clusters Score -288821.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -288903.875000 Penalty: 3907.188965 Iteration 3Q: 3 clusters Score -288903.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -288952.687500 Penalty: 3907.188965 Iteration 4Q: 3 clusters Score -288952.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -288983.218750 Penalty: 3907.188965 Iteration 5Q: 3 clusters Score -288983.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -289002.437500 Penalty: 3907.188965 Iteration 6Q: 3 clusters Score -289002.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -289015.750000 Penalty: 3907.188965 Iteration 7Q: 3 clusters Score -289015.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -289026.406250 Penalty: 3907.188965 Iteration 8Q: 3 clusters Score -289026.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -289038.562500 Penalty: 3907.188965 Iteration 9Q: 3 clusters Score -289038.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -289050.968750 Penalty: 3907.188965 Iteration 10Q: 3 clusters Score -289051 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -289065.156250 Penalty: 3907.188965 Iteration 11Q: 3 clusters Score -289065.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -289077.000000 Penalty: 3907.188965 Iteration 12Q: 3 clusters Score -289077 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -289085.375000 Penalty: 3907.188965 Iteration 13Q: 3 clusters Score -289085.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -289094.406250 Penalty: 3907.188965 Iteration 14Q: 3 clusters Score -289094.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -289098.750000 Penalty: 3907.188965 Iteration 15Q: 3 clusters Score -289098.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -289101.187500 Penalty: 3907.188965 Iteration 16Q: 3 clusters Score -289101.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -289103.937500 Penalty: 3907.188965 Iteration 17Q: 3 clusters Score -289103.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -289105.062500 Penalty: 3907.188965 Iteration 18Q: 3 clusters Score -289105.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -289106.968750 Penalty: 3907.188965 Iteration 19Q: 3 clusters Score -289107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -289107.750000 Penalty: 3907.188965 Iteration 20F: 3 clusters Score -289107.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -289111.093750 Penalty: 3907.188965 Iteration 21Q: 3 clusters Score -289111.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -289111.875000 Penalty: 3907.188965 Iteration 22Q: 3 clusters Score -289111.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -289113.093750 Penalty: 3907.188965 Iteration 23Q: 3 clusters Score -289113.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -289113.843750 Penalty: 3907.188965 Iteration 24Q: 3 clusters Score -289113.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -289115.843750 Penalty: 3907.188965 Iteration 25Q: 3 clusters Score -289115.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -289118.281250 Penalty: 3907.188965 Iteration 26Q: 3 clusters Score -289118.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -289119.875000 Penalty: 3907.188965 Iteration 27Q: 3 clusters Score -289119.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -289121.593750 Penalty: 3907.188965 Iteration 28Q: 3 clusters Score -289121.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -289122.468750 Penalty: 3907.188965 Iteration 29Q: 3 clusters Score -289122.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -289123.218750 Penalty: 3907.188965 Iteration 30Q: 3 clusters Score -289123.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -289123.250000 Penalty: 3907.188965 Iteration 31Q: 3 clusters Score -289123.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -289123.250000 Penalty: 3907.188965 Iteration 32F: 3 clusters Score -289123.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Entering Unmasked Estep Score: -273626.218750 Penalty: 1925.018311 Iteration 0F: 2 clusters Score -273626.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -270812.156250 Penalty: 3850.036621 Iteration 0F: 3 clusters Score -270812.2 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -271367.093750 Penalty: 3850.036621 Iteration 1F: 3 clusters Score -271367.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -271567.875000 Penalty: 3850.036621 Iteration 2F: 3 clusters Score -271567.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -271711.906250 Penalty: 3850.036621 Iteration 3F: 3 clusters Score -271711.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -271830.375000 Penalty: 3850.036621 Iteration 4Q: 3 clusters Score -271830.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -271940.687500 Penalty: 3850.036621 Iteration 5Q: 3 clusters Score -271940.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -272027.187500 Penalty: 3850.036621 Iteration 6Q: 3 clusters Score -272027.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -272079.468750 Penalty: 3850.036621 Iteration 7Q: 3 clusters Score -272079.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -272126.500000 Penalty: 3850.036621 Iteration 8Q: 3 clusters Score -272126.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -272163.437500 Penalty: 3850.036621 Iteration 9Q: 3 clusters Score -272163.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -272190.250000 Penalty: 3850.036621 Iteration 10Q: 3 clusters Score -272190.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -272221.093750 Penalty: 3850.036621 Iteration 11Q: 3 clusters Score -272221.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -272257.343750 Penalty: 3850.036621 Iteration 12Q: 3 clusters Score -272257.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -272290.687500 Penalty: 3850.036621 Iteration 13Q: 3 clusters Score -272290.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -272335.406250 Penalty: 3850.036621 Iteration 14Q: 3 clusters Score -272335.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -272375.625000 Penalty: 3850.036621 Iteration 15Q: 3 clusters Score -272375.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -272398.375000 Penalty: 3850.036621 Iteration 16Q: 3 clusters Score -272398.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -272417.156250 Penalty: 3850.036621 Iteration 17Q: 3 clusters Score -272417.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -272437.500000 Penalty: 3850.036621 Iteration 18Q: 3 clusters Score -272437.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -272448.250000 Penalty: 3850.036621 Iteration 19Q: 3 clusters Score -272448.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -272451.718750 Penalty: 3850.036621 Iteration 20F: 3 clusters Score -272451.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -272455.875000 Penalty: 3850.036621 Iteration 21Q: 3 clusters Score -272455.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -272458.687500 Penalty: 3850.036621 Iteration 22Q: 3 clusters Score -272458.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -272460.468750 Penalty: 3850.036621 Iteration 23Q: 3 clusters Score -272460.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -272461.406250 Penalty: 3850.036621 Iteration 24Q: 3 clusters Score -272461.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -272462.468750 Penalty: 3850.036621 Iteration 25Q: 3 clusters Score -272462.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -272463.656250 Penalty: 3850.036621 Iteration 26Q: 3 clusters Score -272463.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -272465.687500 Penalty: 3850.036621 Iteration 27Q: 3 clusters Score -272465.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -272467.125000 Penalty: 3850.036621 Iteration 28Q: 3 clusters Score -272467.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -272467.593750 Penalty: 3850.036621 Iteration 29Q: 3 clusters Score -272467.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -272469.187500 Penalty: 3850.036621 Iteration 30Q: 3 clusters Score -272469.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -272470.375000 Penalty: 3850.036621 Iteration 31Q: 3 clusters Score -272470.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -272470.687500 Penalty: 3850.036621 Iteration 32Q: 3 clusters Score -272470.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -272470.687500 Penalty: 3850.036621 Iteration 33F: 3 clusters Score -272470.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6958 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Entering Unmasked Estep Score: -768417.312500 Penalty: 2194.216553 Iteration 0F: 2 clusters Score -768417.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -762766.375000 Penalty: 4388.433105 Iteration 0F: 3 clusters Score -762766.4 nChanged 2733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -764347.187500 Penalty: 4388.433105 Iteration 1F: 3 clusters Score -764347.2 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -764649.687500 Penalty: 4388.433105 Iteration 2F: 3 clusters Score -764649.7 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -764862.562500 Penalty: 4388.433105 Iteration 3F: 3 clusters Score -764862.6 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -765055.687500 Penalty: 4388.433105 Iteration 4Q: 3 clusters Score -765055.7 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -765261.000000 Penalty: 4388.433105 Iteration 5Q: 3 clusters Score -765261 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -765465.312500 Penalty: 4388.433105 Iteration 6Q: 3 clusters Score -765465.3 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -765662.625000 Penalty: 4388.433105 Iteration 7Q: 3 clusters Score -765662.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -765842.250000 Penalty: 4388.433105 Iteration 8Q: 3 clusters Score -765842.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -765998.687500 Penalty: 4388.433105 Iteration 9Q: 3 clusters Score -765998.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -766135.000000 Penalty: 4388.433105 Iteration 10Q: 3 clusters Score -766135 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -766264.562500 Penalty: 4388.433105 Iteration 11Q: 3 clusters Score -766264.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -766376.000000 Penalty: 4388.433105 Iteration 12Q: 3 clusters Score -766376 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -766471.875000 Penalty: 4388.433105 Iteration 13Q: 3 clusters Score -766471.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -766571.437500 Penalty: 4388.433105 Iteration 14Q: 3 clusters Score -766571.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -766651.062500 Penalty: 4388.433105 Iteration 15Q: 3 clusters Score -766651.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -766719.375000 Penalty: 4388.433105 Iteration 16Q: 3 clusters Score -766719.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -766793.375000 Penalty: 4388.433105 Iteration 17Q: 3 clusters Score -766793.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -766856.875000 Penalty: 4388.433105 Iteration 18Q: 3 clusters Score -766856.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -766904.625000 Penalty: 4388.433105 Iteration 19Q: 3 clusters Score -766904.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -766955.187500 Penalty: 4388.433105 Iteration 20F: 3 clusters Score -766955.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -766996.000000 Penalty: 4388.433105 Iteration 21Q: 3 clusters Score -766996 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -767028.437500 Penalty: 4388.433105 Iteration 22Q: 3 clusters Score -767028.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -767051.875000 Penalty: 4388.433105 Iteration 23Q: 3 clusters Score -767051.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -767074.312500 Penalty: 4388.433105 Iteration 24Q: 3 clusters Score -767074.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -767090.750000 Penalty: 4388.433105 Iteration 25Q: 3 clusters Score -767090.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -767110.125000 Penalty: 4388.433105 Iteration 26Q: 3 clusters Score -767110.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -767119.250000 Penalty: 4388.433105 Iteration 27Q: 3 clusters Score -767119.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -767131.500000 Penalty: 4388.433105 Iteration 28Q: 3 clusters Score -767131.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -767136.437500 Penalty: 4388.433105 Iteration 29Q: 3 clusters Score -767136.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -767145.312500 Penalty: 4388.433105 Iteration 30Q: 3 clusters Score -767145.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -767150.250000 Penalty: 4388.433105 Iteration 31Q: 3 clusters Score -767150.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -767157.000000 Penalty: 4388.433105 Iteration 32Q: 3 clusters Score -767157 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -767161.062500 Penalty: 4388.433105 Iteration 33Q: 3 clusters Score -767161.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -767162.125000 Penalty: 4388.433105 Iteration 34Q: 3 clusters Score -767162.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -767162.250000 Penalty: 4388.433105 Iteration 35Q: 3 clusters Score -767162.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -767164.187500 Penalty: 4388.433105 Iteration 36Q: 3 clusters Score -767164.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -767165.687500 Penalty: 4388.433105 Iteration 37Q: 3 clusters Score -767165.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -767166.687500 Penalty: 4388.433105 Iteration 38Q: 3 clusters Score -767166.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -767165.687500 Penalty: 4388.433105 Iteration 39Q: 3 clusters Score -767165.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -767167.062500 Penalty: 4388.433105 Iteration 40F: 3 clusters Score -767167.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (101266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101266 members Entering Unmasked Estep Score: -12275895.000000 Penalty: 2858.325439 Iteration 0F: 2 clusters Score -1.22759e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50685 members Mstep: Class 2 contains 50581 members Entering Unmasked Estep Score: -12208112.000000 Penalty: 5716.650879 Iteration 0F: 3 clusters Score -1.220811e+07 nChanged 47840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51035 members Mstep: Class 2 contains 50231 members Entering Unmasked Estep Score: -12235548.000000 Penalty: 5716.650879 Iteration 1F: 3 clusters Score -1.223555e+07 nChanged 3144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51283 members Mstep: Class 2 contains 49983 members Entering Unmasked Estep Score: -12236193.000000 Penalty: 5716.650879 Iteration 2Q: 3 clusters Score -1.223619e+07 nChanged 3196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51653 members Mstep: Class 2 contains 49613 members Entering Unmasked Estep Score: -12236884.000000 Penalty: 5716.650879 Iteration 3Q: 3 clusters Score -1.223688e+07 nChanged 3161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52058 members Mstep: Class 2 contains 49208 members Entering Unmasked Estep Score: -12237611.000000 Penalty: 5716.650879 Iteration 4Q: 3 clusters Score -1.223761e+07 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52736 members Mstep: Class 2 contains 48530 members Entering Unmasked Estep Score: -12238502.000000 Penalty: 5716.650879 Iteration 5Q: 3 clusters Score -1.22385e+07 nChanged 3411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53665 members Mstep: Class 2 contains 47601 members Entering Unmasked Estep Score: -12239509.000000 Penalty: 5716.650879 Iteration 6Q: 3 clusters Score -1.223951e+07 nChanged 3741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54936 members Mstep: Class 2 contains 46330 members Entering Unmasked Estep Score: -12240838.000000 Penalty: 5716.650879 Iteration 7Q: 3 clusters Score -1.224084e+07 nChanged 4196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56680 members Mstep: Class 2 contains 44586 members Entering Unmasked Estep Score: -12242776.000000 Penalty: 5716.650879 Iteration 8Q: 3 clusters Score -1.224278e+07 nChanged 4790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58928 members Mstep: Class 2 contains 42338 members Entering Unmasked Estep Score: -12245442.000000 Penalty: 5716.650879 Iteration 9Q: 3 clusters Score -1.224544e+07 nChanged 5329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61535 members Mstep: Class 2 contains 39731 members Entering Unmasked Estep Score: -12248831.000000 Penalty: 5716.650879 Iteration 10F: 3 clusters Score -1.224883e+07 nChanged 5612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64255 members Mstep: Class 2 contains 37011 members Entering Unmasked Estep Score: -12252533.000000 Penalty: 5716.650879 Iteration 11F: 3 clusters Score -1.225253e+07 nChanged 5242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66785 members Mstep: Class 2 contains 34481 members Entering Unmasked Estep Score: -12255788.000000 Penalty: 5716.650879 Iteration 12F: 3 clusters Score -1.225579e+07 nChanged 4224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68907 members Mstep: Class 2 contains 32359 members Entering Unmasked Estep Score: -12257761.000000 Penalty: 5716.650879 Iteration 13Q: 3 clusters Score -1.225776e+07 nChanged 3053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70760 members Mstep: Class 2 contains 30506 members Entering Unmasked Estep Score: -12258844.000000 Penalty: 5716.650879 Iteration 14Q: 3 clusters Score -1.225884e+07 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72541 members Mstep: Class 2 contains 28725 members Entering Unmasked Estep Score: -12259730.000000 Penalty: 5716.650879 Iteration 15Q: 3 clusters Score -1.225973e+07 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74291 members Mstep: Class 2 contains 26975 members Entering Unmasked Estep Score: -12260478.000000 Penalty: 5716.650879 Iteration 16Q: 3 clusters Score -1.226048e+07 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76089 members Mstep: Class 2 contains 25177 members Entering Unmasked Estep Score: -12261184.000000 Penalty: 5716.650879 Iteration 17Q: 3 clusters Score -1.226118e+07 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77931 members Mstep: Class 2 contains 23335 members Entering Unmasked Estep Score: -12261860.000000 Penalty: 5716.650879 Iteration 18Q: 3 clusters Score -1.226186e+07 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79836 members Mstep: Class 2 contains 21430 members Entering Unmasked Estep Score: -12262840.000000 Penalty: 5716.650879 Iteration 19Q: 3 clusters Score -1.226284e+07 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81796 members Mstep: Class 2 contains 19470 members Entering Unmasked Estep Score: -12263669.000000 Penalty: 5716.650879 Iteration 20F: 3 clusters Score -1.226367e+07 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83725 members Mstep: Class 2 contains 17541 members Entering Unmasked Estep Score: -12264522.000000 Penalty: 5716.650879 Iteration 21Q: 3 clusters Score -1.226452e+07 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85559 members Mstep: Class 2 contains 15707 members Entering Unmasked Estep Score: -12265415.000000 Penalty: 5716.650879 Iteration 22Q: 3 clusters Score -1.226542e+07 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87411 members Mstep: Class 2 contains 13855 members Entering Unmasked Estep Score: -12266344.000000 Penalty: 5716.650879 Iteration 23Q: 3 clusters Score -1.226634e+07 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89196 members Mstep: Class 2 contains 12070 members Entering Unmasked Estep Score: -12267303.000000 Penalty: 5716.650879 Iteration 24Q: 3 clusters Score -1.22673e+07 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90920 members Mstep: Class 2 contains 10346 members Entering Unmasked Estep Score: -12268326.000000 Penalty: 5716.650879 Iteration 25Q: 3 clusters Score -1.226833e+07 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92516 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -12269192.000000 Penalty: 5716.650879 Iteration 26Q: 3 clusters Score -1.226919e+07 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93994 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -12270061.000000 Penalty: 5716.650879 Iteration 27Q: 3 clusters Score -1.227006e+07 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95268 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -12270824.000000 Penalty: 5716.650879 Iteration 28Q: 3 clusters Score -1.227082e+07 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96380 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -12271438.000000 Penalty: 5716.650879 Iteration 29Q: 3 clusters Score -1.227144e+07 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97276 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -12271972.000000 Penalty: 5716.650879 Iteration 30Q: 3 clusters Score -1.227197e+07 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98006 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -12272316.000000 Penalty: 5716.650879 Iteration 31Q: 3 clusters Score -1.227232e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98528 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -12272627.000000 Penalty: 5716.650879 Iteration 32Q: 3 clusters Score -1.227263e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98912 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -12272818.000000 Penalty: 5716.650879 Iteration 33Q: 3 clusters Score -1.227282e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99211 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -12272998.000000 Penalty: 5716.650879 Iteration 34Q: 3 clusters Score -1.2273e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99436 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -12273102.000000 Penalty: 5716.650879 Iteration 35Q: 3 clusters Score -1.22731e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99601 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -12273195.000000 Penalty: 5716.650879 Iteration 36Q: 3 clusters Score -1.22732e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99729 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -12273294.000000 Penalty: 5716.650879 Iteration 37Q: 3 clusters Score -1.227329e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99828 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -12273344.000000 Penalty: 5716.650879 Iteration 38Q: 3 clusters Score -1.227334e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99895 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -12273369.000000 Penalty: 5716.650879 Iteration 39Q: 3 clusters Score -1.227337e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99962 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -12273412.000000 Penalty: 5716.650879 Iteration 40F: 3 clusters Score -1.227341e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100015 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -12273441.000000 Penalty: 5716.650879 Iteration 41Q: 3 clusters Score -1.227344e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100059 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -12273469.000000 Penalty: 5716.650879 Iteration 42Q: 3 clusters Score -1.227347e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100099 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -12273499.000000 Penalty: 5716.650879 Iteration 43Q: 3 clusters Score -1.22735e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100124 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -12273530.000000 Penalty: 5716.650879 Iteration 44Q: 3 clusters Score -1.227353e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100145 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -12273529.000000 Penalty: 5716.650879 Iteration 45Q: 3 clusters Score -1.227353e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100169 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -12273555.000000 Penalty: 5716.650879 Iteration 46Q: 3 clusters Score -1.227356e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100187 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -12273576.000000 Penalty: 5716.650879 Iteration 47Q: 3 clusters Score -1.227358e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100203 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -12273584.000000 Penalty: 5716.650879 Iteration 48Q: 3 clusters Score -1.227358e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100221 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -12273580.000000 Penalty: 5716.650879 Iteration 49Q: 3 clusters Score -1.227358e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100232 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -12273600.000000 Penalty: 5716.650879 Iteration 50Q: 3 clusters Score -1.22736e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100246 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -12273600.000000 Penalty: 5716.650879 Iteration 51Q: 3 clusters Score -1.22736e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100257 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -12273607.000000 Penalty: 5716.650879 Iteration 52Q: 3 clusters Score -1.227361e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100261 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -12273612.000000 Penalty: 5716.650879 Iteration 53Q: 3 clusters Score -1.227361e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100265 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -12273624.000000 Penalty: 5716.650879 Iteration 54Q: 3 clusters Score -1.227362e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100265 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -12273618.000000 Penalty: 5716.650879 Iteration 55Q: 3 clusters Score -1.227362e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100268 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -12273625.000000 Penalty: 5716.650879 Iteration 56Q: 3 clusters Score -1.227362e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100269 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -12273619.000000 Penalty: 5716.650879 Iteration 57Q: 3 clusters Score -1.227362e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100269 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -12273619.000000 Penalty: 5716.650879 Iteration 58F: 3 clusters Score -1.227362e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Entering Unmasked Estep Score: -670420.375000 Penalty: 2140.988525 Iteration 0F: 2 clusters Score -670420.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -665569.937500 Penalty: 4281.977051 Iteration 0F: 3 clusters Score -665569.9 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -666825.687500 Penalty: 4281.977051 Iteration 1F: 3 clusters Score -666825.7 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -667039.875000 Penalty: 4281.977051 Iteration 2F: 3 clusters Score -667039.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -667181.812500 Penalty: 4281.977051 Iteration 3Q: 3 clusters Score -667181.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -667280.562500 Penalty: 4281.977051 Iteration 4Q: 3 clusters Score -667280.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -667354.312500 Penalty: 4281.977051 Iteration 5Q: 3 clusters Score -667354.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -667424.250000 Penalty: 4281.977051 Iteration 6Q: 3 clusters Score -667424.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -667493.625000 Penalty: 4281.977051 Iteration 7Q: 3 clusters Score -667493.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -667566.687500 Penalty: 4281.977051 Iteration 8Q: 3 clusters Score -667566.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -667661.500000 Penalty: 4281.977051 Iteration 9Q: 3 clusters Score -667661.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -667746.187500 Penalty: 4281.977051 Iteration 10Q: 3 clusters Score -667746.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -667835.250000 Penalty: 4281.977051 Iteration 11Q: 3 clusters Score -667835.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -667920.750000 Penalty: 4281.977051 Iteration 12Q: 3 clusters Score -667920.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -668007.062500 Penalty: 4281.977051 Iteration 13Q: 3 clusters Score -668007.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -668101.375000 Penalty: 4281.977051 Iteration 14Q: 3 clusters Score -668101.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -668200.062500 Penalty: 4281.977051 Iteration 15Q: 3 clusters Score -668200.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -668285.312500 Penalty: 4281.977051 Iteration 16Q: 3 clusters Score -668285.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -668381.437500 Penalty: 4281.977051 Iteration 17Q: 3 clusters Score -668381.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -668473.187500 Penalty: 4281.977051 Iteration 18Q: 3 clusters Score -668473.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -668554.750000 Penalty: 4281.977051 Iteration 19Q: 3 clusters Score -668554.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -668628.437500 Penalty: 4281.977051 Iteration 20F: 3 clusters Score -668628.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -668693.437500 Penalty: 4281.977051 Iteration 21Q: 3 clusters Score -668693.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -668747.312500 Penalty: 4281.977051 Iteration 22Q: 3 clusters Score -668747.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -668784.000000 Penalty: 4281.977051 Iteration 23Q: 3 clusters Score -668784 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -668813.750000 Penalty: 4281.977051 Iteration 24Q: 3 clusters Score -668813.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -668833.875000 Penalty: 4281.977051 Iteration 25Q: 3 clusters Score -668833.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -668845.875000 Penalty: 4281.977051 Iteration 26Q: 3 clusters Score -668845.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -668850.937500 Penalty: 4281.977051 Iteration 27Q: 3 clusters Score -668850.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -668855.375000 Penalty: 4281.977051 Iteration 28Q: 3 clusters Score -668855.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -668860.812500 Penalty: 4281.977051 Iteration 29Q: 3 clusters Score -668860.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -668868.937500 Penalty: 4281.977051 Iteration 30Q: 3 clusters Score -668868.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -668875.812500 Penalty: 4281.977051 Iteration 31Q: 3 clusters Score -668875.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -668881.125000 Penalty: 4281.977051 Iteration 32Q: 3 clusters Score -668881.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -668887.125000 Penalty: 4281.977051 Iteration 33Q: 3 clusters Score -668887.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -668889.625000 Penalty: 4281.977051 Iteration 34Q: 3 clusters Score -668889.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -668895.250000 Penalty: 4281.977051 Iteration 35Q: 3 clusters Score -668895.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -668901.250000 Penalty: 4281.977051 Iteration 36Q: 3 clusters Score -668901.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -668905.687500 Penalty: 4281.977051 Iteration 37Q: 3 clusters Score -668905.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -668908.875000 Penalty: 4281.977051 Iteration 38Q: 3 clusters Score -668908.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -668915.875000 Penalty: 4281.977051 Iteration 39Q: 3 clusters Score -668915.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -668921.000000 Penalty: 4281.977051 Iteration 40F: 3 clusters Score -668921 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -668926.812500 Penalty: 4281.977051 Iteration 41Q: 3 clusters Score -668926.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -668935.625000 Penalty: 4281.977051 Iteration 42Q: 3 clusters Score -668935.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -668939.875000 Penalty: 4281.977051 Iteration 43Q: 3 clusters Score -668939.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -668946.312500 Penalty: 4281.977051 Iteration 44Q: 3 clusters Score -668946.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -668951.062500 Penalty: 4281.977051 Iteration 45Q: 3 clusters Score -668951.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -668955.875000 Penalty: 4281.977051 Iteration 46Q: 3 clusters Score -668955.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -668957.625000 Penalty: 4281.977051 Iteration 47Q: 3 clusters Score -668957.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -668959.500000 Penalty: 4281.977051 Iteration 48Q: 3 clusters Score -668959.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -668961.000000 Penalty: 4281.977051 Iteration 49Q: 3 clusters Score -668961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -668962.500000 Penalty: 4281.977051 Iteration 50Q: 3 clusters Score -668962.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -668963.125000 Penalty: 4281.977051 Iteration 51Q: 3 clusters Score -668963.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -668965.937500 Penalty: 4281.977051 Iteration 52Q: 3 clusters Score -668965.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -668969.687500 Penalty: 4281.977051 Iteration 53Q: 3 clusters Score -668969.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -668975.375000 Penalty: 4281.977051 Iteration 54Q: 3 clusters Score -668975.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -668979.562500 Penalty: 4281.977051 Iteration 55Q: 3 clusters Score -668979.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -668981.375000 Penalty: 4281.977051 Iteration 56Q: 3 clusters Score -668981.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -668984.312500 Penalty: 4281.977051 Iteration 57Q: 3 clusters Score -668984.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -668986.000000 Penalty: 4281.977051 Iteration 58Q: 3 clusters Score -668986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -668989.062500 Penalty: 4281.977051 Iteration 59Q: 3 clusters Score -668989.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -668993.500000 Penalty: 4281.977051 Iteration 60F: 3 clusters Score -668993.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -668995.250000 Penalty: 4281.977051 Iteration 61Q: 3 clusters Score -668995.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -668998.625000 Penalty: 4281.977051 Iteration 62Q: 3 clusters Score -668998.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -669003.125000 Penalty: 4281.977051 Iteration 63Q: 3 clusters Score -669003.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -669005.687500 Penalty: 4281.977051 Iteration 64Q: 3 clusters Score -669005.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -669006.375000 Penalty: 4281.977051 Iteration 65Q: 3 clusters Score -669006.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -669013.125000 Penalty: 4281.977051 Iteration 66Q: 3 clusters Score -669013.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -669019.312500 Penalty: 4281.977051 Iteration 67Q: 3 clusters Score -669019.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -669020.562500 Penalty: 4281.977051 Iteration 68Q: 3 clusters Score -669020.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -669020.562500 Penalty: 4281.977051 Iteration 69F: 3 clusters Score -669020.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Entering Unmasked Estep Score: -543045.750000 Penalty: 2090.775391 Iteration 0F: 2 clusters Score -543045.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -538751.812500 Penalty: 4181.550781 Iteration 0F: 3 clusters Score -538751.8 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -539839.000000 Penalty: 4181.550781 Iteration 1F: 3 clusters Score -539839 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -540138.625000 Penalty: 4181.550781 Iteration 2F: 3 clusters Score -540138.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -540368.562500 Penalty: 4181.550781 Iteration 3F: 3 clusters Score -540368.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -540586.125000 Penalty: 4181.550781 Iteration 4F: 3 clusters Score -540586.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -540768.562500 Penalty: 4181.550781 Iteration 5Q: 3 clusters Score -540768.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -540913.500000 Penalty: 4181.550781 Iteration 6Q: 3 clusters Score -540913.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -541041.625000 Penalty: 4181.550781 Iteration 7Q: 3 clusters Score -541041.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -541148.875000 Penalty: 4181.550781 Iteration 8Q: 3 clusters Score -541148.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -541261.437500 Penalty: 4181.550781 Iteration 9Q: 3 clusters Score -541261.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -541359.625000 Penalty: 4181.550781 Iteration 10Q: 3 clusters Score -541359.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -541432.187500 Penalty: 4181.550781 Iteration 11Q: 3 clusters Score -541432.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -541476.312500 Penalty: 4181.550781 Iteration 12Q: 3 clusters Score -541476.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -541509.062500 Penalty: 4181.550781 Iteration 13Q: 3 clusters Score -541509.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -541537.000000 Penalty: 4181.550781 Iteration 14Q: 3 clusters Score -541537 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -541557.812500 Penalty: 4181.550781 Iteration 15Q: 3 clusters Score -541557.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -541579.000000 Penalty: 4181.550781 Iteration 16Q: 3 clusters Score -541579 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -541596.000000 Penalty: 4181.550781 Iteration 17Q: 3 clusters Score -541596 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -541611.500000 Penalty: 4181.550781 Iteration 18Q: 3 clusters Score -541611.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -541624.312500 Penalty: 4181.550781 Iteration 19Q: 3 clusters Score -541624.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -541636.125000 Penalty: 4181.550781 Iteration 20F: 3 clusters Score -541636.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -541644.375000 Penalty: 4181.550781 Iteration 21Q: 3 clusters Score -541644.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -541651.437500 Penalty: 4181.550781 Iteration 22Q: 3 clusters Score -541651.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -541658.375000 Penalty: 4181.550781 Iteration 23Q: 3 clusters Score -541658.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -541667.875000 Penalty: 4181.550781 Iteration 24Q: 3 clusters Score -541667.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -541678.312500 Penalty: 4181.550781 Iteration 25Q: 3 clusters Score -541678.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -541684.250000 Penalty: 4181.550781 Iteration 26Q: 3 clusters Score -541684.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -541687.312500 Penalty: 4181.550781 Iteration 27Q: 3 clusters Score -541687.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -541688.312500 Penalty: 4181.550781 Iteration 28Q: 3 clusters Score -541688.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -541692.812500 Penalty: 4181.550781 Iteration 29Q: 3 clusters Score -541692.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -541696.625000 Penalty: 4181.550781 Iteration 30Q: 3 clusters Score -541696.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -541698.687500 Penalty: 4181.550781 Iteration 31Q: 3 clusters Score -541698.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -541700.187500 Penalty: 4181.550781 Iteration 32Q: 3 clusters Score -541700.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -541703.375000 Penalty: 4181.550781 Iteration 33Q: 3 clusters Score -541703.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -541704.312500 Penalty: 4181.550781 Iteration 34Q: 3 clusters Score -541704.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -541705.437500 Penalty: 4181.550781 Iteration 35Q: 3 clusters Score -541705.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -541705.437500 Penalty: 4181.550781 Iteration 36F: 3 clusters Score -541705.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Entering Unmasked Estep Score: -395702.312500 Penalty: 2012.129639 Iteration 0F: 2 clusters Score -395702.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -392246.531250 Penalty: 4024.259277 Iteration 0F: 3 clusters Score -392246.5 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -392943.968750 Penalty: 4024.259277 Iteration 1F: 3 clusters Score -392944 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -393121.500000 Penalty: 4024.259277 Iteration 2F: 3 clusters Score -393121.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -393218.437500 Penalty: 4024.259277 Iteration 3Q: 3 clusters Score -393218.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -393267.937500 Penalty: 4024.259277 Iteration 4Q: 3 clusters Score -393267.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -393300.281250 Penalty: 4024.259277 Iteration 5Q: 3 clusters Score -393300.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -393331.937500 Penalty: 4024.259277 Iteration 6Q: 3 clusters Score -393331.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -393356.562500 Penalty: 4024.259277 Iteration 7Q: 3 clusters Score -393356.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -393392.343750 Penalty: 4024.259277 Iteration 8Q: 3 clusters Score -393392.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -393421.000000 Penalty: 4024.259277 Iteration 9Q: 3 clusters Score -393421 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -393442.687500 Penalty: 4024.259277 Iteration 10Q: 3 clusters Score -393442.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -393458.781250 Penalty: 4024.259277 Iteration 11Q: 3 clusters Score -393458.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -393474.687500 Penalty: 4024.259277 Iteration 12Q: 3 clusters Score -393474.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -393486.656250 Penalty: 4024.259277 Iteration 13Q: 3 clusters Score -393486.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -393504.250000 Penalty: 4024.259277 Iteration 14Q: 3 clusters Score -393504.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -393518.125000 Penalty: 4024.259277 Iteration 15Q: 3 clusters Score -393518.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -393534.406250 Penalty: 4024.259277 Iteration 16Q: 3 clusters Score -393534.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -393556.750000 Penalty: 4024.259277 Iteration 17Q: 3 clusters Score -393556.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -393581.531250 Penalty: 4024.259277 Iteration 18Q: 3 clusters Score -393581.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -393608.968750 Penalty: 4024.259277 Iteration 19Q: 3 clusters Score -393609 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -393632.031250 Penalty: 4024.259277 Iteration 20F: 3 clusters Score -393632 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -393661.218750 Penalty: 4024.259277 Iteration 21Q: 3 clusters Score -393661.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -393683.937500 Penalty: 4024.259277 Iteration 22Q: 3 clusters Score -393683.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -393704.843750 Penalty: 4024.259277 Iteration 23Q: 3 clusters Score -393704.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -393721.968750 Penalty: 4024.259277 Iteration 24Q: 3 clusters Score -393722 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -393740.468750 Penalty: 4024.259277 Iteration 25Q: 3 clusters Score -393740.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -393755.312500 Penalty: 4024.259277 Iteration 26Q: 3 clusters Score -393755.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -393771.156250 Penalty: 4024.259277 Iteration 27Q: 3 clusters Score -393771.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -393782.625000 Penalty: 4024.259277 Iteration 28Q: 3 clusters Score -393782.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -393796.156250 Penalty: 4024.259277 Iteration 29Q: 3 clusters Score -393796.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -393811.375000 Penalty: 4024.259277 Iteration 30Q: 3 clusters Score -393811.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -393826.812500 Penalty: 4024.259277 Iteration 31Q: 3 clusters Score -393826.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -393841.937500 Penalty: 4024.259277 Iteration 32Q: 3 clusters Score -393841.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -393857.406250 Penalty: 4024.259277 Iteration 33Q: 3 clusters Score -393857.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -393874.593750 Penalty: 4024.259277 Iteration 34Q: 3 clusters Score -393874.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -393889.000000 Penalty: 4024.259277 Iteration 35Q: 3 clusters Score -393889 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -393906.750000 Penalty: 4024.259277 Iteration 36Q: 3 clusters Score -393906.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -393921.031250 Penalty: 4024.259277 Iteration 37Q: 3 clusters Score -393921 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -393934.156250 Penalty: 4024.259277 Iteration 38Q: 3 clusters Score -393934.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -393944.468750 Penalty: 4024.259277 Iteration 39Q: 3 clusters Score -393944.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -393958.187500 Penalty: 4024.259277 Iteration 40F: 3 clusters Score -393958.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -393971.843750 Penalty: 4024.259277 Iteration 41Q: 3 clusters Score -393971.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -393987.812500 Penalty: 4024.259277 Iteration 42Q: 3 clusters Score -393987.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -394005.375000 Penalty: 4024.259277 Iteration 43Q: 3 clusters Score -394005.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -394016.343750 Penalty: 4024.259277 Iteration 44Q: 3 clusters Score -394016.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -394026.750000 Penalty: 4024.259277 Iteration 45Q: 3 clusters Score -394026.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -394037.593750 Penalty: 4024.259277 Iteration 46Q: 3 clusters Score -394037.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -394042.656250 Penalty: 4024.259277 Iteration 47Q: 3 clusters Score -394042.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -394052.125000 Penalty: 4024.259277 Iteration 48Q: 3 clusters Score -394052.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -394057.687500 Penalty: 4024.259277 Iteration 49Q: 3 clusters Score -394057.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -394062.000000 Penalty: 4024.259277 Iteration 50Q: 3 clusters Score -394062 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -394066.093750 Penalty: 4024.259277 Iteration 51Q: 3 clusters Score -394066.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -394069.875000 Penalty: 4024.259277 Iteration 52Q: 3 clusters Score -394069.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -394073.625000 Penalty: 4024.259277 Iteration 53Q: 3 clusters Score -394073.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -394077.437500 Penalty: 4024.259277 Iteration 54Q: 3 clusters Score -394077.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -394084.531250 Penalty: 4024.259277 Iteration 55Q: 3 clusters Score -394084.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -394092.218750 Penalty: 4024.259277 Iteration 56Q: 3 clusters Score -394092.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -394094.937500 Penalty: 4024.259277 Iteration 57Q: 3 clusters Score -394094.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -394101.406250 Penalty: 4024.259277 Iteration 58Q: 3 clusters Score -394101.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -394109.125000 Penalty: 4024.259277 Iteration 59Q: 3 clusters Score -394109.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -394117.218750 Penalty: 4024.259277 Iteration 60F: 3 clusters Score -394117.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -394123.031250 Penalty: 4024.259277 Iteration 61Q: 3 clusters Score -394123 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -394129.500000 Penalty: 4024.259277 Iteration 62Q: 3 clusters Score -394129.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -394133.687500 Penalty: 4024.259277 Iteration 63Q: 3 clusters Score -394133.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -394138.718750 Penalty: 4024.259277 Iteration 64Q: 3 clusters Score -394138.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -394144.687500 Penalty: 4024.259277 Iteration 65Q: 3 clusters Score -394144.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -394146.062500 Penalty: 4024.259277 Iteration 66Q: 3 clusters Score -394146.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -394148.875000 Penalty: 4024.259277 Iteration 67Q: 3 clusters Score -394148.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -394149.343750 Penalty: 4024.259277 Iteration 68Q: 3 clusters Score -394149.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -394149.343750 Penalty: 4024.259277 Iteration 69F: 3 clusters Score -394149.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15853 members Entering Unmasked Estep Score: -1916307.875000 Penalty: 2398.436279 Iteration 0F: 2 clusters Score -1916308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -1904826.250000 Penalty: 4796.872559 Iteration 0F: 3 clusters Score -1904826 nChanged 6881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -1908508.750000 Penalty: 4796.872559 Iteration 1F: 3 clusters Score -1908509 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -1908848.375000 Penalty: 4796.872559 Iteration 2F: 3 clusters Score -1908848 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -1909103.625000 Penalty: 4796.872559 Iteration 3Q: 3 clusters Score -1909104 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -1909286.625000 Penalty: 4796.872559 Iteration 4Q: 3 clusters Score -1909287 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -1909424.875000 Penalty: 4796.872559 Iteration 5Q: 3 clusters Score -1909425 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -1909545.625000 Penalty: 4796.872559 Iteration 6Q: 3 clusters Score -1909546 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: -1909648.750000 Penalty: 4796.872559 Iteration 7Q: 3 clusters Score -1909649 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -1909762.125000 Penalty: 4796.872559 Iteration 8Q: 3 clusters Score -1909762 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -1909899.875000 Penalty: 4796.872559 Iteration 9Q: 3 clusters Score -1909900 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1910046.125000 Penalty: 4796.872559 Iteration 10Q: 3 clusters Score -1910046 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -1910237.875000 Penalty: 4796.872559 Iteration 11Q: 3 clusters Score -1910238 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9702 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -1910472.125000 Penalty: 4796.872559 Iteration 12Q: 3 clusters Score -1910472 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -1910734.500000 Penalty: 4796.872559 Iteration 13Q: 3 clusters Score -1910734 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -1911006.250000 Penalty: 4796.872559 Iteration 14Q: 3 clusters Score -1911006 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11061 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -1911331.375000 Penalty: 4796.872559 Iteration 15Q: 3 clusters Score -1911331 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11597 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1911642.625000 Penalty: 4796.872559 Iteration 16Q: 3 clusters Score -1911643 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -1911957.500000 Penalty: 4796.872559 Iteration 17Q: 3 clusters Score -1911958 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1912255.875000 Penalty: 4796.872559 Iteration 18Q: 3 clusters Score -1912256 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13122 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1912539.750000 Penalty: 4796.872559 Iteration 19Q: 3 clusters Score -1912540 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13570 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1912838.250000 Penalty: 4796.872559 Iteration 20F: 3 clusters Score -1912838 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1913120.375000 Penalty: 4796.872559 Iteration 21Q: 3 clusters Score -1913120 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -1913340.375000 Penalty: 4796.872559 Iteration 22Q: 3 clusters Score -1913340 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14612 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -1913540.250000 Penalty: 4796.872559 Iteration 23Q: 3 clusters Score -1913540 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14816 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -1913689.625000 Penalty: 4796.872559 Iteration 24Q: 3 clusters Score -1913690 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14956 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1913795.500000 Penalty: 4796.872559 Iteration 25Q: 3 clusters Score -1913796 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15065 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1913877.000000 Penalty: 4796.872559 Iteration 26Q: 3 clusters Score -1913877 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15136 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1913946.000000 Penalty: 4796.872559 Iteration 27Q: 3 clusters Score -1913946 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15200 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1914012.500000 Penalty: 4796.872559 Iteration 28Q: 3 clusters Score -1914012 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15244 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1914053.250000 Penalty: 4796.872559 Iteration 29Q: 3 clusters Score -1914053 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15278 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1914076.375000 Penalty: 4796.872559 Iteration 30Q: 3 clusters Score -1914076 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15303 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -1914100.125000 Penalty: 4796.872559 Iteration 31Q: 3 clusters Score -1914100 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15318 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1914111.375000 Penalty: 4796.872559 Iteration 32Q: 3 clusters Score -1914111 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -1914119.875000 Penalty: 4796.872559 Iteration 33Q: 3 clusters Score -1914120 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15340 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1914136.125000 Penalty: 4796.872559 Iteration 34Q: 3 clusters Score -1914136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1914141.000000 Penalty: 4796.872559 Iteration 35Q: 3 clusters Score -1914141 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15346 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -1914146.875000 Penalty: 4796.872559 Iteration 36Q: 3 clusters Score -1914147 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1914151.125000 Penalty: 4796.872559 Iteration 37Q: 3 clusters Score -1914151 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15355 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1914156.500000 Penalty: 4796.872559 Iteration 38Q: 3 clusters Score -1914156 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15359 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -1914157.500000 Penalty: 4796.872559 Iteration 39Q: 3 clusters Score -1914158 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15361 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1914160.000000 Penalty: 4796.872559 Iteration 40F: 3 clusters Score -1914160 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15362 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1914161.500000 Penalty: 4796.872559 Iteration 41Q: 3 clusters Score -1914162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15365 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1914164.625000 Penalty: 4796.872559 Iteration 42Q: 3 clusters Score -1914165 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15367 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1914167.375000 Penalty: 4796.872559 Iteration 43Q: 3 clusters Score -1914167 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15369 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -1914170.000000 Penalty: 4796.872559 Iteration 44Q: 3 clusters Score -1914170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15371 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1914172.750000 Penalty: 4796.872559 Iteration 45Q: 3 clusters Score -1914173 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15374 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1914176.375000 Penalty: 4796.872559 Iteration 46Q: 3 clusters Score -1914176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15375 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1914179.500000 Penalty: 4796.872559 Iteration 47Q: 3 clusters Score -1914180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15377 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1914179.125000 Penalty: 4796.872559 Iteration 48Q: 3 clusters Score -1914179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15377 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1914181.000000 Penalty: 4796.872559 Iteration 49Q: 3 clusters Score -1914181 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15378 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1914181.875000 Penalty: 4796.872559 Iteration 50Q: 3 clusters Score -1914182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15377 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1914180.875000 Penalty: 4796.872559 Iteration 51Q: 3 clusters Score -1914181 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15380 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1914185.875000 Penalty: 4796.872559 Iteration 52Q: 3 clusters Score -1914186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15385 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1914188.500000 Penalty: 4796.872559 Iteration 53Q: 3 clusters Score -1914188 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15389 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -1914193.500000 Penalty: 4796.872559 Iteration 54Q: 3 clusters Score -1914194 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15394 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1914198.625000 Penalty: 4796.872559 Iteration 55Q: 3 clusters Score -1914199 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1914204.125000 Penalty: 4796.872559 Iteration 56Q: 3 clusters Score -1914204 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15408 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -1914213.750000 Penalty: 4796.872559 Iteration 57Q: 3 clusters Score -1914214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15412 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1914217.625000 Penalty: 4796.872559 Iteration 58Q: 3 clusters Score -1914218 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15416 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1914222.375000 Penalty: 4796.872559 Iteration 59Q: 3 clusters Score -1914222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1914227.625000 Penalty: 4796.872559 Iteration 60F: 3 clusters Score -1914228 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1914227.375000 Penalty: 4796.872559 Iteration 61Q: 3 clusters Score -1914227 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1914227.375000 Penalty: 4796.872559 Iteration 62F: 3 clusters Score -1914227 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -47819.933594 Penalty: 1527.979370 Iteration 0F: 2 clusters Score -47819.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -46450.433594 Penalty: 3055.958740 Iteration 0F: 3 clusters Score -46450.43 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -46716.722656 Penalty: 3055.958740 Iteration 1F: 3 clusters Score -46716.72 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -46824.054688 Penalty: 3055.958740 Iteration 2Q: 3 clusters Score -46824.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -46890.917969 Penalty: 3055.958740 Iteration 3Q: 3 clusters Score -46890.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -46964.484375 Penalty: 3055.958740 Iteration 4Q: 3 clusters Score -46964.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -47007.238281 Penalty: 3055.958740 Iteration 5Q: 3 clusters Score -47007.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -47035.351562 Penalty: 3055.958740 Iteration 6Q: 3 clusters Score -47035.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -47049.023438 Penalty: 3055.958740 Iteration 7Q: 3 clusters Score -47049.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -47064.785156 Penalty: 3055.958740 Iteration 8Q: 3 clusters Score -47064.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -47076.863281 Penalty: 3055.958740 Iteration 9Q: 3 clusters Score -47076.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -47079.890625 Penalty: 3055.958740 Iteration 10Q: 3 clusters Score -47079.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -47082.539062 Penalty: 3055.958740 Iteration 11Q: 3 clusters Score -47082.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -47084.750000 Penalty: 3055.958740 Iteration 12Q: 3 clusters Score -47084.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -47084.750000 Penalty: 3055.958740 Iteration 13F: 3 clusters Score -47084.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (25340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25340 members Entering Unmasked Estep Score: -3084050.750000 Penalty: 2514.754639 Iteration 0F: 2 clusters Score -3084051 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12667 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -3066478.750000 Penalty: 5029.509277 Iteration 0F: 3 clusters Score -3066479 nChanged 11360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12607 members Mstep: Class 2 contains 12733 members Entering Unmasked Estep Score: -3072805.250000 Penalty: 5029.509277 Iteration 1F: 3 clusters Score -3072805 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12609 members Mstep: Class 2 contains 12731 members Entering Unmasked Estep Score: -3073203.250000 Penalty: 5029.509277 Iteration 2Q: 3 clusters Score -3073203 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12622 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -3073569.500000 Penalty: 5029.509277 Iteration 3Q: 3 clusters Score -3073570 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -3073973.750000 Penalty: 5029.509277 Iteration 4Q: 3 clusters Score -3073974 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 12750 members Entering Unmasked Estep Score: -3074412.000000 Penalty: 5029.509277 Iteration 5Q: 3 clusters Score -3074412 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12604 members Mstep: Class 2 contains 12736 members Entering Unmasked Estep Score: -3074863.750000 Penalty: 5029.509277 Iteration 6Q: 3 clusters Score -3074864 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Mstep: Class 2 contains 12744 members Entering Unmasked Estep Score: -3075377.250000 Penalty: 5029.509277 Iteration 7Q: 3 clusters Score -3075377 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 12691 members Entering Unmasked Estep Score: -3075917.000000 Penalty: 5029.509277 Iteration 8Q: 3 clusters Score -3075917 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12756 members Mstep: Class 2 contains 12584 members Entering Unmasked Estep Score: -3076483.500000 Penalty: 5029.509277 Iteration 9Q: 3 clusters Score -3076484 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12822 members Mstep: Class 2 contains 12518 members Entering Unmasked Estep Score: -3077102.500000 Penalty: 5029.509277 Iteration 10Q: 3 clusters Score -3077102 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 12438 members Entering Unmasked Estep Score: -3077773.000000 Penalty: 5029.509277 Iteration 11Q: 3 clusters Score -3077773 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13002 members Mstep: Class 2 contains 12338 members Entering Unmasked Estep Score: -3078306.000000 Penalty: 5029.509277 Iteration 12Q: 3 clusters Score -3078306 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13179 members Mstep: Class 2 contains 12161 members Entering Unmasked Estep Score: -3078708.250000 Penalty: 5029.509277 Iteration 13Q: 3 clusters Score -3078708 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13385 members Mstep: Class 2 contains 11955 members Entering Unmasked Estep Score: -3078905.500000 Penalty: 5029.509277 Iteration 14Q: 3 clusters Score -3078906 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13587 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -3079022.500000 Penalty: 5029.509277 Iteration 15Q: 3 clusters Score -3079022 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13801 members Mstep: Class 2 contains 11539 members Entering Unmasked Estep Score: -3079089.750000 Penalty: 5029.509277 Iteration 16Q: 3 clusters Score -3079090 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13987 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -3079143.750000 Penalty: 5029.509277 Iteration 17Q: 3 clusters Score -3079144 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14138 members Mstep: Class 2 contains 11202 members Entering Unmasked Estep Score: -3079164.750000 Penalty: 5029.509277 Iteration 18Q: 3 clusters Score -3079165 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14286 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -3079208.750000 Penalty: 5029.509277 Iteration 19Q: 3 clusters Score -3079209 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14422 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -3079228.000000 Penalty: 5029.509277 Iteration 20F: 3 clusters Score -3079228 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14558 members Mstep: Class 2 contains 10782 members Entering Unmasked Estep Score: -3079246.500000 Penalty: 5029.509277 Iteration 21Q: 3 clusters Score -3079246 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14697 members Mstep: Class 2 contains 10643 members Entering Unmasked Estep Score: -3079280.000000 Penalty: 5029.509277 Iteration 22Q: 3 clusters Score -3079280 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14862 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -3079328.250000 Penalty: 5029.509277 Iteration 23Q: 3 clusters Score -3079328 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15027 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -3079368.500000 Penalty: 5029.509277 Iteration 24Q: 3 clusters Score -3079368 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15203 members Mstep: Class 2 contains 10137 members Entering Unmasked Estep Score: -3079416.750000 Penalty: 5029.509277 Iteration 25Q: 3 clusters Score -3079417 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15375 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -3079444.750000 Penalty: 5029.509277 Iteration 26Q: 3 clusters Score -3079445 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15538 members Mstep: Class 2 contains 9802 members Entering Unmasked Estep Score: -3079483.500000 Penalty: 5029.509277 Iteration 27Q: 3 clusters Score -3079484 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -3079503.500000 Penalty: 5029.509277 Iteration 28Q: 3 clusters Score -3079504 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15864 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -3079526.500000 Penalty: 5029.509277 Iteration 29Q: 3 clusters Score -3079526 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16004 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -3079562.500000 Penalty: 5029.509277 Iteration 30Q: 3 clusters Score -3079562 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16154 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -3079595.000000 Penalty: 5029.509277 Iteration 31Q: 3 clusters Score -3079595 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16323 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -3079644.250000 Penalty: 5029.509277 Iteration 32Q: 3 clusters Score -3079644 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16489 members Mstep: Class 2 contains 8851 members Entering Unmasked Estep Score: -3079681.000000 Penalty: 5029.509277 Iteration 33Q: 3 clusters Score -3079681 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16645 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -3079713.750000 Penalty: 5029.509277 Iteration 34Q: 3 clusters Score -3079714 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16780 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -3079732.500000 Penalty: 5029.509277 Iteration 35Q: 3 clusters Score -3079732 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16933 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -3079755.250000 Penalty: 5029.509277 Iteration 36Q: 3 clusters Score -3079755 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -3079780.250000 Penalty: 5029.509277 Iteration 37Q: 3 clusters Score -3079780 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17261 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -3079826.750000 Penalty: 5029.509277 Iteration 38Q: 3 clusters Score -3079827 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17453 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -3079857.250000 Penalty: 5029.509277 Iteration 39Q: 3 clusters Score -3079857 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17643 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -3079904.500000 Penalty: 5029.509277 Iteration 40F: 3 clusters Score -3079904 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17828 members Mstep: Class 2 contains 7512 members Entering Unmasked Estep Score: -3079943.250000 Penalty: 5029.509277 Iteration 41Q: 3 clusters Score -3079943 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17999 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -3079984.500000 Penalty: 5029.509277 Iteration 42Q: 3 clusters Score -3079984 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18172 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -3080024.250000 Penalty: 5029.509277 Iteration 43Q: 3 clusters Score -3080024 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18363 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -3080067.250000 Penalty: 5029.509277 Iteration 44Q: 3 clusters Score -3080067 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18553 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -3080112.750000 Penalty: 5029.509277 Iteration 45Q: 3 clusters Score -3080113 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18747 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -3080161.750000 Penalty: 5029.509277 Iteration 46Q: 3 clusters Score -3080162 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18938 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -3080221.500000 Penalty: 5029.509277 Iteration 47Q: 3 clusters Score -3080222 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19117 members Mstep: Class 2 contains 6223 members Entering Unmasked Estep Score: -3080272.750000 Penalty: 5029.509277 Iteration 48Q: 3 clusters Score -3080273 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19304 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -3080328.500000 Penalty: 5029.509277 Iteration 49Q: 3 clusters Score -3080328 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19511 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -3080368.500000 Penalty: 5029.509277 Iteration 50Q: 3 clusters Score -3080368 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19697 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -3080418.500000 Penalty: 5029.509277 Iteration 51Q: 3 clusters Score -3080418 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19864 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -3080479.750000 Penalty: 5029.509277 Iteration 52Q: 3 clusters Score -3080480 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20045 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -3080515.250000 Penalty: 5029.509277 Iteration 53Q: 3 clusters Score -3080515 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20218 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -3080729.750000 Penalty: 5029.509277 Iteration 58Q: 3 clusters Score -3080730 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21040 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -3080786.250000 Penalty: 5029.509277 Iteration 59Q: 3 clusters Score -3080786 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21206 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -3080826.750000 Penalty: 5029.509277 Iteration 60F: 3 clusters Score -3080827 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21380 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -3080884.250000 Penalty: 5029.509277 Iteration 61Q: 3 clusters Score -3080884 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21548 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -3080933.250000 Penalty: 5029.509277 Iteration 62Q: 3 clusters Score -3080933 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21713 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -3080982.750000 Penalty: 5029.509277 Iteration 63Q: 3 clusters Score -3080983 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21894 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -3081041.000000 Penalty: 5029.509277 Iteration 64Q: 3 clusters Score -3081041 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22065 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -3081078.250000 Penalty: 5029.509277 Iteration 65Q: 3 clusters Score -3081078 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22238 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -3081140.250000 Penalty: 5029.509277 Iteration 66Q: 3 clusters Score -3081140 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22390 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -3081199.500000 Penalty: 5029.509277 Iteration 67Q: 3 clusters Score -3081200 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22538 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -3081257.000000 Penalty: 5029.509277 Iteration 68Q: 3 clusters Score -3081257 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22684 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -3081298.500000 Penalty: 5029.509277 Iteration 69Q: 3 clusters Score -3081298 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22795 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -3081334.500000 Penalty: 5029.509277 Iteration 70Q: 3 clusters Score -3081334 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22900 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -3081371.000000 Penalty: 5029.509277 Iteration 71Q: 3 clusters Score -3081371 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22989 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -3081402.750000 Penalty: 5029.509277 Iteration 72Q: 3 clusters Score -3081403 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23073 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -3081429.250000 Penalty: 5029.509277 Iteration 73Q: 3 clusters Score -3081429 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23157 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -3081455.500000 Penalty: 5029.509277 Iteration 74Q: 3 clusters Score -3081456 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23231 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -3081477.250000 Penalty: 5029.509277 Iteration 75Q: 3 clusters Score -3081477 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23299 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -3081507.000000 Penalty: 5029.509277 Iteration 76Q: 3 clusters Score -3081507 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23364 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -3081532.250000 Penalty: 5029.509277 Iteration 77Q: 3 clusters Score -3081532 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23431 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -3081559.500000 Penalty: 5029.509277 Iteration 78Q: 3 clusters Score -3081560 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23488 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -3081571.750000 Penalty: 5029.509277 Iteration 79Q: 3 clusters Score -3081572 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23544 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -3081591.000000 Penalty: 5029.509277 Iteration 80F: 3 clusters Score -3081591 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23601 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -3081614.000000 Penalty: 5029.509277 Iteration 81Q: 3 clusters Score -3081614 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23653 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -3081628.750000 Penalty: 5029.509277 Iteration 82Q: 3 clusters Score -3081629 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23698 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -3081648.500000 Penalty: 5029.509277 Iteration 83Q: 3 clusters Score -3081648 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23732 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -3081659.250000 Penalty: 5029.509277 Iteration 84Q: 3 clusters Score -3081659 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23762 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -3081672.000000 Penalty: 5029.509277 Iteration 85Q: 3 clusters Score -3081672 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23787 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -3081678.750000 Penalty: 5029.509277 Iteration 86Q: 3 clusters Score -3081679 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23814 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -3081689.750000 Penalty: 5029.509277 Iteration 87Q: 3 clusters Score -3081690 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23847 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -3081699.750000 Penalty: 5029.509277 Iteration 88Q: 3 clusters Score -3081700 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23884 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -3081712.250000 Penalty: 5029.509277 Iteration 89Q: 3 clusters 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93Q: 3 clusters Score -3081756 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24015 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -3081766.250000 Penalty: 5029.509277 Iteration 94Q: 3 clusters Score -3081766 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24040 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -3081776.500000 Penalty: 5029.509277 Iteration 95Q: 3 clusters Score -3081776 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24061 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -3081789.500000 Penalty: 5029.509277 Iteration 96Q: 3 clusters Score -3081790 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24084 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -3081794.250000 Penalty: 5029.509277 Iteration 97Q: 3 clusters Score -3081794 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24104 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -3081804.000000 Penalty: 5029.509277 Iteration 98Q: 3 clusters Score -3081804 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24118 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -3081815.000000 Penalty: 5029.509277 Iteration 99Q: 3 clusters Score -3081815 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24130 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -3081813.250000 Penalty: 5029.509277 Iteration 100F: 3 clusters Score -3081813 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24144 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: 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members Entering Unmasked Estep Score: -3081847.000000 Penalty: 5029.509277 Iteration 109Q: 3 clusters Score -3081847 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24201 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -3081848.750000 Penalty: 5029.509277 Iteration 110Q: 3 clusters Score -3081849 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24209 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -3081856.000000 Penalty: 5029.509277 Iteration 111Q: 3 clusters Score -3081856 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24215 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -3081856.750000 Penalty: 5029.509277 Iteration 112Q: 3 clusters Score -3081857 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24220 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -3081853.000000 Penalty: 5029.509277 Iteration 113Q: 3 clusters Score -3081853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24226 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -3081857.500000 Penalty: 5029.509277 Iteration 114Q: 3 clusters Score -3081858 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24230 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -3081854.500000 Penalty: 5029.509277 Iteration 115Q: 3 clusters Score -3081854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24236 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3081856.250000 Penalty: 5029.509277 Iteration 116Q: 3 clusters Score -3081856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24241 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -3081857.500000 Penalty: 5029.509277 Iteration 117Q: 3 clusters Score -3081858 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24247 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -3081862.750000 Penalty: 5029.509277 Iteration 118Q: 3 clusters Score -3081863 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24252 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -3081864.750000 Penalty: 5029.509277 Iteration 119Q: 3 clusters Score -3081865 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24259 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -3081867.500000 Penalty: 5029.509277 Iteration 120F: 3 clusters Score -3081868 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24263 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -3081868.250000 Penalty: 5029.509277 Iteration 121Q: 3 clusters Score -3081868 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24270 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -3081869.500000 Penalty: 5029.509277 Iteration 122Q: 3 clusters Score -3081870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24274 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -3081872.250000 Penalty: 5029.509277 Iteration 123Q: 3 clusters Score -3081872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24278 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -3081873.000000 Penalty: 5029.509277 Iteration 124Q: 3 clusters Score -3081873 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24284 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -3081879.000000 Penalty: 5029.509277 Iteration 125Q: 3 clusters Score -3081879 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24285 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -3081879.750000 Penalty: 5029.509277 Iteration 126Q: 3 clusters Score -3081880 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24287 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -3081879.750000 Penalty: 5029.509277 Iteration 127Q: 3 clusters Score -3081880 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24292 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -3081879.500000 Penalty: 5029.509277 Iteration 128Q: 3 clusters Score -3081880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24295 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -3081880.000000 Penalty: 5029.509277 Iteration 129Q: 3 clusters Score -3081880 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24296 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -3081880.500000 Penalty: 5029.509277 Iteration 130Q: 3 clusters Score -3081880 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24296 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -3081880.500000 Penalty: 5029.509277 Iteration 131F: 3 clusters Score -3081880 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Entering Unmasked Estep Score: -442028.281250 Penalty: 2031.276733 Iteration 0F: 2 clusters Score -442028.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -438398.406250 Penalty: 4062.553467 Iteration 0F: 3 clusters Score -438398.4 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -439214.875000 Penalty: 4062.553467 Iteration 1F: 3 clusters Score -439214.9 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -439390.625000 Penalty: 4062.553467 Iteration 2F: 3 clusters Score -439390.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -439507.093750 Penalty: 4062.553467 Iteration 3Q: 3 clusters Score -439507.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -439577.656250 Penalty: 4062.553467 Iteration 4Q: 3 clusters Score -439577.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -439622.843750 Penalty: 4062.553467 Iteration 5Q: 3 clusters Score -439622.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -439663.656250 Penalty: 4062.553467 Iteration 6Q: 3 clusters Score -439663.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -439703.156250 Penalty: 4062.553467 Iteration 7Q: 3 clusters Score -439703.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -439741.875000 Penalty: 4062.553467 Iteration 8Q: 3 clusters Score -439741.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -439773.843750 Penalty: 4062.553467 Iteration 9Q: 3 clusters Score -439773.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -439810.843750 Penalty: 4062.553467 Iteration 10Q: 3 clusters Score -439810.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -439840.406250 Penalty: 4062.553467 Iteration 11Q: 3 clusters Score -439840.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -439869.781250 Penalty: 4062.553467 Iteration 12Q: 3 clusters Score -439869.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -439890.781250 Penalty: 4062.553467 Iteration 13Q: 3 clusters Score -439890.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -439910.000000 Penalty: 4062.553467 Iteration 14Q: 3 clusters Score -439910 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -439939.093750 Penalty: 4062.553467 Iteration 15Q: 3 clusters Score -439939.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -439965.437500 Penalty: 4062.553467 Iteration 16Q: 3 clusters Score -439965.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -439990.718750 Penalty: 4062.553467 Iteration 17Q: 3 clusters Score -439990.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -440010.593750 Penalty: 4062.553467 Iteration 18Q: 3 clusters Score -440010.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -440027.718750 Penalty: 4062.553467 Iteration 19Q: 3 clusters Score -440027.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -440042.625000 Penalty: 4062.553467 Iteration 20F: 3 clusters Score -440042.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -440055.468750 Penalty: 4062.553467 Iteration 21Q: 3 clusters Score -440055.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -440070.625000 Penalty: 4062.553467 Iteration 22Q: 3 clusters Score -440070.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -440085.687500 Penalty: 4062.553467 Iteration 23Q: 3 clusters Score -440085.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -440100.187500 Penalty: 4062.553467 Iteration 24Q: 3 clusters Score -440100.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -440106.187500 Penalty: 4062.553467 Iteration 25Q: 3 clusters Score -440106.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -440111.375000 Penalty: 4062.553467 Iteration 26Q: 3 clusters Score -440111.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -440114.625000 Penalty: 4062.553467 Iteration 27Q: 3 clusters Score -440114.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -440117.281250 Penalty: 4062.553467 Iteration 28Q: 3 clusters Score -440117.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -440122.937500 Penalty: 4062.553467 Iteration 29Q: 3 clusters Score -440122.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -440129.218750 Penalty: 4062.553467 Iteration 30Q: 3 clusters Score -440129.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -440135.062500 Penalty: 4062.553467 Iteration 31Q: 3 clusters Score -440135.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -440140.468750 Penalty: 4062.553467 Iteration 32Q: 3 clusters Score -440140.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -440150.093750 Penalty: 4062.553467 Iteration 33Q: 3 clusters Score -440150.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -440156.937500 Penalty: 4062.553467 Iteration 34Q: 3 clusters Score -440156.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -440163.875000 Penalty: 4062.553467 Iteration 35Q: 3 clusters Score -440163.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -440171.468750 Penalty: 4062.553467 Iteration 36Q: 3 clusters Score -440171.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -440174.843750 Penalty: 4062.553467 Iteration 37Q: 3 clusters Score -440174.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -440179.843750 Penalty: 4062.553467 Iteration 38Q: 3 clusters Score -440179.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -440185.093750 Penalty: 4062.553467 Iteration 39Q: 3 clusters Score -440185.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -440191.750000 Penalty: 4062.553467 Iteration 40F: 3 clusters Score -440191.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -440198.250000 Penalty: 4062.553467 Iteration 41Q: 3 clusters Score -440198.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -440208.156250 Penalty: 4062.553467 Iteration 42Q: 3 clusters Score -440208.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -440212.843750 Penalty: 4062.553467 Iteration 43Q: 3 clusters Score -440212.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -440216.968750 Penalty: 4062.553467 Iteration 44Q: 3 clusters Score -440217 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -440220.031250 Penalty: 4062.553467 Iteration 45Q: 3 clusters Score -440220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -440223.312500 Penalty: 4062.553467 Iteration 46Q: 3 clusters Score -440223.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -440224.718750 Penalty: 4062.553467 Iteration 47Q: 3 clusters Score -440224.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -440226.281250 Penalty: 4062.553467 Iteration 48Q: 3 clusters Score -440226.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -440228.187500 Penalty: 4062.553467 Iteration 49Q: 3 clusters Score -440228.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -440228.500000 Penalty: 4062.553467 Iteration 50Q: 3 clusters Score -440228.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -440230.656250 Penalty: 4062.553467 Iteration 51Q: 3 clusters Score -440230.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -440231.062500 Penalty: 4062.553467 Iteration 52Q: 3 clusters Score -440231.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -440231.593750 Penalty: 4062.553467 Iteration 53Q: 3 clusters Score -440231.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -440232.968750 Penalty: 4062.553467 Iteration 54Q: 3 clusters Score -440233 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -440233.718750 Penalty: 4062.553467 Iteration 55Q: 3 clusters Score -440233.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -440235.125000 Penalty: 4062.553467 Iteration 56Q: 3 clusters Score -440235.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -440238.093750 Penalty: 4062.553467 Iteration 57Q: 3 clusters Score -440238.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -440242.718750 Penalty: 4062.553467 Iteration 58Q: 3 clusters Score -440242.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -440245.593750 Penalty: 4062.553467 Iteration 59Q: 3 clusters Score -440245.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -440247.843750 Penalty: 4062.553467 Iteration 60F: 3 clusters Score -440247.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -440249.750000 Penalty: 4062.553467 Iteration 61Q: 3 clusters Score -440249.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -440252.312500 Penalty: 4062.553467 Iteration 62Q: 3 clusters Score -440252.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -440254.593750 Penalty: 4062.553467 Iteration 63Q: 3 clusters Score -440254.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -440256.312500 Penalty: 4062.553467 Iteration 64Q: 3 clusters Score -440256.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -440257.093750 Penalty: 4062.553467 Iteration 65Q: 3 clusters Score -440257.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -440259.125000 Penalty: 4062.553467 Iteration 66Q: 3 clusters Score -440259.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -440261.187500 Penalty: 4062.553467 Iteration 67Q: 3 clusters Score -440261.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -440263.093750 Penalty: 4062.553467 Iteration 68Q: 3 clusters Score -440263.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -440263.875000 Penalty: 4062.553467 Iteration 69Q: 3 clusters Score -440263.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -440264.406250 Penalty: 4062.553467 Iteration 70Q: 3 clusters Score -440264.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -440264.406250 Penalty: 4062.553467 Iteration 71F: 3 clusters Score -440264.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Entering Unmasked Estep Score: -1167466.000000 Penalty: 2276.916992 Iteration 0F: 2 clusters Score -1167466 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1159942.625000 Penalty: 4553.833984 Iteration 0F: 3 clusters Score -1159943 nChanged 4039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1162134.000000 Penalty: 4553.833984 Iteration 1F: 3 clusters Score -1162134 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1162410.500000 Penalty: 4553.833984 Iteration 2F: 3 clusters Score -1162410 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -1162607.000000 Penalty: 4553.833984 Iteration 3Q: 3 clusters Score -1162607 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -1162789.375000 Penalty: 4553.833984 Iteration 4Q: 3 clusters Score -1162789 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -1162979.875000 Penalty: 4553.833984 Iteration 5Q: 3 clusters Score -1162980 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1163174.875000 Penalty: 4553.833984 Iteration 6Q: 3 clusters Score -1163175 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -1163373.250000 Penalty: 4553.833984 Iteration 7Q: 3 clusters Score -1163373 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -1163570.000000 Penalty: 4553.833984 Iteration 8Q: 3 clusters Score -1163570 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -1163808.250000 Penalty: 4553.833984 Iteration 9Q: 3 clusters Score -1163808 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -1164072.375000 Penalty: 4553.833984 Iteration 10Q: 3 clusters Score -1164072 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1164340.125000 Penalty: 4553.833984 Iteration 11Q: 3 clusters Score -1164340 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -1164610.625000 Penalty: 4553.833984 Iteration 12Q: 3 clusters Score -1164611 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1164851.875000 Penalty: 4553.833984 Iteration 13Q: 3 clusters Score -1164852 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1165054.500000 Penalty: 4553.833984 Iteration 14Q: 3 clusters Score -1165054 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1165261.125000 Penalty: 4553.833984 Iteration 15Q: 3 clusters Score -1165261 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1165409.500000 Penalty: 4553.833984 Iteration 16Q: 3 clusters Score -1165410 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1165564.875000 Penalty: 4553.833984 Iteration 17Q: 3 clusters Score -1165565 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1165689.875000 Penalty: 4553.833984 Iteration 18Q: 3 clusters Score -1165690 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -1165786.750000 Penalty: 4553.833984 Iteration 19Q: 3 clusters Score -1165787 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1165840.250000 Penalty: 4553.833984 Iteration 20F: 3 clusters Score -1165840 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -1165894.500000 Penalty: 4553.833984 Iteration 21Q: 3 clusters Score -1165894 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -1165931.000000 Penalty: 4553.833984 Iteration 22Q: 3 clusters Score -1165931 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1165967.500000 Penalty: 4553.833984 Iteration 23Q: 3 clusters Score -1165968 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -1166000.250000 Penalty: 4553.833984 Iteration 24Q: 3 clusters Score -1166000 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1166041.875000 Penalty: 4553.833984 Iteration 25Q: 3 clusters Score -1166042 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1166094.125000 Penalty: 4553.833984 Iteration 26Q: 3 clusters Score -1166094 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1166153.000000 Penalty: 4553.833984 Iteration 27Q: 3 clusters Score -1166153 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -1166184.500000 Penalty: 4553.833984 Iteration 28Q: 3 clusters Score -1166184 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1166208.250000 Penalty: 4553.833984 Iteration 29Q: 3 clusters Score -1166208 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -1166224.125000 Penalty: 4553.833984 Iteration 30Q: 3 clusters Score -1166224 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8198 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -1166235.125000 Penalty: 4553.833984 Iteration 31Q: 3 clusters Score -1166235 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8208 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1166241.750000 Penalty: 4553.833984 Iteration 32Q: 3 clusters Score -1166242 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8219 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1166252.375000 Penalty: 4553.833984 Iteration 33Q: 3 clusters Score -1166252 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1166255.625000 Penalty: 4553.833984 Iteration 34Q: 3 clusters Score -1166256 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -1166258.250000 Penalty: 4553.833984 Iteration 35Q: 3 clusters Score -1166258 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1166264.125000 Penalty: 4553.833984 Iteration 36Q: 3 clusters Score -1166264 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1166264.000000 Penalty: 4553.833984 Iteration 37Q: 3 clusters Score -1166264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -1166266.125000 Penalty: 4553.833984 Iteration 38Q: 3 clusters Score -1166266 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1166265.750000 Penalty: 4553.833984 Iteration 39Q: 3 clusters Score -1166266 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1166268.750000 Penalty: 4553.833984 Iteration 40F: 3 clusters Score -1166269 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1166270.375000 Penalty: 4553.833984 Iteration 41Q: 3 clusters Score -1166270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1166272.750000 Penalty: 4553.833984 Iteration 42Q: 3 clusters Score -1166273 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1166273.875000 Penalty: 4553.833984 Iteration 43Q: 3 clusters Score -1166274 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1166275.750000 Penalty: 4553.833984 Iteration 44Q: 3 clusters Score -1166276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1166277.125000 Penalty: 4553.833984 Iteration 45Q: 3 clusters Score -1166277 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1166276.125000 Penalty: 4553.833984 Iteration 46Q: 3 clusters Score -1166276 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -1166276.125000 Penalty: 4553.833984 Iteration 47F: 3 clusters Score -1166276 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Entering Unmasked Estep Score: -405289.156250 Penalty: 2015.742920 Iteration 0F: 2 clusters Score -405289.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -401772.593750 Penalty: 4031.485840 Iteration 0F: 3 clusters Score -401772.6 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -402514.062500 Penalty: 4031.485840 Iteration 1F: 3 clusters Score -402514.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -402714.812500 Penalty: 4031.485840 Iteration 2F: 3 clusters Score -402714.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -402848.406250 Penalty: 4031.485840 Iteration 3F: 3 clusters Score -402848.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -402945.406250 Penalty: 4031.485840 Iteration 4Q: 3 clusters Score -402945.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -403023.687500 Penalty: 4031.485840 Iteration 5Q: 3 clusters Score -403023.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -403098.468750 Penalty: 4031.485840 Iteration 6Q: 3 clusters Score -403098.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -403159.343750 Penalty: 4031.485840 Iteration 7Q: 3 clusters Score -403159.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -403226.500000 Penalty: 4031.485840 Iteration 8Q: 3 clusters Score -403226.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -403308.500000 Penalty: 4031.485840 Iteration 9Q: 3 clusters Score -403308.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -403386.781250 Penalty: 4031.485840 Iteration 10Q: 3 clusters Score -403386.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -403448.437500 Penalty: 4031.485840 Iteration 11Q: 3 clusters Score -403448.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -403496.156250 Penalty: 4031.485840 Iteration 12Q: 3 clusters Score -403496.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -403542.093750 Penalty: 4031.485840 Iteration 13Q: 3 clusters Score -403542.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -403572.812500 Penalty: 4031.485840 Iteration 14Q: 3 clusters Score -403572.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -403602.187500 Penalty: 4031.485840 Iteration 15Q: 3 clusters Score -403602.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -403630.656250 Penalty: 4031.485840 Iteration 16Q: 3 clusters Score -403630.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -403662.156250 Penalty: 4031.485840 Iteration 17Q: 3 clusters Score -403662.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -403688.437500 Penalty: 4031.485840 Iteration 18Q: 3 clusters Score -403688.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -403707.406250 Penalty: 4031.485840 Iteration 19Q: 3 clusters Score -403707.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -403736.937500 Penalty: 4031.485840 Iteration 20F: 3 clusters Score -403736.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -403763.718750 Penalty: 4031.485840 Iteration 21Q: 3 clusters Score -403763.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -403799.406250 Penalty: 4031.485840 Iteration 22Q: 3 clusters Score -403799.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -403843.187500 Penalty: 4031.485840 Iteration 23Q: 3 clusters Score -403843.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -403893.875000 Penalty: 4031.485840 Iteration 24Q: 3 clusters Score -403893.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -403949.687500 Penalty: 4031.485840 Iteration 25Q: 3 clusters Score -403949.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -403986.125000 Penalty: 4031.485840 Iteration 26Q: 3 clusters Score -403986.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -404015.250000 Penalty: 4031.485840 Iteration 27Q: 3 clusters Score -404015.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -404031.843750 Penalty: 4031.485840 Iteration 28Q: 3 clusters Score -404031.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -404047.125000 Penalty: 4031.485840 Iteration 29Q: 3 clusters Score -404047.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -404056.812500 Penalty: 4031.485840 Iteration 30Q: 3 clusters Score -404056.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -404072.937500 Penalty: 4031.485840 Iteration 31Q: 3 clusters Score -404072.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -404085.875000 Penalty: 4031.485840 Iteration 32Q: 3 clusters Score -404085.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -404093.625000 Penalty: 4031.485840 Iteration 33Q: 3 clusters Score -404093.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -404103.718750 Penalty: 4031.485840 Iteration 34Q: 3 clusters Score -404103.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -404113.000000 Penalty: 4031.485840 Iteration 35Q: 3 clusters Score -404113 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -404124.000000 Penalty: 4031.485840 Iteration 36Q: 3 clusters Score -404124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -404135.843750 Penalty: 4031.485840 Iteration 37Q: 3 clusters Score -404135.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -404151.625000 Penalty: 4031.485840 Iteration 38Q: 3 clusters Score -404151.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -404166.093750 Penalty: 4031.485840 Iteration 39Q: 3 clusters Score -404166.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -404187.875000 Penalty: 4031.485840 Iteration 40F: 3 clusters Score -404187.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -404210.312500 Penalty: 4031.485840 Iteration 41Q: 3 clusters Score -404210.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -404221.218750 Penalty: 4031.485840 Iteration 42Q: 3 clusters Score -404221.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -404227.187500 Penalty: 4031.485840 Iteration 43Q: 3 clusters Score -404227.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -404230.406250 Penalty: 4031.485840 Iteration 44Q: 3 clusters Score -404230.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -404232.812500 Penalty: 4031.485840 Iteration 45Q: 3 clusters Score -404232.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -404233.500000 Penalty: 4031.485840 Iteration 46Q: 3 clusters Score -404233.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -404235.531250 Penalty: 4031.485840 Iteration 47Q: 3 clusters Score -404235.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -404237.093750 Penalty: 4031.485840 Iteration 48Q: 3 clusters Score -404237.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -404238.781250 Penalty: 4031.485840 Iteration 49Q: 3 clusters Score -404238.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -404238.781250 Penalty: 4031.485840 Iteration 50F: 3 clusters Score -404238.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Entering Unmasked Estep Score: -404866.031250 Penalty: 2021.673584 Iteration 0F: 2 clusters Score -404866 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -401302.500000 Penalty: 4043.347168 Iteration 0F: 3 clusters Score -401302.5 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -402032.062500 Penalty: 4043.347168 Iteration 1F: 3 clusters Score -402032.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -402188.125000 Penalty: 4043.347168 Iteration 2F: 3 clusters Score -402188.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -402293.781250 Penalty: 4043.347168 Iteration 3Q: 3 clusters Score -402293.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -402372.468750 Penalty: 4043.347168 Iteration 4Q: 3 clusters Score -402372.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -402428.750000 Penalty: 4043.347168 Iteration 5Q: 3 clusters Score -402428.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -402474.625000 Penalty: 4043.347168 Iteration 6Q: 3 clusters Score -402474.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -402516.531250 Penalty: 4043.347168 Iteration 7Q: 3 clusters Score -402516.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -402550.625000 Penalty: 4043.347168 Iteration 8Q: 3 clusters Score -402550.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -402582.906250 Penalty: 4043.347168 Iteration 9Q: 3 clusters Score -402582.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -402618.593750 Penalty: 4043.347168 Iteration 10Q: 3 clusters Score -402618.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -402656.531250 Penalty: 4043.347168 Iteration 11Q: 3 clusters Score -402656.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -402696.000000 Penalty: 4043.347168 Iteration 12Q: 3 clusters Score -402696 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -402729.031250 Penalty: 4043.347168 Iteration 13Q: 3 clusters Score -402729 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -402761.531250 Penalty: 4043.347168 Iteration 14Q: 3 clusters Score -402761.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -402809.468750 Penalty: 4043.347168 Iteration 15Q: 3 clusters Score -402809.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -402860.718750 Penalty: 4043.347168 Iteration 16Q: 3 clusters Score -402860.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -402895.468750 Penalty: 4043.347168 Iteration 17Q: 3 clusters Score -402895.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -402926.281250 Penalty: 4043.347168 Iteration 18Q: 3 clusters Score -402926.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -402955.250000 Penalty: 4043.347168 Iteration 19Q: 3 clusters Score -402955.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -402978.406250 Penalty: 4043.347168 Iteration 20F: 3 clusters Score -402978.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -402995.687500 Penalty: 4043.347168 Iteration 21Q: 3 clusters Score -402995.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -403013.468750 Penalty: 4043.347168 Iteration 22Q: 3 clusters Score -403013.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -403027.062500 Penalty: 4043.347168 Iteration 23Q: 3 clusters Score -403027.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -403045.031250 Penalty: 4043.347168 Iteration 24Q: 3 clusters Score -403045 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -403067.656250 Penalty: 4043.347168 Iteration 25Q: 3 clusters Score -403067.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -403088.250000 Penalty: 4043.347168 Iteration 26Q: 3 clusters Score -403088.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -403102.562500 Penalty: 4043.347168 Iteration 27Q: 3 clusters Score -403102.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -403109.468750 Penalty: 4043.347168 Iteration 28Q: 3 clusters Score -403109.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -403116.843750 Penalty: 4043.347168 Iteration 29Q: 3 clusters Score -403116.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -403119.093750 Penalty: 4043.347168 Iteration 30Q: 3 clusters Score -403119.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -403122.875000 Penalty: 4043.347168 Iteration 31Q: 3 clusters Score -403122.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -403125.250000 Penalty: 4043.347168 Iteration 32Q: 3 clusters Score -403125.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -403129.468750 Penalty: 4043.347168 Iteration 33Q: 3 clusters Score -403129.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -403135.812500 Penalty: 4043.347168 Iteration 34Q: 3 clusters Score -403135.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -403143.843750 Penalty: 4043.347168 Iteration 35Q: 3 clusters Score -403143.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -403153.750000 Penalty: 4043.347168 Iteration 36Q: 3 clusters Score -403153.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -403164.843750 Penalty: 4043.347168 Iteration 37Q: 3 clusters Score -403164.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -403177.093750 Penalty: 4043.347168 Iteration 38Q: 3 clusters Score -403177.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -403189.156250 Penalty: 4043.347168 Iteration 39Q: 3 clusters Score -403189.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -403196.531250 Penalty: 4043.347168 Iteration 40F: 3 clusters Score -403196.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -403201.343750 Penalty: 4043.347168 Iteration 41Q: 3 clusters Score -403201.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -403207.437500 Penalty: 4043.347168 Iteration 42Q: 3 clusters Score -403207.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -403210.906250 Penalty: 4043.347168 Iteration 43Q: 3 clusters Score -403210.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -403215.250000 Penalty: 4043.347168 Iteration 44Q: 3 clusters Score -403215.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -403216.781250 Penalty: 4043.347168 Iteration 45Q: 3 clusters Score -403216.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -403219.906250 Penalty: 4043.347168 Iteration 46Q: 3 clusters Score -403219.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -403221.187500 Penalty: 4043.347168 Iteration 47Q: 3 clusters Score -403221.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -403222.062500 Penalty: 4043.347168 Iteration 48Q: 3 clusters Score -403222.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -403223.718750 Penalty: 4043.347168 Iteration 49Q: 3 clusters Score -403223.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -403226.437500 Penalty: 4043.347168 Iteration 50Q: 3 clusters Score -403226.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -403228.062500 Penalty: 4043.347168 Iteration 51Q: 3 clusters Score -403228.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -403227.781250 Penalty: 4043.347168 Iteration 52Q: 3 clusters Score -403227.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -403230.031250 Penalty: 4043.347168 Iteration 53Q: 3 clusters Score -403230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -403229.843750 Penalty: 4043.347168 Iteration 54Q: 3 clusters Score -403229.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -403232.093750 Penalty: 4043.347168 Iteration 55Q: 3 clusters Score -403232.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -403234.625000 Penalty: 4043.347168 Iteration 56Q: 3 clusters Score -403234.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -403234.937500 Penalty: 4043.347168 Iteration 57Q: 3 clusters Score -403234.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -403235.875000 Penalty: 4043.347168 Iteration 58Q: 3 clusters Score -403235.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -403237.343750 Penalty: 4043.347168 Iteration 59Q: 3 clusters Score -403237.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -403238.281250 Penalty: 4043.347168 Iteration 60F: 3 clusters Score -403238.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -403238.625000 Penalty: 4043.347168 Iteration 61Q: 3 clusters Score -403238.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -403238.625000 Penalty: 4043.347168 Iteration 62F: 3 clusters Score -403238.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Entering Unmasked Estep Score: -195816.796875 Penalty: 1831.229370 Iteration 0F: 2 clusters Score -195816.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -193443.125000 Penalty: 3662.458740 Iteration 0F: 3 clusters Score -193443.1 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -193847.406250 Penalty: 3662.458740 Iteration 1F: 3 clusters Score -193847.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -193955.234375 Penalty: 3662.458740 Iteration 2F: 3 clusters Score -193955.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -194029.437500 Penalty: 3662.458740 Iteration 3Q: 3 clusters Score -194029.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -194071.750000 Penalty: 3662.458740 Iteration 4Q: 3 clusters Score -194071.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -194096.031250 Penalty: 3662.458740 Iteration 5Q: 3 clusters Score -194096 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -194115.812500 Penalty: 3662.458740 Iteration 6Q: 3 clusters Score -194115.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -194125.562500 Penalty: 3662.458740 Iteration 7Q: 3 clusters Score -194125.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -194131.171875 Penalty: 3662.458740 Iteration 8Q: 3 clusters Score -194131.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -194135.687500 Penalty: 3662.458740 Iteration 9Q: 3 clusters Score -194135.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -194139.453125 Penalty: 3662.458740 Iteration 10Q: 3 clusters Score -194139.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -194142.015625 Penalty: 3662.458740 Iteration 11Q: 3 clusters Score -194142 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -194144.328125 Penalty: 3662.458740 Iteration 12Q: 3 clusters Score -194144.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -194145.953125 Penalty: 3662.458740 Iteration 13Q: 3 clusters Score -194146 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -194145.953125 Penalty: 3662.458740 Iteration 14F: 3 clusters Score -194146 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Entering Unmasked Estep Score: -1407711.875000 Penalty: 2322.761963 Iteration 0F: 2 clusters Score -1407712 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -1399067.000000 Penalty: 4645.523926 Iteration 0F: 3 clusters Score -1399067 nChanged 4844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -1401679.375000 Penalty: 4645.523926 Iteration 1F: 3 clusters Score -1401679 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -1402038.000000 Penalty: 4645.523926 Iteration 2F: 3 clusters Score -1402038 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -1402288.000000 Penalty: 4645.523926 Iteration 3F: 3 clusters Score -1402288 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -1402504.875000 Penalty: 4645.523926 Iteration 4Q: 3 clusters Score -1402505 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -1402727.500000 Penalty: 4645.523926 Iteration 5Q: 3 clusters Score -1402728 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -1402942.625000 Penalty: 4645.523926 Iteration 6Q: 3 clusters Score -1402943 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -1403169.000000 Penalty: 4645.523926 Iteration 7Q: 3 clusters Score -1403169 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -1403406.125000 Penalty: 4645.523926 Iteration 8Q: 3 clusters Score -1403406 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 6587 members Entering Unmasked Estep Score: -1403657.375000 Penalty: 4645.523926 Iteration 9Q: 3 clusters Score -1403657 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1403901.500000 Penalty: 4645.523926 Iteration 10Q: 3 clusters Score -1403902 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -1404101.500000 Penalty: 4645.523926 Iteration 11Q: 3 clusters Score -1404102 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -1404279.750000 Penalty: 4645.523926 Iteration 12Q: 3 clusters Score -1404280 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -1404438.625000 Penalty: 4645.523926 Iteration 13Q: 3 clusters Score -1404439 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1404588.500000 Penalty: 4645.523926 Iteration 14Q: 3 clusters Score -1404588 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -1404727.000000 Penalty: 4645.523926 Iteration 15Q: 3 clusters Score -1404727 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -1404847.375000 Penalty: 4645.523926 Iteration 16Q: 3 clusters Score -1404847 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -1405000.875000 Penalty: 4645.523926 Iteration 17Q: 3 clusters Score -1405001 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -1405173.500000 Penalty: 4645.523926 Iteration 18Q: 3 clusters Score -1405174 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -1405331.000000 Penalty: 4645.523926 Iteration 19Q: 3 clusters Score -1405331 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -1405482.500000 Penalty: 4645.523926 Iteration 20F: 3 clusters Score -1405482 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -1405602.125000 Penalty: 4645.523926 Iteration 21Q: 3 clusters Score -1405602 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1405694.375000 Penalty: 4645.523926 Iteration 22Q: 3 clusters Score -1405694 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -1405747.000000 Penalty: 4645.523926 Iteration 23Q: 3 clusters Score -1405747 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -1405779.750000 Penalty: 4645.523926 Iteration 24Q: 3 clusters Score -1405780 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -1405802.625000 Penalty: 4645.523926 Iteration 25Q: 3 clusters Score -1405803 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 8435 members Entering Unmasked Estep Score: -1405822.875000 Penalty: 4645.523926 Iteration 26Q: 3 clusters Score -1405823 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -1405845.625000 Penalty: 4645.523926 Iteration 27Q: 3 clusters Score -1405846 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -1405860.625000 Penalty: 4645.523926 Iteration 28Q: 3 clusters Score -1405861 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -1405873.375000 Penalty: 4645.523926 Iteration 29Q: 3 clusters Score -1405873 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 8649 members Entering Unmasked Estep Score: -1405890.125000 Penalty: 4645.523926 Iteration 30Q: 3 clusters Score -1405890 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -1405902.625000 Penalty: 4645.523926 Iteration 31Q: 3 clusters Score -1405903 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 8729 members Entering Unmasked Estep Score: -1405907.375000 Penalty: 4645.523926 Iteration 32Q: 3 clusters Score -1405907 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -1405914.375000 Penalty: 4645.523926 Iteration 33Q: 3 clusters Score -1405914 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 8780 members Entering Unmasked Estep Score: -1405916.625000 Penalty: 4645.523926 Iteration 34Q: 3 clusters Score -1405917 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 8796 members Entering Unmasked Estep Score: -1405920.000000 Penalty: 4645.523926 Iteration 35Q: 3 clusters Score -1405920 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -1405924.625000 Penalty: 4645.523926 Iteration 36Q: 3 clusters Score -1405925 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -1405926.750000 Penalty: 4645.523926 Iteration 37Q: 3 clusters Score -1405927 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 8834 members Entering Unmasked Estep Score: -1405930.875000 Penalty: 4645.523926 Iteration 38Q: 3 clusters Score -1405931 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -1405933.375000 Penalty: 4645.523926 Iteration 39Q: 3 clusters Score -1405933 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 8861 members Entering Unmasked Estep Score: -1405937.375000 Penalty: 4645.523926 Iteration 40F: 3 clusters Score -1405937 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 8874 members Entering Unmasked Estep Score: -1405938.000000 Penalty: 4645.523926 Iteration 41Q: 3 clusters Score -1405938 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -1405942.000000 Penalty: 4645.523926 Iteration 42Q: 3 clusters Score -1405942 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 8908 members Entering Unmasked Estep Score: -1405948.125000 Penalty: 4645.523926 Iteration 43Q: 3 clusters Score -1405948 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 8927 members Entering Unmasked Estep Score: -1405954.125000 Penalty: 4645.523926 Iteration 44Q: 3 clusters Score -1405954 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 8947 members Entering Unmasked Estep Score: -1405955.000000 Penalty: 4645.523926 Iteration 45Q: 3 clusters Score -1405955 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -1405961.500000 Penalty: 4645.523926 Iteration 46Q: 3 clusters Score -1405962 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -1405963.375000 Penalty: 4645.523926 Iteration 47Q: 3 clusters Score -1405963 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -1405966.625000 Penalty: 4645.523926 Iteration 48Q: 3 clusters Score -1405967 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -1405971.750000 Penalty: 4645.523926 Iteration 49Q: 3 clusters Score -1405972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -1405971.125000 Penalty: 4645.523926 Iteration 50Q: 3 clusters Score -1405971 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -1405971.000000 Penalty: 4645.523926 Iteration 51Q: 3 clusters Score -1405971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -1405968.125000 Penalty: 4645.523926 Iteration 52Q: 3 clusters Score -1405968 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -1405967.500000 Penalty: 4645.523926 Iteration 53Q: 3 clusters Score -1405968 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -1405969.875000 Penalty: 4645.523926 Iteration 54Q: 3 clusters Score -1405970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -1405969.875000 Penalty: 4645.523926 Iteration 55Q: 3 clusters Score -1405970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 9022 members Entering Unmasked Estep Score: -1405969.250000 Penalty: 4645.523926 Iteration 56Q: 3 clusters Score -1405969 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 9022 members Entering Unmasked Estep Score: -1405969.250000 Penalty: 4645.523926 Iteration 57F: 3 clusters Score -1405969 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (14868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14868 members Entering Unmasked Estep Score: -1796431.125000 Penalty: 2382.527832 Iteration 0F: 2 clusters Score -1796431 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7376 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -1785693.375000 Penalty: 4765.055664 Iteration 0F: 3 clusters Score -1785693 nChanged 6345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -1789024.750000 Penalty: 4765.055664 Iteration 1F: 3 clusters Score -1789025 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -1789475.625000 Penalty: 4765.055664 Iteration 2F: 3 clusters Score -1789476 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -1789906.375000 Penalty: 4765.055664 Iteration 3F: 3 clusters Score -1789906 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -1790343.250000 Penalty: 4765.055664 Iteration 4F: 3 clusters Score -1790343 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -1790761.250000 Penalty: 4765.055664 Iteration 5F: 3 clusters Score -1790761 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -1791153.375000 Penalty: 4765.055664 Iteration 6Q: 3 clusters Score -1791153 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -1791537.000000 Penalty: 4765.055664 Iteration 7Q: 3 clusters Score -1791537 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 8267 members Entering Unmasked Estep Score: -1791950.500000 Penalty: 4765.055664 Iteration 8Q: 3 clusters Score -1791950 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -1792389.125000 Penalty: 4765.055664 Iteration 9Q: 3 clusters Score -1792389 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -1792872.500000 Penalty: 4765.055664 Iteration 10Q: 3 clusters Score -1792872 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -1793265.625000 Penalty: 4765.055664 Iteration 11Q: 3 clusters Score -1793266 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -1793601.125000 Penalty: 4765.055664 Iteration 12Q: 3 clusters Score -1793601 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -1793883.000000 Penalty: 4765.055664 Iteration 13Q: 3 clusters Score -1793883 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -1794077.375000 Penalty: 4765.055664 Iteration 14Q: 3 clusters Score -1794077 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -1794211.375000 Penalty: 4765.055664 Iteration 15Q: 3 clusters Score -1794211 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -1794288.625000 Penalty: 4765.055664 Iteration 16Q: 3 clusters Score -1794289 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -1794369.750000 Penalty: 4765.055664 Iteration 17Q: 3 clusters Score -1794370 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -1794430.500000 Penalty: 4765.055664 Iteration 18Q: 3 clusters Score -1794430 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -1794484.500000 Penalty: 4765.055664 Iteration 19Q: 3 clusters Score -1794484 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1794538.750000 Penalty: 4765.055664 Iteration 20F: 3 clusters Score -1794539 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1794589.875000 Penalty: 4765.055664 Iteration 21Q: 3 clusters Score -1794590 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -1794614.625000 Penalty: 4765.055664 Iteration 22Q: 3 clusters Score -1794615 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -1794646.750000 Penalty: 4765.055664 Iteration 23Q: 3 clusters Score -1794647 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -1794666.500000 Penalty: 4765.055664 Iteration 24Q: 3 clusters Score -1794666 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 6358 members Entering Unmasked Estep Score: -1794684.875000 Penalty: 4765.055664 Iteration 25Q: 3 clusters Score -1794685 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -1794703.625000 Penalty: 4765.055664 Iteration 26Q: 3 clusters Score -1794704 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -1794722.250000 Penalty: 4765.055664 Iteration 27Q: 3 clusters Score -1794722 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8727 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -1794732.750000 Penalty: 4765.055664 Iteration 28Q: 3 clusters Score -1794733 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -1794748.125000 Penalty: 4765.055664 Iteration 29Q: 3 clusters Score -1794748 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -1794758.750000 Penalty: 4765.055664 Iteration 30Q: 3 clusters Score -1794759 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -1794758.250000 Penalty: 4765.055664 Iteration 31Q: 3 clusters Score -1794758 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -1794769.000000 Penalty: 4765.055664 Iteration 32Q: 3 clusters Score -1794769 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1794771.875000 Penalty: 4765.055664 Iteration 33Q: 3 clusters Score -1794772 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -1794776.375000 Penalty: 4765.055664 Iteration 34Q: 3 clusters Score -1794776 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1794781.125000 Penalty: 4765.055664 Iteration 35Q: 3 clusters Score -1794781 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -1794782.125000 Penalty: 4765.055664 Iteration 36Q: 3 clusters Score -1794782 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9017 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1794782.250000 Penalty: 4765.055664 Iteration 37Q: 3 clusters Score -1794782 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -1794782.875000 Penalty: 4765.055664 Iteration 38Q: 3 clusters Score -1794783 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -1794785.500000 Penalty: 4765.055664 Iteration 39Q: 3 clusters Score -1794786 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1794786.250000 Penalty: 4765.055664 Iteration 40F: 3 clusters Score -1794786 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -1794789.500000 Penalty: 4765.055664 Iteration 41Q: 3 clusters Score -1794790 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -1794789.375000 Penalty: 4765.055664 Iteration 42Q: 3 clusters Score -1794789 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9091 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1794791.000000 Penalty: 4765.055664 Iteration 43Q: 3 clusters Score -1794791 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -1794789.750000 Penalty: 4765.055664 Iteration 44Q: 3 clusters Score -1794790 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -1794791.750000 Penalty: 4765.055664 Iteration 45Q: 3 clusters Score -1794792 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9117 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -1794791.750000 Penalty: 4765.055664 Iteration 46Q: 3 clusters Score -1794792 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -1794793.000000 Penalty: 4765.055664 Iteration 47Q: 3 clusters Score -1794793 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -1794800.250000 Penalty: 4765.055664 Iteration 48Q: 3 clusters Score -1794800 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1794800.125000 Penalty: 4765.055664 Iteration 49Q: 3 clusters Score -1794800 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -1794796.125000 Penalty: 4765.055664 Iteration 50Q: 3 clusters Score -1794796 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -1794797.875000 Penalty: 4765.055664 Iteration 51Q: 3 clusters Score -1794798 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -1794805.125000 Penalty: 4765.055664 Iteration 52Q: 3 clusters Score -1794805 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -1794801.750000 Penalty: 4765.055664 Iteration 53Q: 3 clusters Score -1794802 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -1794803.250000 Penalty: 4765.055664 Iteration 54Q: 3 clusters Score -1794803 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9236 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -1794807.625000 Penalty: 4765.055664 Iteration 55Q: 3 clusters Score -1794808 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9250 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1794810.375000 Penalty: 4765.055664 Iteration 56Q: 3 clusters Score -1794810 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1794812.750000 Penalty: 4765.055664 Iteration 57Q: 3 clusters Score -1794813 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9275 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -1794814.125000 Penalty: 4765.055664 Iteration 58Q: 3 clusters Score -1794814 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1794817.000000 Penalty: 4765.055664 Iteration 59Q: 3 clusters Score -1794817 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -1794815.250000 Penalty: 4765.055664 Iteration 60F: 3 clusters Score -1794815 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -1794815.250000 Penalty: 4765.055664 Iteration 61Q: 3 clusters Score -1794815 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1794816.875000 Penalty: 4765.055664 Iteration 62Q: 3 clusters Score -1794817 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1794822.000000 Penalty: 4765.055664 Iteration 63Q: 3 clusters Score -1794822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -1794821.125000 Penalty: 4765.055664 Iteration 64Q: 3 clusters Score -1794821 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1794823.875000 Penalty: 4765.055664 Iteration 65Q: 3 clusters Score -1794824 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -1794822.750000 Penalty: 4765.055664 Iteration 66Q: 3 clusters Score -1794823 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9332 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -1794822.250000 Penalty: 4765.055664 Iteration 67Q: 3 clusters Score -1794822 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1794824.000000 Penalty: 4765.055664 Iteration 68Q: 3 clusters Score -1794824 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -1794824.125000 Penalty: 4765.055664 Iteration 69Q: 3 clusters Score -1794824 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9347 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -1794826.625000 Penalty: 4765.055664 Iteration 70Q: 3 clusters Score -1794827 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -1794827.625000 Penalty: 4765.055664 Iteration 71Q: 3 clusters Score -1794828 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -1794825.125000 Penalty: 4765.055664 Iteration 72Q: 3 clusters Score -1794825 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -1794827.750000 Penalty: 4765.055664 Iteration 73Q: 3 clusters Score -1794828 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9370 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1794830.250000 Penalty: 4765.055664 Iteration 74Q: 3 clusters Score -1794830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -1794831.750000 Penalty: 4765.055664 Iteration 75Q: 3 clusters Score -1794832 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -1794833.125000 Penalty: 4765.055664 Iteration 76Q: 3 clusters Score -1794833 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1794831.250000 Penalty: 4765.055664 Iteration 77Q: 3 clusters Score -1794831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -1794831.375000 Penalty: 4765.055664 Iteration 78Q: 3 clusters Score -1794831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1794831.375000 Penalty: 4765.055664 Iteration 79Q: 3 clusters Score -1794831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1794830.625000 Penalty: 4765.055664 Iteration 80F: 3 clusters Score -1794831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1794828.750000 Penalty: 4765.055664 Iteration 81Q: 3 clusters Score -1794829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1794827.875000 Penalty: 4765.055664 Iteration 82Q: 3 clusters Score -1794828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1794828.625000 Penalty: 4765.055664 Iteration 83Q: 3 clusters Score -1794829 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -1794826.875000 Penalty: 4765.055664 Iteration 84Q: 3 clusters Score -1794827 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1794826.500000 Penalty: 4765.055664 Iteration 85Q: 3 clusters Score -1794826 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1794827.500000 Penalty: 4765.055664 Iteration 86Q: 3 clusters Score -1794828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9411 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1794827.125000 Penalty: 4765.055664 Iteration 87Q: 3 clusters Score -1794827 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9413 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1794827.000000 Penalty: 4765.055664 Iteration 88Q: 3 clusters Score -1794827 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9413 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1794827.000000 Penalty: 4765.055664 Iteration 89F: 3 clusters Score -1794827 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Entering Unmasked Estep Score: -486577.593750 Penalty: 2060.739014 Iteration 0F: 2 clusters Score -486577.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -482632.093750 Penalty: 4121.478027 Iteration 0F: 3 clusters Score -482632.1 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -483600.625000 Penalty: 4121.478027 Iteration 1F: 3 clusters Score -483600.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -483797.468750 Penalty: 4121.478027 Iteration 2F: 3 clusters Score -483797.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -483905.750000 Penalty: 4121.478027 Iteration 3Q: 3 clusters Score -483905.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -483990.062500 Penalty: 4121.478027 Iteration 4Q: 3 clusters Score -483990.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -484063.281250 Penalty: 4121.478027 Iteration 5Q: 3 clusters Score -484063.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -484118.625000 Penalty: 4121.478027 Iteration 6Q: 3 clusters Score -484118.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -484158.875000 Penalty: 4121.478027 Iteration 7Q: 3 clusters Score -484158.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -484210.968750 Penalty: 4121.478027 Iteration 8Q: 3 clusters Score -484211 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -484281.468750 Penalty: 4121.478027 Iteration 9Q: 3 clusters Score -484281.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -484389.781250 Penalty: 4121.478027 Iteration 10Q: 3 clusters Score -484389.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -484537.406250 Penalty: 4121.478027 Iteration 11Q: 3 clusters Score -484537.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -484653.750000 Penalty: 4121.478027 Iteration 12Q: 3 clusters Score -484653.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -484733.375000 Penalty: 4121.478027 Iteration 13Q: 3 clusters Score -484733.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -484793.718750 Penalty: 4121.478027 Iteration 14Q: 3 clusters Score -484793.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -484834.156250 Penalty: 4121.478027 Iteration 15Q: 3 clusters Score -484834.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -484876.093750 Penalty: 4121.478027 Iteration 16Q: 3 clusters Score -484876.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -484912.687500 Penalty: 4121.478027 Iteration 17Q: 3 clusters Score -484912.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -484939.187500 Penalty: 4121.478027 Iteration 18Q: 3 clusters Score -484939.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -484965.093750 Penalty: 4121.478027 Iteration 19Q: 3 clusters Score -484965.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -484980.718750 Penalty: 4121.478027 Iteration 20F: 3 clusters Score -484980.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -484998.937500 Penalty: 4121.478027 Iteration 21Q: 3 clusters Score -484998.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -485015.156250 Penalty: 4121.478027 Iteration 22Q: 3 clusters Score -485015.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -485027.000000 Penalty: 4121.478027 Iteration 23Q: 3 clusters Score -485027 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -485038.156250 Penalty: 4121.478027 Iteration 24Q: 3 clusters Score -485038.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -485045.187500 Penalty: 4121.478027 Iteration 25Q: 3 clusters Score -485045.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -485047.843750 Penalty: 4121.478027 Iteration 26Q: 3 clusters Score -485047.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -485051.531250 Penalty: 4121.478027 Iteration 27Q: 3 clusters Score -485051.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -485054.906250 Penalty: 4121.478027 Iteration 28Q: 3 clusters Score -485054.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -485057.812500 Penalty: 4121.478027 Iteration 29Q: 3 clusters Score -485057.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -485060.125000 Penalty: 4121.478027 Iteration 30Q: 3 clusters Score -485060.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -485062.562500 Penalty: 4121.478027 Iteration 31Q: 3 clusters Score -485062.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -485063.718750 Penalty: 4121.478027 Iteration 32Q: 3 clusters Score -485063.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -485065.281250 Penalty: 4121.478027 Iteration 33Q: 3 clusters Score -485065.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -485066.562500 Penalty: 4121.478027 Iteration 34Q: 3 clusters Score -485066.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -485067.750000 Penalty: 4121.478027 Iteration 35Q: 3 clusters Score -485067.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -485068.187500 Penalty: 4121.478027 Iteration 36Q: 3 clusters Score -485068.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -485067.718750 Penalty: 4121.478027 Iteration 37Q: 3 clusters Score -485067.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -485068.375000 Penalty: 4121.478027 Iteration 38Q: 3 clusters Score -485068.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -485068.562500 Penalty: 4121.478027 Iteration 39Q: 3 clusters Score -485068.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -485069.437500 Penalty: 4121.478027 Iteration 40F: 3 clusters Score -485069.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -485069.781250 Penalty: 4121.478027 Iteration 41Q: 3 clusters Score -485069.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -485069.781250 Penalty: 4121.478027 Iteration 42F: 3 clusters Score -485069.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53665 members Mstep: Class 2 contains 9381 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6958 members Mstep: Class 6 contains 101266 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25340 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3388 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11684 members Mstep: Class 23 contains 14868 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508952.000000 Penalty: 62279.437500 Iteration 279Q: 21 clusters Score -3.350895e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 9382 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101265 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25342 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3387 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11683 members Mstep: Class 23 contains 14868 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508946.000000 Penalty: 62279.437500 Iteration 280F: 21 clusters Score -3.350895e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 9382 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101264 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25343 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3386 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11684 members Mstep: Class 23 contains 14868 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508948.000000 Penalty: 62279.437500 Iteration 281Q: 21 clusters Score -3.350895e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 9382 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101264 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25344 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3386 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11683 members Mstep: Class 23 contains 14868 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508944.000000 Penalty: 62279.437500 Iteration 282Q: 21 clusters Score -3.350894e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53666 members Mstep: Class 2 contains 9382 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101264 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25346 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3386 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11681 members Mstep: Class 23 contains 14868 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508942.000000 Penalty: 62279.437500 Iteration 283Q: 21 clusters Score -3.350894e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 9382 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101263 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25348 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3386 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11678 members Mstep: Class 23 contains 14869 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508958.000000 Penalty: 62279.437500 Iteration 284Q: 21 clusters Score -3.350896e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 9382 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101263 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25352 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3386 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11674 members Mstep: Class 23 contains 14869 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508944.000000 Penalty: 62279.437500 Iteration 285Q: 21 clusters Score -3.350894e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 9382 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101263 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 15853 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25352 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3386 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 11674 members Mstep: Class 23 contains 14869 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -33508944.000000 Penalty: 62279.437500 Iteration 286F: 21 clusters Score -3.350894e+07 nChanged 0 Entering ConstructFrom: Score: -33508944.000000 Penalty: 62279.437500 Entering ConstructFrom: Trying to split cluster 1 (53667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53667 members Entering Unmasked Estep Score: -6533559.000000 Penalty: 2700.857178 Iteration 0F: 2 clusters Score -6533559 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26865 members Mstep: Class 2 contains 26802 members Entering Unmasked Estep Score: -6497664.000000 Penalty: 5401.714355 Iteration 0F: 3 clusters Score -6497664 nChanged 24848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28039 members Mstep: Class 2 contains 25628 members Entering Unmasked Estep Score: -6511648.000000 Penalty: 5401.714355 Iteration 1F: 3 clusters Score -6511648 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28804 members Mstep: Class 2 contains 24863 members Entering Unmasked Estep Score: -6512375.500000 Penalty: 5401.714355 Iteration 2Q: 3 clusters Score -6512376 nChanged 2383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29905 members Mstep: Class 2 contains 23762 members Entering Unmasked Estep Score: -6513306.000000 Penalty: 5401.714355 Iteration 3Q: 3 clusters Score -6513306 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31472 members Mstep: Class 2 contains 22195 members Entering Unmasked Estep Score: -6514463.000000 Penalty: 5401.714355 Iteration 4F: 3 clusters Score -6514463 nChanged 2930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33414 members Mstep: Class 2 contains 20253 members Entering Unmasked Estep Score: -6515979.500000 Penalty: 5401.714355 Iteration 5F: 3 clusters Score -6515980 nChanged 3144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35722 members Mstep: Class 2 contains 17945 members Entering Unmasked Estep Score: -6517706.000000 Penalty: 5401.714355 Iteration 6F: 3 clusters Score -6517706 nChanged 3302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38374 members Mstep: Class 2 contains 15293 members Entering Unmasked Estep Score: -6519758.000000 Penalty: 5401.714355 Iteration 7F: 3 clusters Score -6519758 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41179 members Mstep: Class 2 contains 12488 members Entering Unmasked Estep Score: -6521791.500000 Penalty: 5401.714355 Iteration 8F: 3 clusters Score -6521792 nChanged 2891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43838 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -6523728.000000 Penalty: 5401.714355 Iteration 9F: 3 clusters Score -6523728 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46298 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -6525515.000000 Penalty: 5401.714355 Iteration 10Q: 3 clusters Score -6525515 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48402 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -6527032.000000 Penalty: 5401.714355 Iteration 11Q: 3 clusters Score -6527032 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50159 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -6528465.500000 Penalty: 5401.714355 Iteration 12Q: 3 clusters Score -6528466 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51470 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -6529613.500000 Penalty: 5401.714355 Iteration 13Q: 3 clusters Score -6529614 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52306 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -6530327.000000 Penalty: 5401.714355 Iteration 14Q: 3 clusters Score -6530327 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52756 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -6530718.500000 Penalty: 5401.714355 Iteration 15Q: 3 clusters Score -6530718 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52982 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -6530919.000000 Penalty: 5401.714355 Iteration 16Q: 3 clusters Score -6530919 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53089 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -6531029.000000 Penalty: 5401.714355 Iteration 17Q: 3 clusters Score -6531029 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53145 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -6531075.000000 Penalty: 5401.714355 Iteration 18Q: 3 clusters Score -6531075 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53178 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -6531111.000000 Penalty: 5401.714355 Iteration 19Q: 3 clusters Score -6531111 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53202 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -6531136.500000 Penalty: 5401.714355 Iteration 20F: 3 clusters Score -6531136 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53214 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -6531157.000000 Penalty: 5401.714355 Iteration 21Q: 3 clusters Score -6531157 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53228 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -6531176.500000 Penalty: 5401.714355 Iteration 22Q: 3 clusters Score -6531176 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53242 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -6531185.500000 Penalty: 5401.714355 Iteration 23Q: 3 clusters Score -6531186 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53255 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -6531202.000000 Penalty: 5401.714355 Iteration 24Q: 3 clusters Score -6531202 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53262 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -6531208.500000 Penalty: 5401.714355 Iteration 25Q: 3 clusters Score -6531208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53264 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -6531222.000000 Penalty: 5401.714355 Iteration 26Q: 3 clusters Score -6531222 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53268 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -6531239.000000 Penalty: 5401.714355 Iteration 27Q: 3 clusters Score -6531239 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53272 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -6531241.000000 Penalty: 5401.714355 Iteration 28Q: 3 clusters Score -6531241 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53272 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -6531238.500000 Penalty: 5401.714355 Iteration 29Q: 3 clusters Score -6531238 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53272 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -6531238.500000 Penalty: 5401.714355 Iteration 30F: 3 clusters Score -6531238 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (9382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Entering Unmasked Estep Score: -1048440.187500 Penalty: 2268.343994 Iteration 0F: 2 clusters Score -1048440 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1041227.625000 Penalty: 4536.687988 Iteration 0F: 3 clusters Score -1041228 nChanged 3850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -1043477.187500 Penalty: 4536.687988 Iteration 1F: 3 clusters Score -1043477 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1044047.312500 Penalty: 4536.687988 Iteration 2F: 3 clusters Score -1044047 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -1044674.187500 Penalty: 4536.687988 Iteration 3F: 3 clusters Score -1044674 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -1045215.125000 Penalty: 4536.687988 Iteration 4F: 3 clusters Score -1045215 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -1045636.750000 Penalty: 4536.687988 Iteration 5F: 3 clusters Score -1045637 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -1045913.062500 Penalty: 4536.687988 Iteration 6Q: 3 clusters Score -1045913 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -1046125.687500 Penalty: 4536.687988 Iteration 7Q: 3 clusters Score -1046126 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -1046264.937500 Penalty: 4536.687988 Iteration 8Q: 3 clusters Score -1046265 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1046372.000000 Penalty: 4536.687988 Iteration 9Q: 3 clusters Score -1046372 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -1046459.000000 Penalty: 4536.687988 Iteration 10Q: 3 clusters Score -1046459 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -1046510.187500 Penalty: 4536.687988 Iteration 11Q: 3 clusters Score -1046510 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -1046547.562500 Penalty: 4536.687988 Iteration 12Q: 3 clusters Score -1046548 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -1046574.062500 Penalty: 4536.687988 Iteration 13Q: 3 clusters Score -1046574 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -1046592.000000 Penalty: 4536.687988 Iteration 14Q: 3 clusters Score -1046592 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -1046607.875000 Penalty: 4536.687988 Iteration 15Q: 3 clusters Score -1046608 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -1046617.812500 Penalty: 4536.687988 Iteration 16Q: 3 clusters Score -1046618 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -1046630.312500 Penalty: 4536.687988 Iteration 17Q: 3 clusters Score -1046630 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -1046639.187500 Penalty: 4536.687988 Iteration 18Q: 3 clusters Score -1046639 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -1046650.000000 Penalty: 4536.687988 Iteration 19Q: 3 clusters Score -1046650 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -1046655.437500 Penalty: 4536.687988 Iteration 20F: 3 clusters Score -1046655 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1046665.937500 Penalty: 4536.687988 Iteration 21Q: 3 clusters Score -1046666 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -1046676.312500 Penalty: 4536.687988 Iteration 22Q: 3 clusters Score -1046676 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1046682.562500 Penalty: 4536.687988 Iteration 23Q: 3 clusters Score -1046683 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -1046691.312500 Penalty: 4536.687988 Iteration 24Q: 3 clusters Score -1046691 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -1046700.562500 Penalty: 4536.687988 Iteration 25Q: 3 clusters Score -1046701 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -1046708.125000 Penalty: 4536.687988 Iteration 26Q: 3 clusters Score -1046708 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -1046714.375000 Penalty: 4536.687988 Iteration 27Q: 3 clusters Score -1046714 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -1046718.875000 Penalty: 4536.687988 Iteration 28Q: 3 clusters Score -1046719 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -1046726.125000 Penalty: 4536.687988 Iteration 29Q: 3 clusters Score -1046726 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1046730.875000 Penalty: 4536.687988 Iteration 30Q: 3 clusters Score -1046731 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1046734.625000 Penalty: 4536.687988 Iteration 31Q: 3 clusters Score -1046735 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -1046736.937500 Penalty: 4536.687988 Iteration 32Q: 3 clusters Score -1046737 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -1046744.312500 Penalty: 4536.687988 Iteration 33Q: 3 clusters Score -1046744 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -1046747.375000 Penalty: 4536.687988 Iteration 34Q: 3 clusters Score -1046747 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -1046749.625000 Penalty: 4536.687988 Iteration 35Q: 3 clusters Score -1046750 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -1046751.687500 Penalty: 4536.687988 Iteration 36Q: 3 clusters Score -1046752 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -1046752.187500 Penalty: 4536.687988 Iteration 37Q: 3 clusters Score -1046752 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -1046755.687500 Penalty: 4536.687988 Iteration 38Q: 3 clusters Score -1046756 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -1046758.500000 Penalty: 4536.687988 Iteration 39Q: 3 clusters Score -1046758 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -1046761.875000 Penalty: 4536.687988 Iteration 40F: 3 clusters Score -1046762 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1046764.437500 Penalty: 4536.687988 Iteration 41Q: 3 clusters Score -1046764 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -1046768.500000 Penalty: 4536.687988 Iteration 42Q: 3 clusters Score -1046768 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -1046773.750000 Penalty: 4536.687988 Iteration 43Q: 3 clusters Score -1046774 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -1046782.687500 Penalty: 4536.687988 Iteration 44Q: 3 clusters Score -1046783 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -1046791.062500 Penalty: 4536.687988 Iteration 45Q: 3 clusters Score -1046791 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -1046799.250000 Penalty: 4536.687988 Iteration 46Q: 3 clusters Score -1046799 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -1046808.312500 Penalty: 4536.687988 Iteration 47Q: 3 clusters Score -1046808 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -1046814.062500 Penalty: 4536.687988 Iteration 48Q: 3 clusters Score -1046814 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 6125 members Entering Unmasked Estep Score: -1046819.312500 Penalty: 4536.687988 Iteration 49Q: 3 clusters Score -1046819 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -1046822.375000 Penalty: 4536.687988 Iteration 50Q: 3 clusters Score -1046822 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -1046823.937500 Penalty: 4536.687988 Iteration 51Q: 3 clusters Score -1046824 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -1046828.125000 Penalty: 4536.687988 Iteration 52Q: 3 clusters Score -1046828 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -1046834.937500 Penalty: 4536.687988 Iteration 53Q: 3 clusters Score -1046835 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -1046831.687500 Penalty: 4536.687988 Iteration 54Q: 3 clusters Score -1046832 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -1046835.125000 Penalty: 4536.687988 Iteration 55Q: 3 clusters Score -1046835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -1046836.750000 Penalty: 4536.687988 Iteration 56Q: 3 clusters Score -1046837 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -1046840.312500 Penalty: 4536.687988 Iteration 57Q: 3 clusters Score -1046840 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -1046836.250000 Penalty: 4536.687988 Iteration 58Q: 3 clusters Score -1046836 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -1046837.875000 Penalty: 4536.687988 Iteration 59Q: 3 clusters Score -1046838 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -1046839.062500 Penalty: 4536.687988 Iteration 60F: 3 clusters Score -1046839 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -1046842.437500 Penalty: 4536.687988 Iteration 61Q: 3 clusters Score -1046842 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1046847.562500 Penalty: 4536.687988 Iteration 62Q: 3 clusters Score -1046848 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -1046849.250000 Penalty: 4536.687988 Iteration 63Q: 3 clusters Score -1046849 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -1046852.562500 Penalty: 4536.687988 Iteration 64Q: 3 clusters Score -1046853 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -1046853.062500 Penalty: 4536.687988 Iteration 65Q: 3 clusters Score -1046853 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1046857.625000 Penalty: 4536.687988 Iteration 66Q: 3 clusters Score -1046858 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -1046861.125000 Penalty: 4536.687988 Iteration 67Q: 3 clusters Score -1046861 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -1046868.000000 Penalty: 4536.687988 Iteration 68Q: 3 clusters Score -1046868 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1046873.500000 Penalty: 4536.687988 Iteration 69Q: 3 clusters Score -1046874 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -1046878.437500 Penalty: 4536.687988 Iteration 70Q: 3 clusters Score -1046878 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -1046880.312500 Penalty: 4536.687988 Iteration 71Q: 3 clusters Score -1046880 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -1046878.125000 Penalty: 4536.687988 Iteration 72Q: 3 clusters Score -1046878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -1046882.250000 Penalty: 4536.687988 Iteration 73Q: 3 clusters Score -1046882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -1046881.562500 Penalty: 4536.687988 Iteration 74Q: 3 clusters Score -1046882 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -1046880.375000 Penalty: 4536.687988 Iteration 75Q: 3 clusters Score -1046880 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1046881.875000 Penalty: 4536.687988 Iteration 76Q: 3 clusters Score -1046882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -1046883.500000 Penalty: 4536.687988 Iteration 77Q: 3 clusters Score -1046884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -1046883.250000 Penalty: 4536.687988 Iteration 78Q: 3 clusters Score -1046883 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -1046883.250000 Penalty: 4536.687988 Iteration 79F: 3 clusters Score -1046883 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Entering Unmasked Estep Score: -291041.375000 Penalty: 1953.594482 Iteration 0F: 2 clusters Score -291041.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -288025.875000 Penalty: 3907.188965 Iteration 0F: 3 clusters Score -288025.9 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -288579.312500 Penalty: 3907.188965 Iteration 1F: 3 clusters Score -288579.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -288689.531250 Penalty: 3907.188965 Iteration 2F: 3 clusters Score -288689.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -288753.750000 Penalty: 3907.188965 Iteration 3Q: 3 clusters Score -288753.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -288792.000000 Penalty: 3907.188965 Iteration 4Q: 3 clusters Score -288792 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -288808.968750 Penalty: 3907.188965 Iteration 5Q: 3 clusters Score -288809 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -288828.000000 Penalty: 3907.188965 Iteration 6Q: 3 clusters Score -288828 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -288849.125000 Penalty: 3907.188965 Iteration 7Q: 3 clusters Score -288849.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -288865.312500 Penalty: 3907.188965 Iteration 8Q: 3 clusters Score -288865.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -288876.750000 Penalty: 3907.188965 Iteration 9Q: 3 clusters Score -288876.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -288888.437500 Penalty: 3907.188965 Iteration 10Q: 3 clusters Score -288888.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -288897.468750 Penalty: 3907.188965 Iteration 11Q: 3 clusters Score -288897.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -288906.843750 Penalty: 3907.188965 Iteration 12Q: 3 clusters Score -288906.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -288914.187500 Penalty: 3907.188965 Iteration 13Q: 3 clusters Score -288914.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -288916.562500 Penalty: 3907.188965 Iteration 14Q: 3 clusters Score -288916.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -288924.656250 Penalty: 3907.188965 Iteration 15Q: 3 clusters Score -288924.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -288934.312500 Penalty: 3907.188965 Iteration 16Q: 3 clusters Score -288934.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -288947.750000 Penalty: 3907.188965 Iteration 17Q: 3 clusters Score -288947.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -288954.875000 Penalty: 3907.188965 Iteration 18Q: 3 clusters Score -288954.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -288959.093750 Penalty: 3907.188965 Iteration 19Q: 3 clusters Score -288959.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -288963.968750 Penalty: 3907.188965 Iteration 20F: 3 clusters Score -288964 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -288970.781250 Penalty: 3907.188965 Iteration 21Q: 3 clusters Score -288970.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -288973.843750 Penalty: 3907.188965 Iteration 22Q: 3 clusters Score -288973.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -288977.218750 Penalty: 3907.188965 Iteration 23Q: 3 clusters Score -288977.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -288980.281250 Penalty: 3907.188965 Iteration 24Q: 3 clusters Score -288980.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -288985.312500 Penalty: 3907.188965 Iteration 25Q: 3 clusters Score -288985.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -288986.750000 Penalty: 3907.188965 Iteration 26Q: 3 clusters Score -288986.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -288989.000000 Penalty: 3907.188965 Iteration 27Q: 3 clusters Score -288989 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -288990.312500 Penalty: 3907.188965 Iteration 28Q: 3 clusters Score -288990.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -288990.781250 Penalty: 3907.188965 Iteration 29Q: 3 clusters Score -288990.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -288990.781250 Penalty: 3907.188965 Iteration 30F: 3 clusters Score -288990.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Entering Unmasked Estep Score: -273626.218750 Penalty: 1925.018311 Iteration 0F: 2 clusters Score -273626.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -270807.937500 Penalty: 3850.036621 Iteration 0F: 3 clusters Score -270807.9 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -271385.531250 Penalty: 3850.036621 Iteration 1F: 3 clusters Score -271385.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -271522.031250 Penalty: 3850.036621 Iteration 2F: 3 clusters Score -271522 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -271611.531250 Penalty: 3850.036621 Iteration 3Q: 3 clusters Score -271611.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -271696.406250 Penalty: 3850.036621 Iteration 4Q: 3 clusters Score -271696.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -271768.562500 Penalty: 3850.036621 Iteration 5Q: 3 clusters Score -271768.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -271821.062500 Penalty: 3850.036621 Iteration 6Q: 3 clusters Score -271821.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -271875.437500 Penalty: 3850.036621 Iteration 7Q: 3 clusters Score -271875.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -271929.500000 Penalty: 3850.036621 Iteration 8Q: 3 clusters Score -271929.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -271987.531250 Penalty: 3850.036621 Iteration 9Q: 3 clusters Score -271987.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -272021.875000 Penalty: 3850.036621 Iteration 10Q: 3 clusters Score -272021.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -272058.468750 Penalty: 3850.036621 Iteration 11Q: 3 clusters Score -272058.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -272095.906250 Penalty: 3850.036621 Iteration 12Q: 3 clusters Score -272095.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -272117.531250 Penalty: 3850.036621 Iteration 13Q: 3 clusters Score -272117.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -272138.718750 Penalty: 3850.036621 Iteration 14Q: 3 clusters Score -272138.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -272160.875000 Penalty: 3850.036621 Iteration 15Q: 3 clusters Score -272160.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -272170.406250 Penalty: 3850.036621 Iteration 16Q: 3 clusters Score -272170.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -272175.375000 Penalty: 3850.036621 Iteration 17Q: 3 clusters Score -272175.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -272182.031250 Penalty: 3850.036621 Iteration 18Q: 3 clusters Score -272182 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -272190.968750 Penalty: 3850.036621 Iteration 19Q: 3 clusters Score -272191 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -272197.250000 Penalty: 3850.036621 Iteration 20F: 3 clusters Score -272197.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -272204.843750 Penalty: 3850.036621 Iteration 21Q: 3 clusters Score -272204.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -272210.500000 Penalty: 3850.036621 Iteration 22Q: 3 clusters Score -272210.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -272210.656250 Penalty: 3850.036621 Iteration 23Q: 3 clusters Score -272210.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -272211.906250 Penalty: 3850.036621 Iteration 24Q: 3 clusters Score -272211.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -272212.843750 Penalty: 3850.036621 Iteration 25Q: 3 clusters Score -272212.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -272214.250000 Penalty: 3850.036621 Iteration 26Q: 3 clusters Score -272214.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -272214.125000 Penalty: 3850.036621 Iteration 27Q: 3 clusters Score -272214.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -272214.125000 Penalty: 3850.036621 Iteration 28F: 3 clusters Score -272214.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Entering Unmasked Estep Score: -768304.687500 Penalty: 2194.180908 Iteration 0F: 2 clusters Score -768304.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -762584.187500 Penalty: 4388.361816 Iteration 0F: 3 clusters Score -762584.2 nChanged 2822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -764214.250000 Penalty: 4388.361816 Iteration 1F: 3 clusters Score -764214.2 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -764591.812500 Penalty: 4388.361816 Iteration 2F: 3 clusters Score -764591.8 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -764857.437500 Penalty: 4388.361816 Iteration 3F: 3 clusters Score -764857.4 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -765107.187500 Penalty: 4388.361816 Iteration 4F: 3 clusters Score -765107.2 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -765322.062500 Penalty: 4388.361816 Iteration 5Q: 3 clusters Score -765322.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -765516.562500 Penalty: 4388.361816 Iteration 6Q: 3 clusters Score -765516.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -765692.375000 Penalty: 4388.361816 Iteration 7Q: 3 clusters Score -765692.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -765814.812500 Penalty: 4388.361816 Iteration 8Q: 3 clusters Score -765814.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -765923.000000 Penalty: 4388.361816 Iteration 9Q: 3 clusters Score -765923 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -766021.812500 Penalty: 4388.361816 Iteration 10Q: 3 clusters Score -766021.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -766103.437500 Penalty: 4388.361816 Iteration 11Q: 3 clusters Score -766103.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -766159.812500 Penalty: 4388.361816 Iteration 12Q: 3 clusters Score -766159.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -766207.625000 Penalty: 4388.361816 Iteration 13Q: 3 clusters Score -766207.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -766253.937500 Penalty: 4388.361816 Iteration 14Q: 3 clusters Score -766253.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -766297.437500 Penalty: 4388.361816 Iteration 15Q: 3 clusters Score -766297.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -766334.937500 Penalty: 4388.361816 Iteration 16Q: 3 clusters Score -766334.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -766380.812500 Penalty: 4388.361816 Iteration 17Q: 3 clusters Score -766380.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -766425.312500 Penalty: 4388.361816 Iteration 18Q: 3 clusters Score -766425.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -766478.000000 Penalty: 4388.361816 Iteration 19Q: 3 clusters Score -766478 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -766537.375000 Penalty: 4388.361816 Iteration 20F: 3 clusters Score -766537.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -766585.562500 Penalty: 4388.361816 Iteration 21Q: 3 clusters Score -766585.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -766638.625000 Penalty: 4388.361816 Iteration 22Q: 3 clusters Score -766638.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -766696.750000 Penalty: 4388.361816 Iteration 23Q: 3 clusters Score -766696.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -766735.437500 Penalty: 4388.361816 Iteration 24Q: 3 clusters Score -766735.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -766768.687500 Penalty: 4388.361816 Iteration 25Q: 3 clusters Score -766768.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -766786.437500 Penalty: 4388.361816 Iteration 26Q: 3 clusters Score -766786.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -766802.812500 Penalty: 4388.361816 Iteration 27Q: 3 clusters Score -766802.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -766815.125000 Penalty: 4388.361816 Iteration 28Q: 3 clusters Score -766815.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -766827.687500 Penalty: 4388.361816 Iteration 29Q: 3 clusters Score -766827.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -766837.750000 Penalty: 4388.361816 Iteration 30Q: 3 clusters Score -766837.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -766847.375000 Penalty: 4388.361816 Iteration 31Q: 3 clusters Score -766847.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -766853.250000 Penalty: 4388.361816 Iteration 32Q: 3 clusters Score -766853.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -766857.937500 Penalty: 4388.361816 Iteration 33Q: 3 clusters Score -766857.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -766863.375000 Penalty: 4388.361816 Iteration 34Q: 3 clusters Score -766863.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -766869.312500 Penalty: 4388.361816 Iteration 35Q: 3 clusters Score -766869.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -766873.125000 Penalty: 4388.361816 Iteration 36Q: 3 clusters Score -766873.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -766877.250000 Penalty: 4388.361816 Iteration 37Q: 3 clusters Score -766877.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -766881.562500 Penalty: 4388.361816 Iteration 38Q: 3 clusters Score -766881.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -766882.375000 Penalty: 4388.361816 Iteration 39Q: 3 clusters Score -766882.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -766883.812500 Penalty: 4388.361816 Iteration 40F: 3 clusters Score -766883.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -766889.312500 Penalty: 4388.361816 Iteration 41Q: 3 clusters Score -766889.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -766889.875000 Penalty: 4388.361816 Iteration 42Q: 3 clusters Score -766889.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -766890.875000 Penalty: 4388.361816 Iteration 43Q: 3 clusters Score -766890.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -766890.375000 Penalty: 4388.361816 Iteration 44Q: 3 clusters Score -766890.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -766892.062500 Penalty: 4388.361816 Iteration 45Q: 3 clusters Score -766892.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -766893.000000 Penalty: 4388.361816 Iteration 46Q: 3 clusters Score -766893 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -766892.750000 Penalty: 4388.361816 Iteration 47Q: 3 clusters Score -766892.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -766895.125000 Penalty: 4388.361816 Iteration 48Q: 3 clusters Score -766895.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -766894.625000 Penalty: 4388.361816 Iteration 49Q: 3 clusters Score -766894.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -766894.312500 Penalty: 4388.361816 Iteration 50Q: 3 clusters Score -766894.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -766897.437500 Penalty: 4388.361816 Iteration 51Q: 3 clusters Score -766897.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -766898.312500 Penalty: 4388.361816 Iteration 52Q: 3 clusters Score -766898.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -766901.625000 Penalty: 4388.361816 Iteration 53Q: 3 clusters Score -766901.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -766900.562500 Penalty: 4388.361816 Iteration 54Q: 3 clusters Score -766900.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -766901.437500 Penalty: 4388.361816 Iteration 55Q: 3 clusters Score -766901.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -766904.375000 Penalty: 4388.361816 Iteration 56Q: 3 clusters Score -766904.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -766906.625000 Penalty: 4388.361816 Iteration 57Q: 3 clusters Score -766906.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -766908.312500 Penalty: 4388.361816 Iteration 58Q: 3 clusters Score -766908.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -766908.062500 Penalty: 4388.361816 Iteration 59Q: 3 clusters Score -766908.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -766911.250000 Penalty: 4388.361816 Iteration 60F: 3 clusters Score -766911.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -766917.062500 Penalty: 4388.361816 Iteration 61Q: 3 clusters Score -766917.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -766915.125000 Penalty: 4388.361816 Iteration 62Q: 3 clusters Score -766915.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -766918.062500 Penalty: 4388.361816 Iteration 63Q: 3 clusters Score -766918.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -766919.937500 Penalty: 4388.361816 Iteration 64Q: 3 clusters Score -766919.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -766922.625000 Penalty: 4388.361816 Iteration 65Q: 3 clusters Score -766922.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -766923.500000 Penalty: 4388.361816 Iteration 66Q: 3 clusters Score -766923.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -766927.312500 Penalty: 4388.361816 Iteration 67Q: 3 clusters Score -766927.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -766931.000000 Penalty: 4388.361816 Iteration 68Q: 3 clusters Score -766931 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -766932.750000 Penalty: 4388.361816 Iteration 69Q: 3 clusters Score -766932.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -766934.750000 Penalty: 4388.361816 Iteration 70Q: 3 clusters Score -766934.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -766941.000000 Penalty: 4388.361816 Iteration 71Q: 3 clusters Score -766941 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -766946.750000 Penalty: 4388.361816 Iteration 72Q: 3 clusters Score -766946.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -766948.750000 Penalty: 4388.361816 Iteration 73Q: 3 clusters Score -766948.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -766951.187500 Penalty: 4388.361816 Iteration 74Q: 3 clusters Score -766951.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -766954.687500 Penalty: 4388.361816 Iteration 75Q: 3 clusters Score -766954.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -766954.437500 Penalty: 4388.361816 Iteration 76Q: 3 clusters Score -766954.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -766958.312500 Penalty: 4388.361816 Iteration 77Q: 3 clusters Score -766958.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -766962.062500 Penalty: 4388.361816 Iteration 78Q: 3 clusters Score -766962.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -766969.937500 Penalty: 4388.361816 Iteration 79Q: 3 clusters Score -766969.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -766976.375000 Penalty: 4388.361816 Iteration 80F: 3 clusters Score -766976.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -766981.187500 Penalty: 4388.361816 Iteration 81Q: 3 clusters Score -766981.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -766984.000000 Penalty: 4388.361816 Iteration 82Q: 3 clusters Score -766984 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -766992.187500 Penalty: 4388.361816 Iteration 83Q: 3 clusters Score -766992.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -766999.250000 Penalty: 4388.361816 Iteration 84Q: 3 clusters Score -766999.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -767006.875000 Penalty: 4388.361816 Iteration 85Q: 3 clusters Score -767006.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -767007.562500 Penalty: 4388.361816 Iteration 86Q: 3 clusters Score -767007.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -767010.187500 Penalty: 4388.361816 Iteration 87Q: 3 clusters Score -767010.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -767013.625000 Penalty: 4388.361816 Iteration 88Q: 3 clusters Score -767013.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -767019.250000 Penalty: 4388.361816 Iteration 89Q: 3 clusters Score -767019.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -767021.437500 Penalty: 4388.361816 Iteration 90Q: 3 clusters Score -767021.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -767020.000000 Penalty: 4388.361816 Iteration 91Q: 3 clusters Score -767020 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -767022.750000 Penalty: 4388.361816 Iteration 92Q: 3 clusters Score -767022.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -767023.187500 Penalty: 4388.361816 Iteration 93Q: 3 clusters Score -767023.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -767024.125000 Penalty: 4388.361816 Iteration 94Q: 3 clusters Score -767024.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -767025.875000 Penalty: 4388.361816 Iteration 95Q: 3 clusters Score -767025.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -767027.187500 Penalty: 4388.361816 Iteration 96Q: 3 clusters Score -767027.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -767028.750000 Penalty: 4388.361816 Iteration 97Q: 3 clusters Score -767028.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -767029.750000 Penalty: 4388.361816 Iteration 98Q: 3 clusters Score -767029.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -767030.687500 Penalty: 4388.361816 Iteration 99Q: 3 clusters Score -767030.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -767030.562500 Penalty: 4388.361816 Iteration 100F: 3 clusters Score -767030.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -767033.125000 Penalty: 4388.361816 Iteration 101Q: 3 clusters Score -767033.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -767032.937500 Penalty: 4388.361816 Iteration 102Q: 3 clusters Score -767032.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -767033.187500 Penalty: 4388.361816 Iteration 103Q: 3 clusters Score -767033.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -767035.250000 Penalty: 4388.361816 Iteration 104Q: 3 clusters Score -767035.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -767037.562500 Penalty: 4388.361816 Iteration 105Q: 3 clusters Score -767037.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -767038.062500 Penalty: 4388.361816 Iteration 106Q: 3 clusters Score -767038.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -767041.625000 Penalty: 4388.361816 Iteration 107Q: 3 clusters Score -767041.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -767046.125000 Penalty: 4388.361816 Iteration 108Q: 3 clusters Score -767046.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -767048.187500 Penalty: 4388.361816 Iteration 109Q: 3 clusters Score -767048.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -767051.687500 Penalty: 4388.361816 Iteration 110Q: 3 clusters Score -767051.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -767058.500000 Penalty: 4388.361816 Iteration 111Q: 3 clusters Score -767058.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -767058.937500 Penalty: 4388.361816 Iteration 112Q: 3 clusters Score -767058.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -767062.875000 Penalty: 4388.361816 Iteration 113Q: 3 clusters Score -767062.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -767065.375000 Penalty: 4388.361816 Iteration 114Q: 3 clusters Score -767065.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -767069.375000 Penalty: 4388.361816 Iteration 115Q: 3 clusters Score -767069.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -767070.750000 Penalty: 4388.361816 Iteration 116Q: 3 clusters Score -767070.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -767074.875000 Penalty: 4388.361816 Iteration 117Q: 3 clusters Score -767074.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -767078.937500 Penalty: 4388.361816 Iteration 118Q: 3 clusters Score -767078.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -767083.062500 Penalty: 4388.361816 Iteration 119Q: 3 clusters Score -767083.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -767085.125000 Penalty: 4388.361816 Iteration 120F: 3 clusters Score -767085.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -767086.937500 Penalty: 4388.361816 Iteration 121Q: 3 clusters Score -767086.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -767090.625000 Penalty: 4388.361816 Iteration 122Q: 3 clusters Score -767090.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -767089.875000 Penalty: 4388.361816 Iteration 123Q: 3 clusters Score -767089.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -767092.437500 Penalty: 4388.361816 Iteration 124Q: 3 clusters Score -767092.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -767091.125000 Penalty: 4388.361816 Iteration 125Q: 3 clusters Score -767091.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -767091.437500 Penalty: 4388.361816 Iteration 126Q: 3 clusters Score -767091.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -767091.437500 Penalty: 4388.361816 Iteration 127F: 3 clusters Score -767091.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (101263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101263 members Entering Unmasked Estep Score: -12275537.000000 Penalty: 2858.318115 Iteration 0F: 2 clusters Score -1.227554e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50455 members Mstep: Class 2 contains 50808 members Entering Unmasked Estep Score: -12207897.000000 Penalty: 5716.636230 Iteration 0F: 3 clusters Score -1.22079e+07 nChanged 47930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48085 members Mstep: Class 2 contains 53178 members Entering Unmasked Estep Score: -12235432.000000 Penalty: 5716.636230 Iteration 1F: 3 clusters Score -1.223543e+07 nChanged 4002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46725 members Mstep: Class 2 contains 54538 members Entering Unmasked Estep Score: -12236787.000000 Penalty: 5716.636230 Iteration 2Q: 3 clusters Score -1.223679e+07 nChanged 4379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44732 members Mstep: Class 2 contains 56531 members Entering Unmasked Estep Score: -12238314.000000 Penalty: 5716.636230 Iteration 3Q: 3 clusters Score -1.223831e+07 nChanged 4897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41833 members Mstep: Class 2 contains 59430 members Entering Unmasked Estep Score: -12240355.000000 Penalty: 5716.636230 Iteration 4Q: 3 clusters Score -1.224036e+07 nChanged 5461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37956 members Mstep: Class 2 contains 63307 members Entering Unmasked Estep Score: -12243283.000000 Penalty: 5716.636230 Iteration 5F: 3 clusters Score -1.224328e+07 nChanged 6001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33065 members Mstep: Class 2 contains 68198 members Entering Unmasked Estep Score: -12247160.000000 Penalty: 5716.636230 Iteration 6F: 3 clusters Score -1.224716e+07 nChanged 6398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27361 members Mstep: Class 2 contains 73902 members Entering Unmasked Estep Score: -12251873.000000 Penalty: 5716.636230 Iteration 7F: 3 clusters Score -1.225187e+07 nChanged 6170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21661 members Mstep: Class 2 contains 79602 members Entering Unmasked Estep Score: -12257024.000000 Penalty: 5716.636230 Iteration 8F: 3 clusters Score -1.225702e+07 nChanged 5187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16816 members Mstep: Class 2 contains 84447 members Entering Unmasked Estep Score: -12261631.000000 Penalty: 5716.636230 Iteration 9F: 3 clusters Score -1.226163e+07 nChanged 3846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13242 members Mstep: Class 2 contains 88021 members Entering Unmasked Estep Score: -12264762.000000 Penalty: 5716.636230 Iteration 10Q: 3 clusters Score -1.226476e+07 nChanged 2769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 90600 members Entering Unmasked Estep Score: -12266866.000000 Penalty: 5716.636230 Iteration 11Q: 3 clusters Score -1.226687e+07 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 92593 members Entering Unmasked Estep Score: -12268466.000000 Penalty: 5716.636230 Iteration 12Q: 3 clusters Score -1.226847e+07 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 94125 members Entering Unmasked Estep Score: -12269692.000000 Penalty: 5716.636230 Iteration 13Q: 3 clusters Score -1.226969e+07 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 95350 members Entering Unmasked Estep Score: -12270684.000000 Penalty: 5716.636230 Iteration 14Q: 3 clusters Score -1.227068e+07 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 96259 members Entering Unmasked Estep Score: -12271408.000000 Penalty: 5716.636230 Iteration 15Q: 3 clusters Score -1.227141e+07 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 96963 members Entering Unmasked Estep Score: -12271998.000000 Penalty: 5716.636230 Iteration 16Q: 3 clusters Score -1.2272e+07 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 97527 members Entering Unmasked Estep Score: -12272392.000000 Penalty: 5716.636230 Iteration 17Q: 3 clusters Score -1.227239e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 97940 members Entering Unmasked Estep Score: -12272671.000000 Penalty: 5716.636230 Iteration 18Q: 3 clusters Score -1.227267e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 98239 members Entering Unmasked Estep Score: -12272797.000000 Penalty: 5716.636230 Iteration 19Q: 3 clusters Score -1.22728e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 98479 members Entering Unmasked Estep Score: -12272931.000000 Penalty: 5716.636230 Iteration 20F: 3 clusters Score -1.227293e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 98685 members Entering Unmasked Estep Score: -12272992.000000 Penalty: 5716.636230 Iteration 21Q: 3 clusters Score -1.227299e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 98856 members Entering Unmasked Estep Score: -12273033.000000 Penalty: 5716.636230 Iteration 22Q: 3 clusters Score -1.227303e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 98988 members Entering Unmasked Estep Score: -12273088.000000 Penalty: 5716.636230 Iteration 23Q: 3 clusters Score -1.227309e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 99093 members Entering Unmasked Estep Score: -12273137.000000 Penalty: 5716.636230 Iteration 24Q: 3 clusters Score -1.227314e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 99191 members Entering Unmasked Estep Score: -12273123.000000 Penalty: 5716.636230 Iteration 25Q: 3 clusters Score -1.227312e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 99275 members Entering Unmasked Estep Score: -12273158.000000 Penalty: 5716.636230 Iteration 26Q: 3 clusters Score -1.227316e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 99349 members Entering Unmasked Estep Score: -12273194.000000 Penalty: 5716.636230 Iteration 27Q: 3 clusters Score -1.227319e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 99407 members Entering Unmasked Estep Score: -12273219.000000 Penalty: 5716.636230 Iteration 28Q: 3 clusters Score -1.227322e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 99463 members Entering Unmasked Estep Score: -12273220.000000 Penalty: 5716.636230 Iteration 29Q: 3 clusters Score -1.227322e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 99506 members Entering Unmasked Estep Score: -12273256.000000 Penalty: 5716.636230 Iteration 30Q: 3 clusters Score -1.227326e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 99548 members Entering Unmasked Estep Score: -12273265.000000 Penalty: 5716.636230 Iteration 31Q: 3 clusters Score -1.227326e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 99589 members Entering Unmasked Estep Score: -12273296.000000 Penalty: 5716.636230 Iteration 32Q: 3 clusters Score -1.22733e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 99613 members Entering Unmasked Estep Score: -12273281.000000 Penalty: 5716.636230 Iteration 33Q: 3 clusters Score -1.227328e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 99628 members Entering Unmasked Estep Score: -12273288.000000 Penalty: 5716.636230 Iteration 34Q: 3 clusters Score -1.227329e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 99643 members Entering Unmasked Estep Score: -12273289.000000 Penalty: 5716.636230 Iteration 35Q: 3 clusters Score -1.227329e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 99661 members Entering Unmasked Estep Score: -12273296.000000 Penalty: 5716.636230 Iteration 36Q: 3 clusters Score -1.22733e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 99679 members Entering Unmasked Estep Score: -12273312.000000 Penalty: 5716.636230 Iteration 37Q: 3 clusters Score -1.227331e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 99693 members Entering Unmasked Estep Score: -12273322.000000 Penalty: 5716.636230 Iteration 38Q: 3 clusters Score -1.227332e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 99702 members Entering Unmasked Estep Score: -12273332.000000 Penalty: 5716.636230 Iteration 39Q: 3 clusters Score -1.227333e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 99712 members Entering Unmasked Estep Score: -12273350.000000 Penalty: 5716.636230 Iteration 40F: 3 clusters Score -1.227335e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 99720 members Entering Unmasked Estep Score: -12273338.000000 Penalty: 5716.636230 Iteration 41Q: 3 clusters Score -1.227334e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 99729 members Entering Unmasked Estep Score: -12273340.000000 Penalty: 5716.636230 Iteration 42Q: 3 clusters Score -1.227334e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 99734 members Entering Unmasked Estep Score: -12273334.000000 Penalty: 5716.636230 Iteration 43Q: 3 clusters Score -1.227333e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 99741 members Entering Unmasked Estep Score: -12273339.000000 Penalty: 5716.636230 Iteration 44Q: 3 clusters Score -1.227334e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 99750 members Entering Unmasked Estep Score: -12273347.000000 Penalty: 5716.636230 Iteration 45Q: 3 clusters Score -1.227335e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 99756 members Entering Unmasked Estep Score: -12273349.000000 Penalty: 5716.636230 Iteration 46Q: 3 clusters Score -1.227335e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 99765 members Entering Unmasked Estep Score: -12273359.000000 Penalty: 5716.636230 Iteration 47Q: 3 clusters Score -1.227336e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 99771 members Entering Unmasked Estep Score: -12273363.000000 Penalty: 5716.636230 Iteration 48Q: 3 clusters Score -1.227336e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 99772 members Entering Unmasked Estep Score: -12273346.000000 Penalty: 5716.636230 Iteration 49Q: 3 clusters Score -1.227335e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 99777 members Entering Unmasked Estep Score: -12273360.000000 Penalty: 5716.636230 Iteration 50Q: 3 clusters Score -1.227336e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 99780 members Entering Unmasked Estep Score: -12273362.000000 Penalty: 5716.636230 Iteration 51Q: 3 clusters Score -1.227336e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 99780 members Entering Unmasked Estep Score: -12273358.000000 Penalty: 5716.636230 Iteration 52Q: 3 clusters Score -1.227336e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 99780 members Entering Unmasked Estep Score: -12273358.000000 Penalty: 5716.636230 Iteration 53F: 3 clusters Score -1.227336e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Entering Unmasked Estep Score: -670420.375000 Penalty: 2140.988525 Iteration 0F: 2 clusters Score -670420.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -665460.312500 Penalty: 4281.977051 Iteration 0F: 3 clusters Score -665460.3 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -666723.750000 Penalty: 4281.977051 Iteration 1F: 3 clusters Score -666723.8 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -666994.375000 Penalty: 4281.977051 Iteration 2F: 3 clusters Score -666994.4 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -667197.625000 Penalty: 4281.977051 Iteration 3F: 3 clusters Score -667197.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -667374.000000 Penalty: 4281.977051 Iteration 4Q: 3 clusters Score -667374 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -667536.812500 Penalty: 4281.977051 Iteration 5Q: 3 clusters Score -667536.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -667673.812500 Penalty: 4281.977051 Iteration 6Q: 3 clusters Score -667673.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -667782.625000 Penalty: 4281.977051 Iteration 7Q: 3 clusters Score -667782.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -667886.250000 Penalty: 4281.977051 Iteration 8Q: 3 clusters Score -667886.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -667962.500000 Penalty: 4281.977051 Iteration 9Q: 3 clusters Score -667962.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -668042.750000 Penalty: 4281.977051 Iteration 10Q: 3 clusters Score -668042.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -668125.875000 Penalty: 4281.977051 Iteration 11Q: 3 clusters Score -668125.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -668210.000000 Penalty: 4281.977051 Iteration 12Q: 3 clusters Score -668210 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -668288.625000 Penalty: 4281.977051 Iteration 13Q: 3 clusters Score -668288.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -668365.875000 Penalty: 4281.977051 Iteration 14Q: 3 clusters Score -668365.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -668435.750000 Penalty: 4281.977051 Iteration 15Q: 3 clusters Score -668435.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -668491.187500 Penalty: 4281.977051 Iteration 16Q: 3 clusters Score -668491.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -668551.187500 Penalty: 4281.977051 Iteration 17Q: 3 clusters Score -668551.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -668613.125000 Penalty: 4281.977051 Iteration 18Q: 3 clusters Score -668613.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -668657.562500 Penalty: 4281.977051 Iteration 19Q: 3 clusters Score -668657.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -668698.687500 Penalty: 4281.977051 Iteration 20F: 3 clusters Score -668698.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -668730.000000 Penalty: 4281.977051 Iteration 21Q: 3 clusters Score -668730 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -668760.500000 Penalty: 4281.977051 Iteration 22Q: 3 clusters Score -668760.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -668777.187500 Penalty: 4281.977051 Iteration 23Q: 3 clusters Score -668777.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -668790.187500 Penalty: 4281.977051 Iteration 24Q: 3 clusters Score -668790.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -668802.687500 Penalty: 4281.977051 Iteration 25Q: 3 clusters Score -668802.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -668812.812500 Penalty: 4281.977051 Iteration 26Q: 3 clusters Score -668812.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -668824.125000 Penalty: 4281.977051 Iteration 27Q: 3 clusters Score -668824.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -668832.937500 Penalty: 4281.977051 Iteration 28Q: 3 clusters Score -668832.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -668841.000000 Penalty: 4281.977051 Iteration 29Q: 3 clusters Score -668841 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -668850.437500 Penalty: 4281.977051 Iteration 30Q: 3 clusters Score -668850.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -668857.625000 Penalty: 4281.977051 Iteration 31Q: 3 clusters Score -668857.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -668863.312500 Penalty: 4281.977051 Iteration 32Q: 3 clusters Score -668863.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -668870.250000 Penalty: 4281.977051 Iteration 33Q: 3 clusters Score -668870.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -668875.812500 Penalty: 4281.977051 Iteration 34Q: 3 clusters Score -668875.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -668879.187500 Penalty: 4281.977051 Iteration 35Q: 3 clusters Score -668879.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -668880.437500 Penalty: 4281.977051 Iteration 36Q: 3 clusters Score -668880.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -668886.250000 Penalty: 4281.977051 Iteration 37Q: 3 clusters Score -668886.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -668889.750000 Penalty: 4281.977051 Iteration 38Q: 3 clusters Score -668889.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -668890.687500 Penalty: 4281.977051 Iteration 39Q: 3 clusters Score -668890.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -668891.625000 Penalty: 4281.977051 Iteration 40F: 3 clusters Score -668891.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -668894.875000 Penalty: 4281.977051 Iteration 41Q: 3 clusters Score -668894.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -668897.562500 Penalty: 4281.977051 Iteration 42Q: 3 clusters Score -668897.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -668898.875000 Penalty: 4281.977051 Iteration 43Q: 3 clusters Score -668898.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -668902.375000 Penalty: 4281.977051 Iteration 44Q: 3 clusters Score -668902.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -668903.500000 Penalty: 4281.977051 Iteration 45Q: 3 clusters Score -668903.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -668905.625000 Penalty: 4281.977051 Iteration 46Q: 3 clusters Score -668905.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -668908.375000 Penalty: 4281.977051 Iteration 47Q: 3 clusters Score -668908.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -668908.875000 Penalty: 4281.977051 Iteration 48Q: 3 clusters Score -668908.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -668909.375000 Penalty: 4281.977051 Iteration 49Q: 3 clusters Score -668909.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -668908.312500 Penalty: 4281.977051 Iteration 50Q: 3 clusters Score -668908.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -668910.625000 Penalty: 4281.977051 Iteration 51Q: 3 clusters Score -668910.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -668910.625000 Penalty: 4281.977051 Iteration 52F: 3 clusters Score -668910.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Entering Unmasked Estep Score: -543045.750000 Penalty: 2090.775391 Iteration 0F: 2 clusters Score -543045.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -538838.375000 Penalty: 4181.550781 Iteration 0F: 3 clusters Score -538838.4 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -539924.312500 Penalty: 4181.550781 Iteration 1F: 3 clusters Score -539924.3 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -540267.000000 Penalty: 4181.550781 Iteration 2F: 3 clusters Score -540267 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -540486.125000 Penalty: 4181.550781 Iteration 3F: 3 clusters Score -540486.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -540644.687500 Penalty: 4181.550781 Iteration 4Q: 3 clusters Score -540644.7 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -540785.375000 Penalty: 4181.550781 Iteration 5Q: 3 clusters Score -540785.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -540910.937500 Penalty: 4181.550781 Iteration 6Q: 3 clusters Score -540910.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -541034.312500 Penalty: 4181.550781 Iteration 7Q: 3 clusters Score -541034.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -541149.937500 Penalty: 4181.550781 Iteration 8Q: 3 clusters Score -541149.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -541236.187500 Penalty: 4181.550781 Iteration 9Q: 3 clusters Score -541236.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -541307.625000 Penalty: 4181.550781 Iteration 10Q: 3 clusters Score -541307.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -541366.250000 Penalty: 4181.550781 Iteration 11Q: 3 clusters Score -541366.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -541407.187500 Penalty: 4181.550781 Iteration 12Q: 3 clusters Score -541407.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -541443.562500 Penalty: 4181.550781 Iteration 13Q: 3 clusters Score -541443.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -541467.500000 Penalty: 4181.550781 Iteration 14Q: 3 clusters Score -541467.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -541502.062500 Penalty: 4181.550781 Iteration 15Q: 3 clusters Score -541502.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -541538.312500 Penalty: 4181.550781 Iteration 16Q: 3 clusters Score -541538.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -541569.062500 Penalty: 4181.550781 Iteration 17Q: 3 clusters Score -541569.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -541583.125000 Penalty: 4181.550781 Iteration 18Q: 3 clusters Score -541583.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -541601.125000 Penalty: 4181.550781 Iteration 19Q: 3 clusters Score -541601.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -541616.875000 Penalty: 4181.550781 Iteration 20F: 3 clusters Score -541616.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -541622.375000 Penalty: 4181.550781 Iteration 21Q: 3 clusters Score -541622.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -541628.125000 Penalty: 4181.550781 Iteration 22Q: 3 clusters Score -541628.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -541631.312500 Penalty: 4181.550781 Iteration 23Q: 3 clusters Score -541631.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -541636.625000 Penalty: 4181.550781 Iteration 24Q: 3 clusters Score -541636.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -541639.812500 Penalty: 4181.550781 Iteration 25Q: 3 clusters Score -541639.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -541646.062500 Penalty: 4181.550781 Iteration 26Q: 3 clusters Score -541646.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -541647.125000 Penalty: 4181.550781 Iteration 27Q: 3 clusters Score -541647.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -541648.000000 Penalty: 4181.550781 Iteration 28Q: 3 clusters Score -541648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -541649.187500 Penalty: 4181.550781 Iteration 29Q: 3 clusters Score -541649.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -541651.062500 Penalty: 4181.550781 Iteration 30Q: 3 clusters Score -541651.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -541651.062500 Penalty: 4181.550781 Iteration 31F: 3 clusters Score -541651.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Entering Unmasked Estep Score: -395702.312500 Penalty: 2012.129639 Iteration 0F: 2 clusters Score -395702.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -392257.437500 Penalty: 4024.259277 Iteration 0F: 3 clusters Score -392257.4 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -393012.437500 Penalty: 4024.259277 Iteration 1F: 3 clusters Score -393012.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -393205.093750 Penalty: 4024.259277 Iteration 2F: 3 clusters Score -393205.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -393308.281250 Penalty: 4024.259277 Iteration 3Q: 3 clusters Score -393308.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -393362.281250 Penalty: 4024.259277 Iteration 4Q: 3 clusters Score -393362.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -393407.500000 Penalty: 4024.259277 Iteration 5Q: 3 clusters Score -393407.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -393439.312500 Penalty: 4024.259277 Iteration 6Q: 3 clusters Score -393439.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -393469.281250 Penalty: 4024.259277 Iteration 7Q: 3 clusters Score -393469.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -393501.156250 Penalty: 4024.259277 Iteration 8Q: 3 clusters Score -393501.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -393526.375000 Penalty: 4024.259277 Iteration 9Q: 3 clusters Score -393526.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -393546.968750 Penalty: 4024.259277 Iteration 10Q: 3 clusters Score -393547 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -393571.656250 Penalty: 4024.259277 Iteration 11Q: 3 clusters Score -393571.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -393596.406250 Penalty: 4024.259277 Iteration 12Q: 3 clusters Score -393596.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -393615.781250 Penalty: 4024.259277 Iteration 13Q: 3 clusters Score -393615.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -393631.625000 Penalty: 4024.259277 Iteration 14Q: 3 clusters Score -393631.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -393647.781250 Penalty: 4024.259277 Iteration 15Q: 3 clusters Score -393647.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -393655.250000 Penalty: 4024.259277 Iteration 16Q: 3 clusters Score -393655.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -393664.500000 Penalty: 4024.259277 Iteration 17Q: 3 clusters Score -393664.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -393674.687500 Penalty: 4024.259277 Iteration 18Q: 3 clusters Score -393674.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -393682.687500 Penalty: 4024.259277 Iteration 19Q: 3 clusters Score -393682.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -393691.406250 Penalty: 4024.259277 Iteration 20F: 3 clusters Score -393691.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -393700.125000 Penalty: 4024.259277 Iteration 21Q: 3 clusters Score -393700.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -393714.031250 Penalty: 4024.259277 Iteration 22Q: 3 clusters Score -393714 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -393732.406250 Penalty: 4024.259277 Iteration 23Q: 3 clusters Score -393732.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -393751.531250 Penalty: 4024.259277 Iteration 24Q: 3 clusters Score -393751.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -393766.750000 Penalty: 4024.259277 Iteration 25Q: 3 clusters Score -393766.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -393780.812500 Penalty: 4024.259277 Iteration 26Q: 3 clusters Score -393780.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -393796.593750 Penalty: 4024.259277 Iteration 27Q: 3 clusters Score -393796.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -393809.406250 Penalty: 4024.259277 Iteration 28Q: 3 clusters Score -393809.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -393823.093750 Penalty: 4024.259277 Iteration 29Q: 3 clusters Score -393823.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -393837.000000 Penalty: 4024.259277 Iteration 30Q: 3 clusters Score -393837 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -393849.875000 Penalty: 4024.259277 Iteration 31Q: 3 clusters Score -393849.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -393861.218750 Penalty: 4024.259277 Iteration 32Q: 3 clusters Score -393861.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -393872.875000 Penalty: 4024.259277 Iteration 33Q: 3 clusters Score -393872.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -393881.218750 Penalty: 4024.259277 Iteration 34Q: 3 clusters Score -393881.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -393896.281250 Penalty: 4024.259277 Iteration 35Q: 3 clusters Score -393896.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -393911.531250 Penalty: 4024.259277 Iteration 36Q: 3 clusters Score -393911.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -393921.750000 Penalty: 4024.259277 Iteration 37Q: 3 clusters Score -393921.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -393929.531250 Penalty: 4024.259277 Iteration 38Q: 3 clusters Score -393929.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -393938.625000 Penalty: 4024.259277 Iteration 39Q: 3 clusters Score -393938.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -393947.531250 Penalty: 4024.259277 Iteration 40F: 3 clusters Score -393947.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -393956.281250 Penalty: 4024.259277 Iteration 41Q: 3 clusters Score -393956.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -393972.531250 Penalty: 4024.259277 Iteration 42Q: 3 clusters Score -393972.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -393989.750000 Penalty: 4024.259277 Iteration 43Q: 3 clusters Score -393989.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -394002.937500 Penalty: 4024.259277 Iteration 44Q: 3 clusters Score -394002.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -394018.718750 Penalty: 4024.259277 Iteration 45Q: 3 clusters Score -394018.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -394035.281250 Penalty: 4024.259277 Iteration 46Q: 3 clusters Score -394035.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -394052.531250 Penalty: 4024.259277 Iteration 47Q: 3 clusters Score -394052.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -394073.750000 Penalty: 4024.259277 Iteration 48Q: 3 clusters Score -394073.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -394101.437500 Penalty: 4024.259277 Iteration 49Q: 3 clusters Score -394101.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -394124.812500 Penalty: 4024.259277 Iteration 50Q: 3 clusters Score -394124.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -394139.812500 Penalty: 4024.259277 Iteration 51Q: 3 clusters Score -394139.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -394155.343750 Penalty: 4024.259277 Iteration 52Q: 3 clusters Score -394155.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -394167.250000 Penalty: 4024.259277 Iteration 53Q: 3 clusters Score -394167.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -394184.031250 Penalty: 4024.259277 Iteration 54Q: 3 clusters Score -394184 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -394214.093750 Penalty: 4024.259277 Iteration 55Q: 3 clusters Score -394214.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -394239.281250 Penalty: 4024.259277 Iteration 56Q: 3 clusters Score -394239.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -394254.250000 Penalty: 4024.259277 Iteration 57Q: 3 clusters Score -394254.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -394260.687500 Penalty: 4024.259277 Iteration 58Q: 3 clusters Score -394260.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -394267.250000 Penalty: 4024.259277 Iteration 59Q: 3 clusters Score -394267.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -394271.500000 Penalty: 4024.259277 Iteration 60F: 3 clusters Score -394271.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -394275.312500 Penalty: 4024.259277 Iteration 61Q: 3 clusters Score -394275.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -394280.468750 Penalty: 4024.259277 Iteration 62Q: 3 clusters Score -394280.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -394282.218750 Penalty: 4024.259277 Iteration 63Q: 3 clusters Score -394282.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -394285.187500 Penalty: 4024.259277 Iteration 64Q: 3 clusters Score -394285.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -394288.250000 Penalty: 4024.259277 Iteration 65Q: 3 clusters Score -394288.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -394291.656250 Penalty: 4024.259277 Iteration 66Q: 3 clusters Score -394291.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -394292.562500 Penalty: 4024.259277 Iteration 67Q: 3 clusters Score -394292.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -394297.312500 Penalty: 4024.259277 Iteration 68Q: 3 clusters Score -394297.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -394302.750000 Penalty: 4024.259277 Iteration 69Q: 3 clusters Score -394302.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -394308.343750 Penalty: 4024.259277 Iteration 70Q: 3 clusters Score -394308.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -394313.156250 Penalty: 4024.259277 Iteration 71Q: 3 clusters Score -394313.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -394319.343750 Penalty: 4024.259277 Iteration 72Q: 3 clusters Score -394319.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -394324.906250 Penalty: 4024.259277 Iteration 73Q: 3 clusters Score -394324.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -394332.312500 Penalty: 4024.259277 Iteration 74Q: 3 clusters Score -394332.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -394339.281250 Penalty: 4024.259277 Iteration 75Q: 3 clusters Score -394339.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -394343.406250 Penalty: 4024.259277 Iteration 76Q: 3 clusters Score -394343.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -394347.156250 Penalty: 4024.259277 Iteration 77Q: 3 clusters Score -394347.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -394349.375000 Penalty: 4024.259277 Iteration 78Q: 3 clusters Score -394349.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -394350.812500 Penalty: 4024.259277 Iteration 79Q: 3 clusters Score -394350.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -394351.062500 Penalty: 4024.259277 Iteration 80F: 3 clusters Score -394351.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -394350.968750 Penalty: 4024.259277 Iteration 81Q: 3 clusters Score -394351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -394351.218750 Penalty: 4024.259277 Iteration 82Q: 3 clusters Score -394351.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -394352.312500 Penalty: 4024.259277 Iteration 83Q: 3 clusters Score -394352.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -394352.312500 Penalty: 4024.259277 Iteration 84F: 3 clusters Score -394352.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (15853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15853 members Entering Unmasked Estep Score: -1916307.875000 Penalty: 2398.436279 Iteration 0F: 2 clusters Score -1916308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -1904952.625000 Penalty: 4796.872559 Iteration 0F: 3 clusters Score -1904953 nChanged 6849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -1908560.250000 Penalty: 4796.872559 Iteration 1F: 3 clusters Score -1908560 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -1908920.375000 Penalty: 4796.872559 Iteration 2F: 3 clusters Score -1908920 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -1909200.500000 Penalty: 4796.872559 Iteration 3Q: 3 clusters Score -1909200 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -1909471.625000 Penalty: 4796.872559 Iteration 4Q: 3 clusters Score -1909472 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -1909754.250000 Penalty: 4796.872559 Iteration 5Q: 3 clusters Score -1909754 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -1910054.000000 Penalty: 4796.872559 Iteration 6Q: 3 clusters Score -1910054 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -1910401.625000 Penalty: 4796.872559 Iteration 7Q: 3 clusters Score -1910402 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -1910800.000000 Penalty: 4796.872559 Iteration 8Q: 3 clusters Score -1910800 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9583 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -1911238.875000 Penalty: 4796.872559 Iteration 9Q: 3 clusters Score -1911239 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1911687.125000 Penalty: 4796.872559 Iteration 10Q: 3 clusters Score -1911687 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -1912126.125000 Penalty: 4796.872559 Iteration 11Q: 3 clusters Score -1912126 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -1912652.375000 Penalty: 4796.872559 Iteration 12Q: 3 clusters Score -1912652 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -1913425.375000 Penalty: 4796.872559 Iteration 13Q: 3 clusters Score -1913425 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -1914443.375000 Penalty: 4796.872559 Iteration 14Q: 3 clusters Score -1914443 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -1915400.125000 Penalty: 4796.872559 Iteration 15Q: 3 clusters Score -1915400 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -1916040.625000 Penalty: 4796.872559 Iteration 16Q: 3 clusters Score -1916041 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -1916329.250000 Penalty: 4796.872559 Iteration 17Q: 3 clusters Score -1916329 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9468 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -1916456.750000 Penalty: 4796.872559 Iteration 18Q: 3 clusters Score -1916457 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -1916530.750000 Penalty: 4796.872559 Iteration 19Q: 3 clusters Score -1916531 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -1916586.750000 Penalty: 4796.872559 Iteration 20F: 3 clusters Score -1916587 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -1916627.875000 Penalty: 4796.872559 Iteration 21Q: 3 clusters Score -1916628 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -1916667.625000 Penalty: 4796.872559 Iteration 22Q: 3 clusters Score -1916668 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10077 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -1916699.125000 Penalty: 4796.872559 Iteration 23Q: 3 clusters Score -1916699 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10161 members Mstep: Class 2 contains 5692 members Entering Unmasked Estep Score: -1916715.500000 Penalty: 4796.872559 Iteration 24Q: 3 clusters Score -1916716 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10227 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -1916739.625000 Penalty: 4796.872559 Iteration 25Q: 3 clusters Score -1916740 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1916750.625000 Penalty: 4796.872559 Iteration 26Q: 3 clusters Score -1916751 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -1916767.125000 Penalty: 4796.872559 Iteration 27Q: 3 clusters Score -1916767 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10374 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -1916781.000000 Penalty: 4796.872559 Iteration 28Q: 3 clusters Score -1916781 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10403 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1916783.000000 Penalty: 4796.872559 Iteration 29Q: 3 clusters Score -1916783 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -1916787.625000 Penalty: 4796.872559 Iteration 30Q: 3 clusters Score -1916788 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -1916789.625000 Penalty: 4796.872559 Iteration 31Q: 3 clusters Score -1916790 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10462 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -1916788.625000 Penalty: 4796.872559 Iteration 32Q: 3 clusters Score -1916789 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1916786.125000 Penalty: 4796.872559 Iteration 33Q: 3 clusters Score -1916786 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -1916790.500000 Penalty: 4796.872559 Iteration 34Q: 3 clusters Score -1916790 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -1916792.000000 Penalty: 4796.872559 Iteration 35Q: 3 clusters Score -1916792 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10503 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -1916795.875000 Penalty: 4796.872559 Iteration 36Q: 3 clusters Score -1916796 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1916796.500000 Penalty: 4796.872559 Iteration 37Q: 3 clusters Score -1916796 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10523 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -1916795.000000 Penalty: 4796.872559 Iteration 38Q: 3 clusters Score -1916795 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1916798.500000 Penalty: 4796.872559 Iteration 39Q: 3 clusters Score -1916798 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10550 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -1916801.250000 Penalty: 4796.872559 Iteration 40F: 3 clusters Score -1916801 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10567 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -1916804.375000 Penalty: 4796.872559 Iteration 41Q: 3 clusters Score -1916804 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -1916804.750000 Penalty: 4796.872559 Iteration 42Q: 3 clusters Score -1916805 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10595 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1916806.625000 Penalty: 4796.872559 Iteration 43Q: 3 clusters Score -1916807 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10611 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1916810.000000 Penalty: 4796.872559 Iteration 44Q: 3 clusters Score -1916810 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10622 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -1916813.375000 Penalty: 4796.872559 Iteration 45Q: 3 clusters Score -1916813 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10632 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -1916817.000000 Penalty: 4796.872559 Iteration 46Q: 3 clusters Score -1916817 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10641 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -1916818.750000 Penalty: 4796.872559 Iteration 47Q: 3 clusters Score -1916819 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -1916816.625000 Penalty: 4796.872559 Iteration 48Q: 3 clusters Score -1916817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1916813.625000 Penalty: 4796.872559 Iteration 49Q: 3 clusters Score -1916814 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10653 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -1916810.500000 Penalty: 4796.872559 Iteration 50Q: 3 clusters Score -1916810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -1916814.375000 Penalty: 4796.872559 Iteration 51Q: 3 clusters Score -1916814 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1916814.125000 Penalty: 4796.872559 Iteration 52Q: 3 clusters Score -1916814 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -1916814.000000 Penalty: 4796.872559 Iteration 53Q: 3 clusters Score -1916814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -1916811.500000 Penalty: 4796.872559 Iteration 54Q: 3 clusters Score -1916812 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -1916811.500000 Penalty: 4796.872559 Iteration 55F: 3 clusters Score -1916812 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 53667 members Mstep: Class 2 contains 9382 members Mstep: Class 3 contains 2637 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 6957 members Mstep: Class 6 contains 101263 members Mstep: Class 7 contains 5614 members Mstep: Class 8 contains 4585 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 10665 members Mstep: Class 11 contains 474 members Mstep: Class 12 contains 25352 members Mstep: Class 13 contains 3607 members Mstep: Class 14 contains 9712 members Mstep: Class 15 contains 3386 members Mstep: Class 16 contains 3470 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 5188 members Mstep: Class 19 contains 11674 members Mstep: Class 23 contains 14869 members Mstep: Class 24 contains 4062 members Entering Unmasked Estep Score: -33508616.000000 Penalty: 65393.410156 Splitting cluster 10 changes total score from -33508944.000000 to -33508616.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -47819.933594 Penalty: 1527.979370 Iteration 0F: 2 clusters Score -47819.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -46371.457031 Penalty: 3055.958740 Iteration 0F: 3 clusters Score -46371.46 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -46569.773438 Penalty: 3055.958740 Iteration 1F: 3 clusters Score -46569.77 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -46672.675781 Penalty: 3055.958740 Iteration 2F: 3 clusters Score -46672.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -46747.984375 Penalty: 3055.958740 Iteration 3Q: 3 clusters Score -46747.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -46794.609375 Penalty: 3055.958740 Iteration 4Q: 3 clusters Score -46794.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -46809.902344 Penalty: 3055.958740 Iteration 5Q: 3 clusters Score -46809.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -46826.464844 Penalty: 3055.958740 Iteration 6Q: 3 clusters Score -46826.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -46868.957031 Penalty: 3055.958740 Iteration 7Q: 3 clusters Score -46868.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -46888.066406 Penalty: 3055.958740 Iteration 8Q: 3 clusters Score -46888.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -46905.453125 Penalty: 3055.958740 Iteration 9Q: 3 clusters Score -46905.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -46908.722656 Penalty: 3055.958740 Iteration 10Q: 3 clusters Score -46908.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -46908.722656 Penalty: 3055.958740 Iteration 11F: 3 clusters Score -46908.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (25352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25352 members Entering Unmasked Estep Score: -3085480.250000 Penalty: 2514.871826 Iteration 0F: 2 clusters Score -3085480 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12692 members Mstep: Class 2 contains 12660 members Entering Unmasked Estep Score: -3067965.750000 Penalty: 5029.743652 Iteration 0F: 3 clusters Score -3067966 nChanged 11263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 12823 members Entering Unmasked Estep Score: -3073944.750000 Penalty: 5029.743652 Iteration 1F: 3 clusters Score -3073945 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 12872 members Entering Unmasked Estep Score: -3074330.000000 Penalty: 5029.743652 Iteration 2Q: 3 clusters Score -3074330 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12428 members Mstep: Class 2 contains 12924 members Entering Unmasked Estep Score: -3074650.250000 Penalty: 5029.743652 Iteration 3Q: 3 clusters Score -3074650 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12332 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -3074924.500000 Penalty: 5029.743652 Iteration 4Q: 3 clusters Score -3074924 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12231 members Mstep: Class 2 contains 13121 members Entering Unmasked Estep Score: -3075201.750000 Penalty: 5029.743652 Iteration 5Q: 3 clusters Score -3075202 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 13314 members Entering Unmasked Estep Score: -3075489.000000 Penalty: 5029.743652 Iteration 6Q: 3 clusters Score -3075489 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -3075802.750000 Penalty: 5029.743652 Iteration 7Q: 3 clusters Score -3075803 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11545 members Mstep: Class 2 contains 13807 members Entering Unmasked Estep Score: -3076148.500000 Penalty: 5029.743652 Iteration 8Q: 3 clusters Score -3076148 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 14092 members Entering Unmasked Estep Score: -3076536.500000 Penalty: 5029.743652 Iteration 9Q: 3 clusters Score -3076536 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10898 members Mstep: Class 2 contains 14454 members Entering Unmasked Estep Score: -3077051.750000 Penalty: 5029.743652 Iteration 10Q: 3 clusters Score -3077052 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 14861 members Entering Unmasked Estep Score: -3077650.250000 Penalty: 5029.743652 Iteration 11Q: 3 clusters Score -3077650 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 15337 members Entering Unmasked Estep Score: -3078300.500000 Penalty: 5029.743652 Iteration 12Q: 3 clusters Score -3078300 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9552 members Mstep: Class 2 contains 15800 members Entering Unmasked Estep Score: -3079045.000000 Penalty: 5029.743652 Iteration 13Q: 3 clusters Score -3079045 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 16277 members Entering Unmasked Estep Score: -3079794.750000 Penalty: 5029.743652 Iteration 14Q: 3 clusters Score -3079795 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 16700 members Entering Unmasked Estep Score: -3080437.000000 Penalty: 5029.743652 Iteration 15Q: 3 clusters Score -3080437 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -3081024.500000 Penalty: 5029.743652 Iteration 16Q: 3 clusters Score -3081024 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 17424 members Entering Unmasked Estep Score: -3081396.750000 Penalty: 5029.743652 Iteration 17Q: 3 clusters Score -3081397 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 17645 members Entering Unmasked Estep Score: -3081571.250000 Penalty: 5029.743652 Iteration 18Q: 3 clusters Score -3081571 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 17884 members Entering Unmasked Estep Score: -3081689.250000 Penalty: 5029.743652 Iteration 19Q: 3 clusters Score -3081689 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 18102 members Entering Unmasked Estep Score: -3081774.250000 Penalty: 5029.743652 Iteration 20F: 3 clusters Score -3081774 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 18307 members Entering Unmasked Estep Score: -3081842.000000 Penalty: 5029.743652 Iteration 21Q: 3 clusters Score -3081842 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 18487 members Entering Unmasked Estep Score: -3081889.500000 Penalty: 5029.743652 Iteration 22Q: 3 clusters Score -3081890 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 18664 members Entering Unmasked Estep Score: -3081928.000000 Penalty: 5029.743652 Iteration 23Q: 3 clusters Score -3081928 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 18824 members Entering Unmasked Estep Score: -3081966.000000 Penalty: 5029.743652 Iteration 24Q: 3 clusters Score -3081966 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 18966 members Entering Unmasked Estep Score: -3082007.750000 Penalty: 5029.743652 Iteration 25Q: 3 clusters Score -3082008 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 19100 members Entering Unmasked Estep Score: -3082035.000000 Penalty: 5029.743652 Iteration 26Q: 3 clusters Score -3082035 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -3082059.750000 Penalty: 5029.743652 Iteration 27Q: 3 clusters Score -3082060 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 19347 members Entering Unmasked Estep Score: -3082080.500000 Penalty: 5029.743652 Iteration 28Q: 3 clusters Score -3082080 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 19447 members Entering Unmasked Estep Score: -3082105.250000 Penalty: 5029.743652 Iteration 29Q: 3 clusters Score -3082105 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 19538 members Entering Unmasked Estep Score: -3082120.750000 Penalty: 5029.743652 Iteration 30Q: 3 clusters Score -3082121 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 19635 members Entering Unmasked Estep Score: -3082147.500000 Penalty: 5029.743652 Iteration 31Q: 3 clusters Score -3082148 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 19741 members Entering Unmasked Estep Score: -3082165.250000 Penalty: 5029.743652 Iteration 32Q: 3 clusters Score -3082165 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 19852 members Entering Unmasked Estep Score: -3082192.000000 Penalty: 5029.743652 Iteration 33Q: 3 clusters Score -3082192 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 19980 members Entering Unmasked Estep Score: -3082221.750000 Penalty: 5029.743652 Iteration 34Q: 3 clusters Score -3082222 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 20104 members Entering Unmasked Estep Score: -3082249.500000 Penalty: 5029.743652 Iteration 35Q: 3 clusters Score -3082250 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 20214 members Entering Unmasked Estep Score: -3082261.750000 Penalty: 5029.743652 Iteration 36Q: 3 clusters Score -3082262 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 20328 members Entering Unmasked Estep Score: -3082287.250000 Penalty: 5029.743652 Iteration 37Q: 3 clusters Score -3082287 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 20425 members Entering Unmasked Estep Score: -3082306.500000 Penalty: 5029.743652 Iteration 38Q: 3 clusters Score -3082306 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -3082334.500000 Penalty: 5029.743652 Iteration 39Q: 3 clusters Score -3082334 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 20612 members Entering Unmasked Estep Score: -3082354.500000 Penalty: 5029.743652 Iteration 40F: 3 clusters Score -3082354 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 20704 members Entering Unmasked Estep Score: -3082367.000000 Penalty: 5029.743652 Iteration 41Q: 3 clusters Score -3082367 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 20794 members Entering Unmasked Estep Score: -3082380.500000 Penalty: 5029.743652 Iteration 42Q: 3 clusters Score -3082380 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 20885 members Entering Unmasked Estep Score: -3082398.500000 Penalty: 5029.743652 Iteration 43Q: 3 clusters Score -3082398 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 20969 members Entering Unmasked Estep Score: -3082412.750000 Penalty: 5029.743652 Iteration 44Q: 3 clusters Score -3082413 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 21042 members Entering Unmasked Estep Score: -3082432.000000 Penalty: 5029.743652 Iteration 45Q: 3 clusters Score -3082432 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 21124 members Entering Unmasked Estep Score: -3082461.750000 Penalty: 5029.743652 Iteration 46Q: 3 clusters Score -3082462 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 21198 members Entering Unmasked Estep Score: -3082477.500000 Penalty: 5029.743652 Iteration 47Q: 3 clusters Score -3082478 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 21273 members Entering Unmasked Estep Score: -3082497.500000 Penalty: 5029.743652 Iteration 48Q: 3 clusters Score -3082498 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 21347 members Entering Unmasked Estep Score: -3082520.250000 Penalty: 5029.743652 Iteration 49Q: 3 clusters Score -3082520 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 21423 members Entering Unmasked Estep Score: -3082521.250000 Penalty: 5029.743652 Iteration 50Q: 3 clusters Score -3082521 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 21491 members Entering Unmasked Estep Score: -3082540.750000 Penalty: 5029.743652 Iteration 51Q: 3 clusters Score -3082541 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 21562 members Entering Unmasked Estep Score: -3082563.000000 Penalty: 5029.743652 Iteration 52Q: 3 clusters Score -3082563 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 21622 members Entering Unmasked Estep Score: -3082570.750000 Penalty: 5029.743652 Iteration 53Q: 3 clusters Score -3082571 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 21666 members Entering Unmasked Estep Score: -3082575.000000 Penalty: 5029.743652 Iteration 54Q: 3 clusters Score -3082575 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 21713 members Entering Unmasked Estep Score: -3082589.500000 Penalty: 5029.743652 Iteration 55Q: 3 clusters Score -3082590 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 21761 members Entering Unmasked Estep Score: -3082605.000000 Penalty: 5029.743652 Iteration 56Q: 3 clusters Score -3082605 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 21811 members Entering Unmasked Estep Score: -3082617.000000 Penalty: 5029.743652 Iteration 57Q: 3 clusters Score -3082617 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 21854 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -3082641.500000 Penalty: 5029.743652 Iteration 62Q: 3 clusters Score -3082642 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 22023 members Entering Unmasked Estep Score: -3082635.500000 Penalty: 5029.743652 Iteration 63Q: 3 clusters Score -3082636 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 22042 members Entering Unmasked Estep Score: -3082642.250000 Penalty: 5029.743652 Iteration 64Q: 3 clusters Score -3082642 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 22069 members Entering Unmasked Estep Score: -3082649.750000 Penalty: 5029.743652 Iteration 65Q: 3 clusters Score -3082650 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 22100 members Entering Unmasked Estep Score: -3082655.000000 Penalty: 5029.743652 Iteration 66Q: 3 clusters Score -3082655 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 22127 members Entering Unmasked Estep Score: -3082660.000000 Penalty: 5029.743652 Iteration 67Q: 3 clusters Score -3082660 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 22150 members Entering Unmasked Estep Score: -3082667.250000 Penalty: 5029.743652 Iteration 68Q: 3 clusters Score -3082667 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 22180 members Entering Unmasked Estep Score: -3082664.250000 Penalty: 5029.743652 Iteration 69Q: 3 clusters Score -3082664 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 22209 members Entering Unmasked Estep Score: -3082679.500000 Penalty: 5029.743652 Iteration 70Q: 3 clusters Score -3082680 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 22248 members Entering Unmasked Estep Score: -3082699.000000 Penalty: 5029.743652 Iteration 71Q: 3 clusters Score -3082699 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 22282 members Entering Unmasked Estep Score: -3082712.500000 Penalty: 5029.743652 Iteration 72Q: 3 clusters Score -3082712 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 22318 members Entering Unmasked Estep Score: -3082714.750000 Penalty: 5029.743652 Iteration 73Q: 3 clusters Score -3082715 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 22348 members Entering Unmasked Estep Score: -3082717.500000 Penalty: 5029.743652 Iteration 74Q: 3 clusters Score -3082718 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 22376 members Entering Unmasked Estep Score: -3082727.000000 Penalty: 5029.743652 Iteration 75Q: 3 clusters Score -3082727 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 22406 members Entering Unmasked Estep Score: -3082730.000000 Penalty: 5029.743652 Iteration 76Q: 3 clusters Score -3082730 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 22437 members Entering Unmasked Estep Score: -3082734.500000 Penalty: 5029.743652 Iteration 77Q: 3 clusters Score -3082734 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 22467 members Entering Unmasked Estep Score: -3082750.250000 Penalty: 5029.743652 Iteration 78Q: 3 clusters Score -3082750 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 22495 members Entering Unmasked Estep Score: -3082756.500000 Penalty: 5029.743652 Iteration 79Q: 3 clusters Score -3082756 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 22519 members Entering Unmasked Estep Score: -3082760.750000 Penalty: 5029.743652 Iteration 80F: 3 clusters Score -3082761 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 22545 members Entering Unmasked Estep Score: -3082768.000000 Penalty: 5029.743652 Iteration 81Q: 3 clusters Score -3082768 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 22576 members Entering Unmasked Estep Score: -3082781.250000 Penalty: 5029.743652 Iteration 82Q: 3 clusters Score -3082781 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 22610 members Entering Unmasked Estep Score: -3082780.500000 Penalty: 5029.743652 Iteration 83Q: 3 clusters Score -3082780 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 22649 members Entering Unmasked Estep Score: -3082792.500000 Penalty: 5029.743652 Iteration 84Q: 3 clusters Score -3082792 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 22681 members Entering Unmasked Estep Score: -3082802.500000 Penalty: 5029.743652 Iteration 85Q: 3 clusters Score -3082802 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 22709 members Entering Unmasked Estep Score: -3082805.750000 Penalty: 5029.743652 Iteration 86Q: 3 clusters Score -3082806 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 22733 members Entering Unmasked Estep Score: -3082814.000000 Penalty: 5029.743652 Iteration 87Q: 3 clusters Score -3082814 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 22760 members Entering Unmasked Estep Score: -3082815.250000 Penalty: 5029.743652 Iteration 88Q: 3 clusters Score -3082815 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 22778 members Entering Unmasked Estep Score: -3082819.750000 Penalty: 5029.743652 Iteration 89Q: 3 clusters Score -3082820 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 22803 members Entering Unmasked Estep Score: -3082819.250000 Penalty: 5029.743652 Iteration 90Q: 3 clusters Score -3082819 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 22820 members Entering Unmasked Estep Score: -3082829.750000 Penalty: 5029.743652 Iteration 91Q: 3 clusters Score -3082830 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 22844 members Entering Unmasked Estep Score: -3082841.500000 Penalty: 5029.743652 Iteration 92Q: 3 clusters Score -3082842 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 22867 members Entering Unmasked Estep Score: -3082852.750000 Penalty: 5029.743652 Iteration 93Q: 3 clusters Score -3082853 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 22892 members Entering Unmasked Estep Score: -3082855.500000 Penalty: 5029.743652 Iteration 94Q: 3 clusters Score -3082856 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 22927 members Entering Unmasked Estep Score: -3082873.500000 Penalty: 5029.743652 Iteration 95Q: 3 clusters Score -3082874 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 22964 members Entering Unmasked Estep Score: -3082889.750000 Penalty: 5029.743652 Iteration 96Q: 3 clusters Score -3082890 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 23002 members Entering Unmasked Estep Score: -3082903.000000 Penalty: 5029.743652 Iteration 97Q: 3 clusters Score -3082903 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 23047 members Entering Unmasked Estep Score: -3082926.250000 Penalty: 5029.743652 Iteration 98Q: 3 clusters Score -3082926 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 23086 members Entering Unmasked Estep Score: -3082944.000000 Penalty: 5029.743652 Iteration 99Q: 3 clusters Score -3082944 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 23134 members Entering Unmasked Estep Score: -3082960.250000 Penalty: 5029.743652 Iteration 100F: 3 clusters Score -3082960 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 23175 members Entering Unmasked Estep Score: -3082965.500000 Penalty: 5029.743652 Iteration 101Q: 3 clusters Score -3082966 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -3082981.000000 Penalty: 5029.743652 Iteration 102Q: 3 clusters Score -3082981 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 23233 members Entering Unmasked Estep Score: -3082995.000000 Penalty: 5029.743652 Iteration 103Q: 3 clusters Score -3082995 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 23256 members Entering Unmasked Estep Score: -3083012.250000 Penalty: 5029.743652 Iteration 104Q: 3 clusters Score -3083012 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 23285 members Entering Unmasked Estep Score: -3083024.000000 Penalty: 5029.743652 Iteration 105Q: 3 clusters Score -3083024 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 23307 members Entering Unmasked Estep Score: -3083040.750000 Penalty: 5029.743652 Iteration 106Q: 3 clusters Score -3083041 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 23327 members Entering Unmasked Estep Score: -3083052.500000 Penalty: 5029.743652 Iteration 107Q: 3 clusters Score -3083052 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 23345 members Entering Unmasked Estep Score: -3083058.000000 Penalty: 5029.743652 Iteration 108Q: 3 clusters Score -3083058 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 23359 members Entering Unmasked Estep Score: -3083063.500000 Penalty: 5029.743652 Iteration 109Q: 3 clusters Score -3083064 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 23375 members Entering Unmasked Estep Score: -3083068.000000 Penalty: 5029.743652 Iteration 110Q: 3 clusters Score -3083068 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 23387 members Entering Unmasked Estep Score: -3083067.500000 Penalty: 5029.743652 Iteration 111Q: 3 clusters Score -3083068 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 23396 members Entering Unmasked Estep Score: -3083065.500000 Penalty: 5029.743652 Iteration 112Q: 3 clusters Score -3083066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 23398 members Entering Unmasked Estep Score: -3083066.000000 Penalty: 5029.743652 Iteration 113Q: 3 clusters Score -3083066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 23400 members Entering Unmasked Estep Score: -3083068.750000 Penalty: 5029.743652 Iteration 114Q: 3 clusters Score -3083069 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 23403 members Entering Unmasked Estep Score: -3083071.000000 Penalty: 5029.743652 Iteration 115Q: 3 clusters Score -3083071 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 23407 members Entering Unmasked Estep Score: -3083074.250000 Penalty: 5029.743652 Iteration 116Q: 3 clusters Score -3083074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 23414 members Entering Unmasked Estep Score: -3083073.250000 Penalty: 5029.743652 Iteration 117Q: 3 clusters Score -3083073 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 23423 members Entering Unmasked Estep Score: -3083074.500000 Penalty: 5029.743652 Iteration 118Q: 3 clusters Score -3083074 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 23425 members Entering Unmasked Estep Score: -3083081.750000 Penalty: 5029.743652 Iteration 119Q: 3 clusters Score -3083082 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 23431 members Entering Unmasked Estep Score: -3083083.000000 Penalty: 5029.743652 Iteration 120F: 3 clusters Score -3083083 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 23434 members Entering Unmasked Estep Score: -3083086.750000 Penalty: 5029.743652 Iteration 121Q: 3 clusters Score -3083087 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 23435 members Entering Unmasked Estep Score: -3083089.000000 Penalty: 5029.743652 Iteration 122Q: 3 clusters Score -3083089 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 23435 members Entering Unmasked Estep Score: -3083086.500000 Penalty: 5029.743652 Iteration 123Q: 3 clusters Score -3083086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 23436 members Entering Unmasked Estep Score: -3083090.250000 Penalty: 5029.743652 Iteration 124Q: 3 clusters Score -3083090 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 23439 members Entering Unmasked Estep Score: -3083085.250000 Penalty: 5029.743652 Iteration 125Q: 3 clusters Score -3083085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 23442 members Entering Unmasked Estep Score: -3083083.750000 Penalty: 5029.743652 Iteration 126Q: 3 clusters Score -3083084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 23444 members Entering Unmasked Estep Score: -3083083.500000 Penalty: 5029.743652 Iteration 127Q: 3 clusters Score -3083084 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 23445 members Entering Unmasked Estep Score: -3083083.750000 Penalty: 5029.743652 Iteration 128Q: 3 clusters Score -3083084 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 23445 members Entering Unmasked Estep Score: -3083083.750000 Penalty: 5029.743652 Iteration 129F: 3 clusters Score -3083084 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Entering Unmasked Estep Score: -442028.281250 Penalty: 2031.276733 Iteration 0F: 2 clusters Score -442028.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -438428.906250 Penalty: 4062.553467 Iteration 0F: 3 clusters Score -438428.9 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -439267.875000 Penalty: 4062.553467 Iteration 1F: 3 clusters Score -439267.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -439436.937500 Penalty: 4062.553467 Iteration 2F: 3 clusters Score -439436.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -439531.343750 Penalty: 4062.553467 Iteration 3Q: 3 clusters Score -439531.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -439589.812500 Penalty: 4062.553467 Iteration 4Q: 3 clusters Score -439589.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -439622.156250 Penalty: 4062.553467 Iteration 5Q: 3 clusters Score -439622.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -439645.187500 Penalty: 4062.553467 Iteration 6Q: 3 clusters Score -439645.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -439665.125000 Penalty: 4062.553467 Iteration 7Q: 3 clusters Score -439665.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -439679.937500 Penalty: 4062.553467 Iteration 8Q: 3 clusters Score -439679.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -439690.281250 Penalty: 4062.553467 Iteration 9Q: 3 clusters Score -439690.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -439697.843750 Penalty: 4062.553467 Iteration 10Q: 3 clusters Score -439697.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -439703.062500 Penalty: 4062.553467 Iteration 11Q: 3 clusters Score -439703.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -439708.906250 Penalty: 4062.553467 Iteration 12Q: 3 clusters Score -439708.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -439714.218750 Penalty: 4062.553467 Iteration 13Q: 3 clusters Score -439714.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -439720.937500 Penalty: 4062.553467 Iteration 14Q: 3 clusters Score -439720.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -439725.656250 Penalty: 4062.553467 Iteration 15Q: 3 clusters Score -439725.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -439728.343750 Penalty: 4062.553467 Iteration 16Q: 3 clusters Score -439728.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -439730.656250 Penalty: 4062.553467 Iteration 17Q: 3 clusters Score -439730.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -439730.937500 Penalty: 4062.553467 Iteration 18Q: 3 clusters Score -439730.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -439731.687500 Penalty: 4062.553467 Iteration 19Q: 3 clusters Score -439731.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -439732.531250 Penalty: 4062.553467 Iteration 20F: 3 clusters Score -439732.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -439734.218750 Penalty: 4062.553467 Iteration 21Q: 3 clusters Score -439734.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -439734.687500 Penalty: 4062.553467 Iteration 22Q: 3 clusters Score -439734.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -439734.687500 Penalty: 4062.553467 Iteration 23F: 3 clusters Score -439734.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Entering Unmasked Estep Score: -1167466.000000 Penalty: 2276.916992 Iteration 0F: 2 clusters Score -1167466 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1159991.000000 Penalty: 4553.833984 Iteration 0F: 3 clusters Score -1159991 nChanged 3990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -1162196.500000 Penalty: 4553.833984 Iteration 1F: 3 clusters Score -1162196 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -1162573.500000 Penalty: 4553.833984 Iteration 2F: 3 clusters Score -1162574 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1162893.250000 Penalty: 4553.833984 Iteration 3F: 3 clusters Score -1162893 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1163241.750000 Penalty: 4553.833984 Iteration 4F: 3 clusters Score -1163242 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -1163573.875000 Penalty: 4553.833984 Iteration 5F: 3 clusters Score -1163574 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -1163851.125000 Penalty: 4553.833984 Iteration 6Q: 3 clusters Score -1163851 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -1164104.375000 Penalty: 4553.833984 Iteration 7Q: 3 clusters Score -1164104 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1164273.125000 Penalty: 4553.833984 Iteration 8Q: 3 clusters Score -1164273 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -1164414.125000 Penalty: 4553.833984 Iteration 9Q: 3 clusters Score -1164414 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -1164519.875000 Penalty: 4553.833984 Iteration 10Q: 3 clusters Score -1164520 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -1164620.000000 Penalty: 4553.833984 Iteration 11Q: 3 clusters Score -1164620 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1164701.750000 Penalty: 4553.833984 Iteration 12Q: 3 clusters Score -1164702 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -1164778.375000 Penalty: 4553.833984 Iteration 13Q: 3 clusters Score -1164778 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -1164831.875000 Penalty: 4553.833984 Iteration 14Q: 3 clusters Score -1164832 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1164879.250000 Penalty: 4553.833984 Iteration 15Q: 3 clusters Score -1164879 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -1164920.875000 Penalty: 4553.833984 Iteration 16Q: 3 clusters Score -1164921 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -1164960.875000 Penalty: 4553.833984 Iteration 17Q: 3 clusters Score -1164961 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -1165012.625000 Penalty: 4553.833984 Iteration 18Q: 3 clusters Score -1165013 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -1165051.875000 Penalty: 4553.833984 Iteration 19Q: 3 clusters Score -1165052 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -1165102.500000 Penalty: 4553.833984 Iteration 20F: 3 clusters Score -1165102 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1165145.625000 Penalty: 4553.833984 Iteration 21Q: 3 clusters Score -1165146 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -1165177.875000 Penalty: 4553.833984 Iteration 22Q: 3 clusters Score -1165178 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -1165218.000000 Penalty: 4553.833984 Iteration 23Q: 3 clusters Score -1165218 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -1165247.875000 Penalty: 4553.833984 Iteration 24Q: 3 clusters Score -1165248 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -1165277.875000 Penalty: 4553.833984 Iteration 25Q: 3 clusters Score -1165278 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -1165304.125000 Penalty: 4553.833984 Iteration 26Q: 3 clusters Score -1165304 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -1165327.000000 Penalty: 4553.833984 Iteration 27Q: 3 clusters Score -1165327 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -1165354.500000 Penalty: 4553.833984 Iteration 28Q: 3 clusters Score -1165354 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -1165383.625000 Penalty: 4553.833984 Iteration 29Q: 3 clusters Score -1165384 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -1165420.000000 Penalty: 4553.833984 Iteration 30Q: 3 clusters Score -1165420 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -1165458.250000 Penalty: 4553.833984 Iteration 31Q: 3 clusters Score -1165458 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1165501.625000 Penalty: 4553.833984 Iteration 32Q: 3 clusters Score -1165502 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -1165554.875000 Penalty: 4553.833984 Iteration 33Q: 3 clusters Score -1165555 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -1165631.375000 Penalty: 4553.833984 Iteration 34Q: 3 clusters Score -1165631 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -1165705.625000 Penalty: 4553.833984 Iteration 35Q: 3 clusters Score -1165706 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -1165778.500000 Penalty: 4553.833984 Iteration 36Q: 3 clusters Score -1165778 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1165838.500000 Penalty: 4553.833984 Iteration 37Q: 3 clusters Score -1165838 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -1165895.250000 Penalty: 4553.833984 Iteration 38Q: 3 clusters Score -1165895 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1165933.500000 Penalty: 4553.833984 Iteration 39Q: 3 clusters Score -1165934 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -1165967.250000 Penalty: 4553.833984 Iteration 40F: 3 clusters Score -1165967 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -1165993.250000 Penalty: 4553.833984 Iteration 41Q: 3 clusters Score -1165993 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1166011.125000 Penalty: 4553.833984 Iteration 42Q: 3 clusters Score -1166011 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -1166020.750000 Penalty: 4553.833984 Iteration 43Q: 3 clusters Score -1166021 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1166026.000000 Penalty: 4553.833984 Iteration 44Q: 3 clusters Score -1166026 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1166033.625000 Penalty: 4553.833984 Iteration 45Q: 3 clusters Score -1166034 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1166042.375000 Penalty: 4553.833984 Iteration 46Q: 3 clusters Score -1166042 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1166042.125000 Penalty: 4553.833984 Iteration 47Q: 3 clusters Score -1166042 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1166044.375000 Penalty: 4553.833984 Iteration 48Q: 3 clusters Score -1166044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1166043.250000 Penalty: 4553.833984 Iteration 49Q: 3 clusters Score -1166043 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -1166046.750000 Penalty: 4553.833984 Iteration 50Q: 3 clusters Score -1166047 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1166050.875000 Penalty: 4553.833984 Iteration 51Q: 3 clusters Score -1166051 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -1166050.250000 Penalty: 4553.833984 Iteration 52Q: 3 clusters Score -1166050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -1166051.500000 Penalty: 4553.833984 Iteration 53Q: 3 clusters Score -1166052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1166053.000000 Penalty: 4553.833984 Iteration 54Q: 3 clusters Score -1166053 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1166052.500000 Penalty: 4553.833984 Iteration 55Q: 3 clusters Score -1166052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1166051.875000 Penalty: 4553.833984 Iteration 56Q: 3 clusters Score -1166052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1166050.750000 Penalty: 4553.833984 Iteration 57Q: 3 clusters Score -1166051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1166052.125000 Penalty: 4553.833984 Iteration 58Q: 3 clusters Score -1166052 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1166052.125000 Penalty: 4553.833984 Iteration 59F: 3 clusters Score -1166052 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Entering Unmasked Estep Score: -405045.781250 Penalty: 2015.596191 Iteration 0F: 2 clusters Score -405045.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -401525.093750 Penalty: 4031.192383 Iteration 0F: 3 clusters Score -401525.1 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -402286.343750 Penalty: 4031.192383 Iteration 1F: 3 clusters Score -402286.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -402474.125000 Penalty: 4031.192383 Iteration 2F: 3 clusters Score -402474.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -402604.531250 Penalty: 4031.192383 Iteration 3F: 3 clusters Score -402604.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -402698.562500 Penalty: 4031.192383 Iteration 4Q: 3 clusters Score -402698.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -402763.562500 Penalty: 4031.192383 Iteration 5Q: 3 clusters Score -402763.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -402829.406250 Penalty: 4031.192383 Iteration 6Q: 3 clusters Score -402829.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -402880.906250 Penalty: 4031.192383 Iteration 7Q: 3 clusters Score -402880.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -402917.937500 Penalty: 4031.192383 Iteration 8Q: 3 clusters Score -402917.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -402947.750000 Penalty: 4031.192383 Iteration 9Q: 3 clusters Score -402947.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -402974.375000 Penalty: 4031.192383 Iteration 10Q: 3 clusters Score -402974.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -402998.625000 Penalty: 4031.192383 Iteration 11Q: 3 clusters Score -402998.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -403021.531250 Penalty: 4031.192383 Iteration 12Q: 3 clusters Score -403021.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -403040.625000 Penalty: 4031.192383 Iteration 13Q: 3 clusters Score -403040.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -403053.718750 Penalty: 4031.192383 Iteration 14Q: 3 clusters Score -403053.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -403065.718750 Penalty: 4031.192383 Iteration 15Q: 3 clusters Score -403065.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -403079.781250 Penalty: 4031.192383 Iteration 16Q: 3 clusters Score -403079.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -403092.156250 Penalty: 4031.192383 Iteration 17Q: 3 clusters Score -403092.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -403099.562500 Penalty: 4031.192383 Iteration 18Q: 3 clusters Score -403099.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -403104.625000 Penalty: 4031.192383 Iteration 19Q: 3 clusters Score -403104.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -403106.281250 Penalty: 4031.192383 Iteration 20F: 3 clusters Score -403106.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -403109.000000 Penalty: 4031.192383 Iteration 21Q: 3 clusters Score -403109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -403110.437500 Penalty: 4031.192383 Iteration 22Q: 3 clusters Score -403110.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -403110.437500 Penalty: 4031.192383 Iteration 23F: 3 clusters Score -403110.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Entering Unmasked Estep Score: -404866.031250 Penalty: 2021.673584 Iteration 0F: 2 clusters Score -404866 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -401342.625000 Penalty: 4043.347168 Iteration 0F: 3 clusters Score -401342.6 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -402064.812500 Penalty: 4043.347168 Iteration 1F: 3 clusters Score -402064.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -402238.312500 Penalty: 4043.347168 Iteration 2F: 3 clusters Score -402238.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -402342.281250 Penalty: 4043.347168 Iteration 3Q: 3 clusters Score -402342.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -402414.125000 Penalty: 4043.347168 Iteration 4Q: 3 clusters Score -402414.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -402474.656250 Penalty: 4043.347168 Iteration 5Q: 3 clusters Score -402474.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -402512.718750 Penalty: 4043.347168 Iteration 6Q: 3 clusters Score -402512.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -402541.468750 Penalty: 4043.347168 Iteration 7Q: 3 clusters Score -402541.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -402570.500000 Penalty: 4043.347168 Iteration 8Q: 3 clusters Score -402570.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -402595.375000 Penalty: 4043.347168 Iteration 9Q: 3 clusters Score -402595.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -402609.875000 Penalty: 4043.347168 Iteration 10Q: 3 clusters Score -402609.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -402621.406250 Penalty: 4043.347168 Iteration 11Q: 3 clusters Score -402621.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -402633.531250 Penalty: 4043.347168 Iteration 12Q: 3 clusters Score -402633.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -402642.281250 Penalty: 4043.347168 Iteration 13Q: 3 clusters Score -402642.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -402648.468750 Penalty: 4043.347168 Iteration 14Q: 3 clusters Score -402648.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -402654.437500 Penalty: 4043.347168 Iteration 15Q: 3 clusters Score -402654.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -402658.687500 Penalty: 4043.347168 Iteration 16Q: 3 clusters Score -402658.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -402663.843750 Penalty: 4043.347168 Iteration 17Q: 3 clusters Score -402663.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -402669.093750 Penalty: 4043.347168 Iteration 18Q: 3 clusters Score -402669.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -402675.250000 Penalty: 4043.347168 Iteration 19Q: 3 clusters Score -402675.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -402677.781250 Penalty: 4043.347168 Iteration 20F: 3 clusters Score -402677.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -402679.531250 Penalty: 4043.347168 Iteration 21Q: 3 clusters Score -402679.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -402681.468750 Penalty: 4043.347168 Iteration 22Q: 3 clusters Score -402681.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -402682.093750 Penalty: 4043.347168 Iteration 23Q: 3 clusters Score -402682.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -402682.093750 Penalty: 4043.347168 Iteration 24F: 3 clusters Score -402682.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Entering Unmasked Estep Score: -195816.796875 Penalty: 1831.229370 Iteration 0F: 2 clusters Score -195816.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -193432.750000 Penalty: 3662.458740 Iteration 0F: 3 clusters Score -193432.8 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -193822.484375 Penalty: 3662.458740 Iteration 1F: 3 clusters Score -193822.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -193923.578125 Penalty: 3662.458740 Iteration 2F: 3 clusters Score -193923.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -193977.343750 Penalty: 3662.458740 Iteration 3Q: 3 clusters Score -193977.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -194005.109375 Penalty: 3662.458740 Iteration 4Q: 3 clusters Score -194005.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -194027.640625 Penalty: 3662.458740 Iteration 5Q: 3 clusters Score -194027.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -194045.234375 Penalty: 3662.458740 Iteration 6Q: 3 clusters Score -194045.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -194055.109375 Penalty: 3662.458740 Iteration 7Q: 3 clusters Score -194055.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -194064.062500 Penalty: 3662.458740 Iteration 8Q: 3 clusters Score -194064.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -194071.906250 Penalty: 3662.458740 Iteration 9Q: 3 clusters Score -194071.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -194075.031250 Penalty: 3662.458740 Iteration 10Q: 3 clusters Score -194075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -194080.421875 Penalty: 3662.458740 Iteration 11Q: 3 clusters Score -194080.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -194087.390625 Penalty: 3662.458740 Iteration 12Q: 3 clusters Score -194087.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -194092.250000 Penalty: 3662.458740 Iteration 13Q: 3 clusters Score -194092.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -194094.796875 Penalty: 3662.458740 Iteration 14Q: 3 clusters Score -194094.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -194096.031250 Penalty: 3662.458740 Iteration 15Q: 3 clusters Score -194096 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -194096.031250 Penalty: 3662.458740 Iteration 16F: 3 clusters Score -194096 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11674 members Entering Unmasked Estep Score: -1406530.625000 Penalty: 2322.549561 Iteration 0F: 2 clusters Score -1406531 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -1397775.750000 Penalty: 4645.099121 Iteration 0F: 3 clusters Score -1397776 nChanged 4890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -1400289.625000 Penalty: 4645.099121 Iteration 1F: 3 clusters Score -1400290 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -1400568.250000 Penalty: 4645.099121 Iteration 2F: 3 clusters Score -1400568 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -1400781.375000 Penalty: 4645.099121 Iteration 3Q: 3 clusters Score -1400781 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -1400953.125000 Penalty: 4645.099121 Iteration 4Q: 3 clusters Score -1400953 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -1401152.375000 Penalty: 4645.099121 Iteration 5Q: 3 clusters Score -1401152 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -1401379.000000 Penalty: 4645.099121 Iteration 6Q: 3 clusters Score -1401379 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -1401644.125000 Penalty: 4645.099121 Iteration 7Q: 3 clusters Score -1401644 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -1401947.250000 Penalty: 4645.099121 Iteration 8Q: 3 clusters Score -1401947 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -1402279.375000 Penalty: 4645.099121 Iteration 9Q: 3 clusters Score -1402279 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1402659.375000 Penalty: 4645.099121 Iteration 10Q: 3 clusters Score -1402659 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -1403043.000000 Penalty: 4645.099121 Iteration 11Q: 3 clusters Score -1403043 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -1403363.125000 Penalty: 4645.099121 Iteration 12Q: 3 clusters Score -1403363 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -1403638.625000 Penalty: 4645.099121 Iteration 13Q: 3 clusters Score -1403639 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -1403883.875000 Penalty: 4645.099121 Iteration 14Q: 3 clusters Score -1403884 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -1404086.125000 Penalty: 4645.099121 Iteration 15Q: 3 clusters Score -1404086 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -1404239.500000 Penalty: 4645.099121 Iteration 16Q: 3 clusters Score -1404240 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 7515 members Entering Unmasked Estep Score: -1404348.875000 Penalty: 4645.099121 Iteration 17Q: 3 clusters Score -1404349 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -1404408.375000 Penalty: 4645.099121 Iteration 18Q: 3 clusters Score -1404408 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -1404456.375000 Penalty: 4645.099121 Iteration 19Q: 3 clusters Score -1404456 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -1404494.625000 Penalty: 4645.099121 Iteration 20F: 3 clusters Score -1404495 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -1404523.125000 Penalty: 4645.099121 Iteration 21Q: 3 clusters Score -1404523 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -1404538.500000 Penalty: 4645.099121 Iteration 22Q: 3 clusters Score -1404538 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -1404555.000000 Penalty: 4645.099121 Iteration 23Q: 3 clusters Score -1404555 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -1404565.375000 Penalty: 4645.099121 Iteration 24Q: 3 clusters Score -1404565 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -1404581.375000 Penalty: 4645.099121 Iteration 25Q: 3 clusters Score -1404581 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -1404586.625000 Penalty: 4645.099121 Iteration 26Q: 3 clusters Score -1404587 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1404599.375000 Penalty: 4645.099121 Iteration 27Q: 3 clusters Score -1404599 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -1404598.625000 Penalty: 4645.099121 Iteration 28Q: 3 clusters Score -1404599 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -1404602.500000 Penalty: 4645.099121 Iteration 29Q: 3 clusters Score -1404602 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -1404604.875000 Penalty: 4645.099121 Iteration 30Q: 3 clusters Score -1404605 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -1404619.125000 Penalty: 4645.099121 Iteration 31Q: 3 clusters Score -1404619 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 8226 members Entering Unmasked Estep Score: -1404626.000000 Penalty: 4645.099121 Iteration 32Q: 3 clusters Score -1404626 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -1404638.125000 Penalty: 4645.099121 Iteration 33Q: 3 clusters Score -1404638 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 8307 members Entering Unmasked Estep Score: -1404648.500000 Penalty: 4645.099121 Iteration 34Q: 3 clusters Score -1404648 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -1404653.000000 Penalty: 4645.099121 Iteration 35Q: 3 clusters Score -1404653 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -1404661.875000 Penalty: 4645.099121 Iteration 36Q: 3 clusters Score -1404662 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -1404668.625000 Penalty: 4645.099121 Iteration 37Q: 3 clusters Score -1404669 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -1404675.625000 Penalty: 4645.099121 Iteration 38Q: 3 clusters Score -1404676 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 8452 members Entering Unmasked Estep Score: -1404679.500000 Penalty: 4645.099121 Iteration 39Q: 3 clusters Score -1404680 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 8480 members Entering Unmasked Estep Score: -1404682.500000 Penalty: 4645.099121 Iteration 40F: 3 clusters Score -1404682 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -1404693.625000 Penalty: 4645.099121 Iteration 41Q: 3 clusters Score -1404694 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -1404699.875000 Penalty: 4645.099121 Iteration 42Q: 3 clusters Score -1404700 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -1404707.000000 Penalty: 4645.099121 Iteration 43Q: 3 clusters Score -1404707 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -1404712.125000 Penalty: 4645.099121 Iteration 44Q: 3 clusters Score -1404712 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -1404717.125000 Penalty: 4645.099121 Iteration 45Q: 3 clusters Score -1404717 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -1404720.750000 Penalty: 4645.099121 Iteration 46Q: 3 clusters Score -1404721 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -1404724.625000 Penalty: 4645.099121 Iteration 47Q: 3 clusters Score -1404725 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -1404732.000000 Penalty: 4645.099121 Iteration 48Q: 3 clusters Score -1404732 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -1404739.000000 Penalty: 4645.099121 Iteration 49Q: 3 clusters Score -1404739 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -1404740.875000 Penalty: 4645.099121 Iteration 50Q: 3 clusters Score -1404741 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -1404745.000000 Penalty: 4645.099121 Iteration 51Q: 3 clusters Score -1404745 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -1404748.125000 Penalty: 4645.099121 Iteration 52Q: 3 clusters Score -1404748 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 8766 members Entering Unmasked Estep Score: -1404756.250000 Penalty: 4645.099121 Iteration 53Q: 3 clusters Score -1404756 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 8785 members Entering Unmasked Estep Score: -1404759.750000 Penalty: 4645.099121 Iteration 54Q: 3 clusters Score -1404760 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -1404768.875000 Penalty: 4645.099121 Iteration 55Q: 3 clusters Score -1404769 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 8828 members Entering Unmasked Estep Score: -1404772.750000 Penalty: 4645.099121 Iteration 56Q: 3 clusters Score -1404773 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 8849 members Entering Unmasked Estep Score: -1404775.125000 Penalty: 4645.099121 Iteration 57Q: 3 clusters Score -1404775 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 8867 members Entering Unmasked Estep Score: -1404776.125000 Penalty: 4645.099121 Iteration 58Q: 3 clusters Score -1404776 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 8893 members Entering Unmasked Estep Score: -1404784.375000 Penalty: 4645.099121 Iteration 59Q: 3 clusters Score -1404784 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -1404787.500000 Penalty: 4645.099121 Iteration 60F: 3 clusters Score -1404788 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -1404790.125000 Penalty: 4645.099121 Iteration 61Q: 3 clusters Score -1404790 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 8934 members Entering Unmasked Estep Score: -1404790.875000 Penalty: 4645.099121 Iteration 62Q: 3 clusters Score -1404791 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -1404791.000000 Penalty: 4645.099121 Iteration 63Q: 3 clusters Score -1404791 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 8954 members Entering Unmasked Estep Score: -1404793.125000 Penalty: 4645.099121 Iteration 64Q: 3 clusters Score -1404793 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 8964 members Entering Unmasked Estep Score: -1404798.000000 Penalty: 4645.099121 Iteration 65Q: 3 clusters Score -1404798 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -1404796.625000 Penalty: 4645.099121 Iteration 66Q: 3 clusters Score -1404797 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 8973 members Entering Unmasked Estep Score: -1404795.625000 Penalty: 4645.099121 Iteration 67Q: 3 clusters Score -1404796 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -1404794.500000 Penalty: 4645.099121 Iteration 68Q: 3 clusters Score -1404794 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -1404798.125000 Penalty: 4645.099121 Iteration 69Q: 3 clusters Score -1404798 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 8987 members Entering Unmasked Estep Score: -1404799.375000 Penalty: 4645.099121 Iteration 70Q: 3 clusters Score -1404799 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -1404797.625000 Penalty: 4645.099121 Iteration 71Q: 3 clusters Score -1404798 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -1404801.125000 Penalty: 4645.099121 Iteration 72Q: 3 clusters Score -1404801 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 8999 members Entering Unmasked Estep Score: -1404802.125000 Penalty: 4645.099121 Iteration 73Q: 3 clusters Score -1404802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 8999 members Entering Unmasked Estep Score: -1404803.250000 Penalty: 4645.099121 Iteration 74Q: 3 clusters Score -1404803 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 8999 members Entering Unmasked Estep Score: -1404803.250000 Penalty: 4645.099121 Iteration 75F: 3 clusters Score -1404803 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (14869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14869 members Entering Unmasked Estep Score: -1796545.000000 Penalty: 2382.544434 Iteration 0F: 2 clusters Score -1796545 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -1785746.875000 Penalty: 4765.088867 Iteration 0F: 3 clusters Score -1785747 nChanged 6424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -1789285.625000 Penalty: 4765.088867 Iteration 1F: 3 clusters Score -1789286 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1789756.625000 Penalty: 4765.088867 Iteration 2F: 3 clusters Score -1789757 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -1790160.250000 Penalty: 4765.088867 Iteration 3F: 3 clusters Score -1790160 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -1790578.375000 Penalty: 4765.088867 Iteration 4F: 3 clusters Score -1790578 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 8167 members Entering Unmasked Estep Score: -1791009.250000 Penalty: 4765.088867 Iteration 5F: 3 clusters Score -1791009 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -1791491.625000 Penalty: 4765.088867 Iteration 6F: 3 clusters Score -1791492 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 8686 members Entering Unmasked Estep Score: -1792045.125000 Penalty: 4765.088867 Iteration 7F: 3 clusters Score -1792045 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 8947 members Entering Unmasked Estep Score: -1792599.875000 Penalty: 4765.088867 Iteration 8Q: 3 clusters Score -1792600 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 9144 members Entering Unmasked Estep Score: -1793112.750000 Penalty: 4765.088867 Iteration 9Q: 3 clusters Score -1793113 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -1793530.125000 Penalty: 4765.088867 Iteration 10Q: 3 clusters Score -1793530 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -1793841.625000 Penalty: 4765.088867 Iteration 11Q: 3 clusters Score -1793842 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -1794039.000000 Penalty: 4765.088867 Iteration 12Q: 3 clusters Score -1794039 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 9698 members Entering Unmasked Estep Score: -1794162.750000 Penalty: 4765.088867 Iteration 13Q: 3 clusters Score -1794163 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -1794248.375000 Penalty: 4765.088867 Iteration 14Q: 3 clusters Score -1794248 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -1794313.500000 Penalty: 4765.088867 Iteration 15Q: 3 clusters Score -1794314 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -1794350.500000 Penalty: 4765.088867 Iteration 16Q: 3 clusters Score -1794350 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 10081 members Entering Unmasked Estep Score: -1794375.250000 Penalty: 4765.088867 Iteration 17Q: 3 clusters Score -1794375 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -1794403.125000 Penalty: 4765.088867 Iteration 18Q: 3 clusters Score -1794403 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -1794423.750000 Penalty: 4765.088867 Iteration 19Q: 3 clusters Score -1794424 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -1794442.250000 Penalty: 4765.088867 Iteration 20F: 3 clusters Score -1794442 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -1794451.500000 Penalty: 4765.088867 Iteration 21Q: 3 clusters Score -1794452 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -1794464.375000 Penalty: 4765.088867 Iteration 22Q: 3 clusters Score -1794464 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -1794471.500000 Penalty: 4765.088867 Iteration 23Q: 3 clusters Score -1794472 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 10463 members Entering Unmasked Estep Score: -1794477.875000 Penalty: 4765.088867 Iteration 24Q: 3 clusters Score -1794478 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -1794477.250000 Penalty: 4765.088867 Iteration 25Q: 3 clusters Score -1794477 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -1794478.750000 Penalty: 4765.088867 Iteration 26Q: 3 clusters Score -1794479 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -1794488.750000 Penalty: 4765.088867 Iteration 27Q: 3 clusters Score -1794489 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 10590 members Entering Unmasked Estep Score: -1794493.875000 Penalty: 4765.088867 Iteration 28Q: 3 clusters Score -1794494 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 10623 members Entering Unmasked Estep Score: -1794504.250000 Penalty: 4765.088867 Iteration 29Q: 3 clusters Score -1794504 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -1794515.500000 Penalty: 4765.088867 Iteration 30Q: 3 clusters Score -1794516 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 10691 members Entering Unmasked Estep Score: -1794508.000000 Penalty: 4765.088867 Iteration 31Q: 3 clusters Score -1794508 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 10716 members Entering Unmasked Estep Score: -1794515.875000 Penalty: 4765.088867 Iteration 32Q: 3 clusters Score -1794516 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 10736 members Entering Unmasked Estep Score: -1794522.000000 Penalty: 4765.088867 Iteration 33Q: 3 clusters Score -1794522 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -1794529.500000 Penalty: 4765.088867 Iteration 34Q: 3 clusters Score -1794530 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -1794532.875000 Penalty: 4765.088867 Iteration 35Q: 3 clusters Score -1794533 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 10812 members Entering Unmasked Estep Score: -1794540.500000 Penalty: 4765.088867 Iteration 36Q: 3 clusters Score -1794540 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 10840 members Entering Unmasked Estep Score: -1794545.250000 Penalty: 4765.088867 Iteration 37Q: 3 clusters Score -1794545 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -1794549.875000 Penalty: 4765.088867 Iteration 38Q: 3 clusters Score -1794550 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 10898 members Entering Unmasked Estep Score: -1794553.750000 Penalty: 4765.088867 Iteration 39Q: 3 clusters Score -1794554 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 10935 members Entering Unmasked Estep Score: -1794558.000000 Penalty: 4765.088867 Iteration 40F: 3 clusters Score -1794558 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 10965 members Entering Unmasked Estep Score: -1794563.875000 Penalty: 4765.088867 Iteration 41Q: 3 clusters Score -1794564 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -1794571.500000 Penalty: 4765.088867 Iteration 42Q: 3 clusters Score -1794572 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -1794582.000000 Penalty: 4765.088867 Iteration 43Q: 3 clusters Score -1794582 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 11065 members Entering Unmasked Estep Score: -1794584.500000 Penalty: 4765.088867 Iteration 44Q: 3 clusters Score -1794584 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -1794592.500000 Penalty: 4765.088867 Iteration 45Q: 3 clusters Score -1794592 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 11122 members Entering Unmasked Estep Score: -1794602.375000 Penalty: 4765.088867 Iteration 46Q: 3 clusters Score -1794602 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -1794607.625000 Penalty: 4765.088867 Iteration 47Q: 3 clusters Score -1794608 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 11176 members Entering Unmasked Estep Score: -1794620.000000 Penalty: 4765.088867 Iteration 48Q: 3 clusters Score -1794620 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -1794635.750000 Penalty: 4765.088867 Iteration 49Q: 3 clusters Score -1794636 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 11270 members Entering Unmasked Estep Score: -1794654.750000 Penalty: 4765.088867 Iteration 50Q: 3 clusters Score -1794655 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -1794679.750000 Penalty: 4765.088867 Iteration 51Q: 3 clusters Score -1794680 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 11393 members Entering Unmasked Estep Score: -1794712.125000 Penalty: 4765.088867 Iteration 52Q: 3 clusters Score -1794712 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -1794779.375000 Penalty: 4765.088867 Iteration 53Q: 3 clusters Score -1794779 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -1794879.250000 Penalty: 4765.088867 Iteration 54Q: 3 clusters Score -1794879 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -1794982.000000 Penalty: 4765.088867 Iteration 55Q: 3 clusters Score -1794982 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -1795073.875000 Penalty: 4765.088867 Iteration 56Q: 3 clusters Score -1795074 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -1795145.500000 Penalty: 4765.088867 Iteration 57Q: 3 clusters Score -1795146 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 11922 members Entering Unmasked Estep Score: -1795187.375000 Penalty: 4765.088867 Iteration 58Q: 3 clusters Score -1795187 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 11978 members Entering Unmasked Estep Score: -1795220.750000 Penalty: 4765.088867 Iteration 59Q: 3 clusters Score -1795221 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -1795235.375000 Penalty: 4765.088867 Iteration 60F: 3 clusters Score -1795235 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 12052 members Entering Unmasked Estep Score: -1795243.000000 Penalty: 4765.088867 Iteration 61Q: 3 clusters Score -1795243 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 12079 members Entering Unmasked Estep Score: -1795249.875000 Penalty: 4765.088867 Iteration 62Q: 3 clusters Score -1795250 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -1795257.000000 Penalty: 4765.088867 Iteration 63Q: 3 clusters Score -1795257 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 12107 members Entering Unmasked Estep Score: -1795257.375000 Penalty: 4765.088867 Iteration 64Q: 3 clusters Score -1795257 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 12111 members Entering Unmasked Estep Score: -1795261.250000 Penalty: 4765.088867 Iteration 65Q: 3 clusters Score -1795261 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -1795260.250000 Penalty: 4765.088867 Iteration 66Q: 3 clusters Score -1795260 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 12127 members Entering Unmasked Estep Score: -1795262.250000 Penalty: 4765.088867 Iteration 67Q: 3 clusters Score -1795262 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -1795265.000000 Penalty: 4765.088867 Iteration 68Q: 3 clusters Score -1795265 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 12138 members Entering Unmasked Estep Score: -1795262.375000 Penalty: 4765.088867 Iteration 69Q: 3 clusters Score -1795262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 12141 members Entering Unmasked Estep Score: -1795262.875000 Penalty: 4765.088867 Iteration 70Q: 3 clusters Score -1795263 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 12145 members Entering Unmasked Estep Score: -1795262.500000 Penalty: 4765.088867 Iteration 71Q: 3 clusters Score -1795262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -1795265.125000 Penalty: 4765.088867 Iteration 72Q: 3 clusters Score -1795265 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -1795266.875000 Penalty: 4765.088867 Iteration 73Q: 3 clusters Score -1795267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 12158 members Entering Unmasked Estep Score: -1795271.500000 Penalty: 4765.088867 Iteration 74Q: 3 clusters Score -1795272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 12158 members Entering Unmasked Estep Score: -1795267.875000 Penalty: 4765.088867 Iteration 75Q: 3 clusters Score -1795268 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -1795268.625000 Penalty: 4765.088867 Iteration 76Q: 3 clusters Score -1795269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -1795268.625000 Penalty: 4765.088867 Iteration 77F: 3 clusters Score -1795269 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Entering Unmasked Estep Score: -486577.593750 Penalty: 2060.739014 Iteration 0F: 2 clusters Score -486577.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -482661.500000 Penalty: 4121.478027 Iteration 0F: 3 clusters Score -482661.5 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -483557.500000 Penalty: 4121.478027 Iteration 1F: 3 clusters Score -483557.5 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -483780.062500 Penalty: 4121.478027 Iteration 2F: 3 clusters Score -483780.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -483914.281250 Penalty: 4121.478027 Iteration 3F: 3 clusters Score -483914.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -484012.843750 Penalty: 4121.478027 Iteration 4Q: 3 clusters Score -484012.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -484096.687500 Penalty: 4121.478027 Iteration 5Q: 3 clusters Score -484096.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -484171.593750 Penalty: 4121.478027 Iteration 6Q: 3 clusters Score -484171.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -484240.687500 Penalty: 4121.478027 Iteration 7Q: 3 clusters Score -484240.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -484311.843750 Penalty: 4121.478027 Iteration 8Q: 3 clusters Score -484311.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -484368.343750 Penalty: 4121.478027 Iteration 9Q: 3 clusters Score -484368.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -484421.781250 Penalty: 4121.478027 Iteration 10Q: 3 clusters Score -484421.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -484459.343750 Penalty: 4121.478027 Iteration 11Q: 3 clusters Score -484459.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -484491.125000 Penalty: 4121.478027 Iteration 12Q: 3 clusters Score -484491.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -484512.093750 Penalty: 4121.478027 Iteration 13Q: 3 clusters Score -484512.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -484526.687500 Penalty: 4121.478027 Iteration 14Q: 3 clusters Score -484526.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -484538.375000 Penalty: 4121.478027 Iteration 15Q: 3 clusters Score -484538.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -484556.437500 Penalty: 4121.478027 Iteration 16Q: 3 clusters Score -484556.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -484574.218750 Penalty: 4121.478027 Iteration 17Q: 3 clusters Score -484574.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -484592.031250 Penalty: 4121.478027 Iteration 18Q: 3 clusters Score -484592 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -484608.562500 Penalty: 4121.478027 Iteration 19Q: 3 clusters Score -484608.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -484629.406250 Penalty: 4121.478027 Iteration 20F: 3 clusters Score -484629.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -484646.062500 Penalty: 4121.478027 Iteration 21Q: 3 clusters Score -484646.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -484665.781250 Penalty: 4121.478027 Iteration 22Q: 3 clusters Score -484665.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -484687.000000 Penalty: 4121.478027 Iteration 23Q: 3 clusters Score -484687 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -484703.343750 Penalty: 4121.478027 Iteration 24Q: 3 clusters Score -484703.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -484718.468750 Penalty: 4121.478027 Iteration 25Q: 3 clusters Score -484718.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -484731.687500 Penalty: 4121.478027 Iteration 26Q: 3 clusters Score -484731.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -484741.906250 Penalty: 4121.478027 Iteration 27Q: 3 clusters Score -484741.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -484747.218750 Penalty: 4121.478027 Iteration 28Q: 3 clusters Score -484747.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -484752.781250 Penalty: 4121.478027 Iteration 29Q: 3 clusters Score -484752.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -484759.781250 Penalty: 4121.478027 Iteration 30Q: 3 clusters Score -484759.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -484766.000000 Penalty: 4121.478027 Iteration 31Q: 3 clusters Score -484766 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -484770.906250 Penalty: 4121.478027 Iteration 32Q: 3 clusters Score -484770.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -484773.906250 Penalty: 4121.478027 Iteration 33Q: 3 clusters Score -484773.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -484777.312500 Penalty: 4121.478027 Iteration 34Q: 3 clusters Score -484777.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -484781.281250 Penalty: 4121.478027 Iteration 35Q: 3 clusters Score -484781.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -484784.750000 Penalty: 4121.478027 Iteration 36Q: 3 clusters Score -484784.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -484788.000000 Penalty: 4121.478027 Iteration 37Q: 3 clusters Score -484788 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -484792.375000 Penalty: 4121.478027 Iteration 38Q: 3 clusters Score -484792.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -484793.875000 Penalty: 4121.478027 Iteration 39Q: 3 clusters Score -484793.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -484795.812500 Penalty: 4121.478027 Iteration 40F: 3 clusters Score -484795.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -484797.843750 Penalty: 4121.478027 Iteration 41Q: 3 clusters Score -484797.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -484800.812500 Penalty: 4121.478027 Iteration 42Q: 3 clusters Score -484800.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -484802.031250 Penalty: 4121.478027 Iteration 43Q: 3 clusters Score -484802 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -484804.281250 Penalty: 4121.478027 Iteration 44Q: 3 clusters Score -484804.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -484810.031250 Penalty: 4121.478027 Iteration 45Q: 3 clusters Score -484810 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -484814.500000 Penalty: 4121.478027 Iteration 46Q: 3 clusters Score -484814.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -484818.562500 Penalty: 4121.478027 Iteration 47Q: 3 clusters Score -484818.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -484825.468750 Penalty: 4121.478027 Iteration 48Q: 3 clusters Score -484825.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -484829.781250 Penalty: 4121.478027 Iteration 49Q: 3 clusters Score -484829.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -484831.718750 Penalty: 4121.478027 Iteration 50Q: 3 clusters Score -484831.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -484835.812500 Penalty: 4121.478027 Iteration 51Q: 3 clusters Score -484835.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -484837.593750 Penalty: 4121.478027 Iteration 52Q: 3 clusters Score -484837.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -484840.187500 Penalty: 4121.478027 Iteration 53Q: 3 clusters Score -484840.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -484844.937500 Penalty: 4121.478027 Iteration 54Q: 3 clusters Score -484844.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -484850.687500 Penalty: 4121.478027 Iteration 55Q: 3 clusters Score -484850.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -484853.968750 Penalty: 4121.478027 Iteration 56Q: 3 clusters Score -484854 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -484857.906250 Penalty: 4121.478027 Iteration 57Q: 3 clusters Score -484857.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -484862.125000 Penalty: 4121.478027 Iteration 58Q: 3 clusters Score -484862.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -484862.781250 Penalty: 4121.478027 Iteration 59Q: 3 clusters Score -484862.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -484866.000000 Penalty: 4121.478027 Iteration 60F: 3 clusters Score -484866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -484866.500000 Penalty: 4121.478027 Iteration 61Q: 3 clusters Score -484866.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -484869.531250 Penalty: 4121.478027 Iteration 62Q: 3 clusters Score -484869.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -484872.750000 Penalty: 4121.478027 Iteration 63Q: 3 clusters Score -484872.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -484878.687500 Penalty: 4121.478027 Iteration 64Q: 3 clusters Score -484878.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -484884.062500 Penalty: 4121.478027 Iteration 65Q: 3 clusters Score -484884.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -484891.156250 Penalty: 4121.478027 Iteration 66Q: 3 clusters Score -484891.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -484895.000000 Penalty: 4121.478027 Iteration 67Q: 3 clusters Score -484895 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -484898.500000 Penalty: 4121.478027 Iteration 68Q: 3 clusters Score -484898.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -484901.656250 Penalty: 4121.478027 Iteration 69Q: 3 clusters Score -484901.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -484906.250000 Penalty: 4121.478027 Iteration 70Q: 3 clusters Score -484906.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -484910.312500 Penalty: 4121.478027 Iteration 71Q: 3 clusters Score -484910.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -484914.500000 Penalty: 4121.478027 Iteration 72Q: 3 clusters Score -484914.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -484918.687500 Penalty: 4121.478027 Iteration 73Q: 3 clusters Score -484918.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -484922.531250 Penalty: 4121.478027 Iteration 74Q: 3 clusters Score -484922.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -484927.406250 Penalty: 4121.478027 Iteration 75Q: 3 clusters Score -484927.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -484931.281250 Penalty: 4121.478027 Iteration 76Q: 3 clusters Score -484931.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -484937.250000 Penalty: 4121.478027 Iteration 77Q: 3 clusters Score -484937.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -484939.312500 Penalty: 4121.478027 Iteration 78Q: 3 clusters Score -484939.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -484941.093750 Penalty: 4121.478027 Iteration 79Q: 3 clusters Score -484941.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -484943.406250 Penalty: 4121.478027 Iteration 80F: 3 clusters Score -484943.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -484947.593750 Penalty: 4121.478027 Iteration 81Q: 3 clusters Score -484947.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -484951.062500 Penalty: 4121.478027 Iteration 82Q: 3 clusters Score -484951.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -484954.312500 Penalty: 4121.478027 Iteration 83Q: 3 clusters Score -484954.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -484957.125000 Penalty: 4121.478027 Iteration 84Q: 3 clusters Score -484957.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -484960.437500 Penalty: 4121.478027 Iteration 85Q: 3 clusters Score -484960.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -484961.843750 Penalty: 4121.478027 Iteration 86Q: 3 clusters Score -484961.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -484964.062500 Penalty: 4121.478027 Iteration 87Q: 3 clusters Score -484964.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -484965.625000 Penalty: 4121.478027 Iteration 88Q: 3 clusters Score -484965.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -484967.406250 Penalty: 4121.478027 Iteration 89Q: 3 clusters Score -484967.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -484969.593750 Penalty: 4121.478027 Iteration 90Q: 3 clusters Score -484969.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -484973.500000 Penalty: 4121.478027 Iteration 91Q: 3 clusters Score -484973.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -484974.093750 Penalty: 4121.478027 Iteration 92Q: 3 clusters Score -484974.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -484975.156250 Penalty: 4121.478027 Iteration 93Q: 3 clusters Score -484975.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -484974.562500 Penalty: 4121.478027 Iteration 94Q: 3 clusters Score -484974.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -484974.562500 Penalty: 4121.478027 Iteration 95F: 3 clusters Score -484974.6 nChanged 0 --- Evaluating fit on full set of 851668 points --- Entering Unmasked Estep Score: -99414592.000000 Penalty: 67728.562500 25->21 Clusters: Score -99414592.000000, best is -100617008.000000 Main iterations: 0 (time per=infms) Total iterations: 24012 (time per=120.648009ms) Iterations metric 2: 578434695168.000000 (time per=5.008344ns) Iterations metric 3: 17353179922432.000000 (time per=166.943466ps) That took 2897.000000 seconds.